from google.colab import drive
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns
from time import time
import codecs
from IPython.display import Image
import networkx as nx
from scipy import stats
import sys
sys.path.append('/content/drive/My Drive/AML/Chal3 - EEG Classification/Code/')
import shutil
import os
from sklearn.model_selection import train_test_split
import shutil
from sklearn.model_selection import StratifiedKFold
!pip install -U mne
Requirement already up-to-date: mne in /usr/local/lib/python3.6/dist-packages (0.20.5) Requirement already satisfied, skipping upgrade: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from mne) (1.18.4) Requirement already satisfied, skipping upgrade: scipy>=0.17.1 in /usr/local/lib/python3.6/dist-packages (from mne) (1.4.1)
drive.mount('/content/drive/',force_remount=True)
Mounted at /content/drive/
params = {'resample_to': 1000,
'D': 3,
'F1': 12,
'dropoutRate1': 0.52,
'dropoutRate2': 0.36,
'lr': 0.00066,
'norm_rate': 0.275
}
import sys
sys.path.append('/content/drive/My Drive/AML/Chal3 - EEG Classification/Code')
from data import DataBuildClassifier
data_loader = DataBuildClassifier('/content/drive/My Drive/AML/Chal3 - EEG Classification/Data/eeg') #Path to directory with data (i.e NewData contatins 25/, 26/ ....)
all_subjects = [25, 26,27,28,29,30, 32,33,34,35,36,37,38]
subjects = data_loader.get_data(all_subjects,shuffle=False, windows=[(0.2,0.5)],baseline_window=(0.2,0.3),resample_to=params['resample_to'])
print(subjects.keys())
X,y = subjects[25]
print(X.shape) #EEG epochs (Trials) x Time x Channels
print(y.shape)
dict_keys([25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38]) (329, 300, 19) (329,)
X[0,:,16].shape
(300,)
def plot_mean_amp(X, y, epoch, subplot):
plot = []
for i in range(len(X[0])):
plot.append(np.mean(X[epoch, i, :]))
maxi = np.round(np.max(plot), 2)
argmaxi = np.argmax(plot)
mini = np.round(np.min(plot), 2)
argmini = np.argmin(plot)
if (y[epoch]==1):
label = 'Non-Target'
else :
label = 'Target'
plt.subplot(subplot)
plt.axhline(maxi, color='brown', linestyle='--')
plt.axhline(mini, color='orange', linestyle='--')
plt.axvline(argmaxi, color='brown', linestyle='-')
plt.axvline(argmini, color='orange', linestyle='-')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.title('Mean amplitude over the 19 channels for the epoch {} of class {}'.format(epoch, label))
plt.legend({'Max = {}V'.format(maxi):maxi,
'Argmax = {}ms'.format(argmaxi):argmaxi,
'Min = {}V'.format(mini):mini,
'Argmin = {}ms'.format(argmini):argmini},
loc='upper center', bbox_to_anchor=(0.5, 0.9));
plt.plot(plot)
fig = plt.figure(figsize=(25,14))
plot_mean_amp(X, y, epoch=50, subplot=221)
plot_mean_amp(X, y, epoch=150, subplot=222)
plot_mean_amp(X, y, epoch=250, subplot=223)
plot_mean_amp(X, y, epoch=300, subplot=224)
plt.show()
As we can see on the chart right above, there is always a peak at the beginning of class Target and then it decreases. This is probably where we can interpret the signal as Target label. However it seems to be more random when the signal is labeled as Non-Target so when the person is having a look a the game without making any decisions.
def plot_mean_peak(X):
argmaxis_NT = []
argmaxis_T = []
for epoch in range(len(X)):
plot = []
for i in range(len(X[0])):
plot.append(np.mean(X[epoch, i, :]))
if (y[epoch]==1): #Non-Target
argmaxis_NT.append(np.argmax(plot))
else : #Target
argmaxis_T.append(np.argmax(plot))
return argmaxis_NT, argmaxis_T
def plot_peak_distrib(argmaxis, channel='None', one_channel=False, target=True):
f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw= {"height_ratios": (0.2, 1)}, figsize=(15,7))
if (target):
if (one_channel):
plt.title('Distribution of peak index for Target EEG at channel {}'.format(channel))
else :
plt.title('Distribution of peak index for Target EEG')
else :
if (one_channel):
plt.title('Distribution of peak index for Non-Target EEG at channel {}'.format(channel))
else :
plt.title('Distribution of peak index for Non-Target EEG')
argmaxis = pd.Series(argmaxis)
mean = round(argmaxis.mean(), 2)
median = round(argmaxis.median(), 2)
mode = round(argmaxis.mode()[0], 2)
maxi = round(argmaxis.max(), 2)
mini = round(argmaxis.min(), 2)
sns.boxplot(argmaxis, ax=ax_box)
ax_box.axvline(mean, color='r', linestyle='--')
ax_box.axvline(median, color='g', linestyle='-')
ax_box.axvline(mode, color='b', linestyle='-')
ax_box.axvline(maxi, color='brown', linestyle='-')
ax_box.axvline(mini, color='orange', linestyle='-')
sns.distplot(argmaxis, ax=ax_hist, bins=20)
ax_hist.axvline(mean, color='r', linestyle='--')
ax_hist.axvline(median, color='g', linestyle='-')
ax_hist.axvline(mode, color='b', linestyle='-')
ax_hist.axvline(maxi, color='brown', linestyle='-')
ax_hist.axvline(mini, color='orange', linestyle='-')
plt.xlabel('Time (ms)')
plt.legend({'Mean={}'.format(mean):mean,
'Median={}'.format(median):median,
'Mode={}'.format(mode):mode,
'Max={}'.format(maxi):maxi,
'Min={}'.format(mini):mini},
loc='upper right')
ax_box.set(xlabel='')
argmaxis_NT, argmaxis_T = plot_mean_peak(X)
plot_peak_distrib(argmaxis_T)
plot_peak_distrib(argmaxis_NT, target=False)
The remarks we had previously appears to be quite wrong according to the fact in average over all the channels there is no peak at the beginning of a Target sequence. Actually it could be linked to the fact that in average the brain is implicated every time. While in the Non-Target sequence we can observe a peak a the beginning in average which could be related to the first glance on the game and all the understanding you need to do when you first face a game. Then the amplitude turns to decrease because you understand what you have to do so you don't have to think that much.
Now we will try to understand where are the most solicitated part of the brain according to the EEG results.
def plot_EEG_cmap(info, X, y, epoch, time, subplot):
pos_list = dict()
for i in range(1,len(info)+1):
theta = np.radians(info.loc[i,'theta']+90)
x = np.cos(theta)*info.loc[i,'radius']
Y = np.sin(theta)*info.loc[i,'radius']
pos_list[i]=(x,Y)
node_labels = {i:info.loc[i,'class'].replace(' ','') for i in range(1,len(info)+1)}
if (y[epoch]==1):
label = 'Non-Target'
else :
label = 'Target'
plt.subplot(subplot)
#plt.text(x=0, y=0.33, s='Nasion', horizontalalignment='center');
plt.text(x=0, y=-0.58, s='Inion', horizontalalignment='center', fontsize=13);
g = nx.Graph()
g.add_nodes_from(pos_list.keys())
for i in pos_list.keys():
g.nodes[i]['amp'] = X[epoch, time, i-1]
colors = list(nx.get_node_attributes(g,'amp').values())
nc = nx.draw_networkx_nodes(g, pos_list, labels = node_labels, font_color= 'w', node_color=colors, node_size = 600, cmap=plt.cm.jet)
nx.draw_networkx_labels(g, pos_list, labels = node_labels, font_color= 'w', font_size=10, font_weight= 'bold')
cbar = plt.colorbar(nc)
cbar.set_label('Amplitude (V)', rotation=270, fontsize=10, labelpad=15)
plt.axis('off')
plt.title('EEG of the epoch {} at {}ms labeled as {} \n\n Nasion'.format(epoch, time, label))
info = pd.read_csv('/content/drive/My Drive/AML/Chal3 - EEG Classification/Data/eeg/order_locations.info',
sep ='\t',
header = 0,
names = ['theta', 'radius', 'class'])
fig = plt.figure(figsize=(30,7))
#EEG at epoch 0 for time 100ms, 150ms and 250ms
plot_EEG_cmap(info, X, y, 0, 100, 131)
plot_EEG_cmap(info, X, y, 0, 150, 132)
plot_EEG_cmap(info, X, y, 0, 250, 133)
plt.show()
fig = plt.figure(figsize=(30,7))
#EEG at epoch 150 for time 100ms, 150ms and 250ms
plot_EEG_cmap(info, X, y, 150, 100, 131)
plot_EEG_cmap(info, X, y, 150, 150, 132)
plot_EEG_cmap(info, X, y, 150, 250, 133)
plt.show()
For the Non-Target sequence we can observe that F4 and F3 are the most solicitated in the first place. Then we can see that PO8 and PO7 are the most active.
fig = plt.figure(figsize=(30,7))
#EEG at epoch 300 for time 100ms, 150ms and 250ms
plot_EEG_cmap(info, X, y, 300, 100, 131)
plot_EEG_cmap(info, X, y, 300, 150, 132)
plot_EEG_cmap(info, X, y, 300, 250, 133)
plt.show()
As we could have expected, we see a slow negative wave with a maximum in the parietooccipital region was present in each participant's averaged FRPs in the control-on conditions and was absent or had much lower amplitude in the control-off condition. So we decided to plot the distribution of the most active part of the brain.
def plot_onechannel_peak(X, node_label): #node_label must be a string
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
inv_map_node_labels = {v: k for k, v in map_node_labels.items()}
argmaxis_NT = []
argmaxis_T = []
channel_nb = inv_map_node_labels[node_label]
for epoch in range(len(X)):
plot = []
for i in range(len(X[0])):
plot.append(X[epoch, i, channel_nb])
if (y[epoch]==1): #Non-Target
argmaxis_NT.append(np.argmax(plot))
else : #Target
argmaxis_T.append(np.argmax(plot))
return argmaxis_NT, argmaxis_T
argmaxis_NT_F4, argmaxis_T_F4 = plot_onechannel_peak(X, 'F4')
plot_peak_distrib(argmaxis_T_F4, channel='F4', one_channel=True)
plot_peak_distrib(argmaxis_NT_F4, channel='F4', one_channel=True, target=False)
argmaxis_NT_F3, argmaxis_T_F3 = plot_onechannel_peak(X, 'F3')
plot_peak_distrib(argmaxis_T_F3, channel='F3', one_channel=True)
plot_peak_distrib(argmaxis_NT_F3, channel='F3', one_channel=True, target=False)
argmaxis_NT_PO8, argmaxis_T_PO8 = plot_onechannel_peak(X, 'PO8')
plot_peak_distrib(argmaxis_T_PO8, channel='PO8', one_channel=True)
plot_peak_distrib(argmaxis_NT_PO8, channel='PO8', one_channel=True, target=False)
argmaxis_NT_PO7, argmaxis_T_PO7 = plot_onechannel_peak(X, 'PO7')
plot_peak_distrib(argmaxis_T_PO7, channel='PO7', one_channel=True)
plot_peak_distrib(argmaxis_NT_PO7, channel='PO7', one_channel=True, target=False)
def plot_onechannel_amp(X, y, epoch, subplot, node_label):
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
inv_map_node_labels = {v: k for k, v in map_node_labels.items()}
channel_nb = inv_map_node_labels[node_label]
plot = []
for i in range(len(X[0])):
plot.append(X[epoch, i, channel_nb])
maxi = np.round(np.max(plot), 2)
argmaxi = np.argmax(plot)
mini = np.round(np.min(plot), 2)
argmini = np.argmin(plot)
if (y[epoch]==1):
label = 'Non-Target'
else :
label = 'Target'
plt.subplot(subplot)
plt.axhline(maxi, color='brown', linestyle='--')
plt.axhline(mini, color='orange', linestyle='--')
plt.axvline(argmaxi, color='brown', linestyle='-')
plt.axvline(argmini, color='orange', linestyle='-')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.title('Amplitude of the {} channel for the epoch {} of class {}'.format(node_label, epoch, label))
plt.legend({'Max = {}V'.format(maxi):maxi,
'Argmax = {}ms'.format(argmaxi):argmaxi,
'Min = {}V'.format(mini):mini,
'Argmin = {}ms'.format(argmini):argmini},
loc='upper center', bbox_to_anchor=(0.5, 0.9));
plt.plot(plot)
fig = plt.figure(figsize=(25,14))
node_label = 'PO7'
plot_onechannel_amp(X, y, epoch=50, subplot=221, node_label=node_label)
plot_onechannel_amp(X, y, epoch=150, subplot=222, node_label=node_label)
plot_onechannel_amp(X, y, epoch=250, subplot=223, node_label=node_label)
plot_onechannel_amp(X, y, epoch=300, subplot=224, node_label=node_label)
plt.show()
X_30,y_30 = subjects[30]
print(X_30.shape) #EEG epochs (Trials) x Time x Channels
print(y_30.shape)
fig = plt.figure(figsize=(25,14))
node_label = 'PO7'
plot_onechannel_amp(X_30, y_30, epoch=50, subplot=221, node_label=node_label)
plot_onechannel_amp(X_30, y_30, epoch=150, subplot=222, node_label=node_label)
plot_onechannel_amp(X_30, y_30, epoch=300, subplot=223, node_label=node_label)
plot_onechannel_amp(X_30, y_30, epoch=400, subplot=224, node_label=node_label)
plt.show()
(451, 300, 19) (451,)
print(subjects.keys())
X,y = subjects[25]
dict_keys([25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38])
def separate_T_NT(X,y):
X_T = []
X_NT = []
y_T = []
y_NT = []
for epoch in range(len(X)):
if (y[epoch]==1):
X_NT.append(X[epoch])
y_NT.append(y[epoch])
else :
X_T.append(X[epoch])
y_T.append(y[epoch])
return np.array(X_T), np.array(y_T), np.array(X_NT), np.array(y_NT)
def plot_mean_amp_indiv(X, subplot, node_label, target=True):
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
inv_map_node_labels = {v: k for k, v in map_node_labels.items()}
channel_nb = inv_map_node_labels[node_label]
plot = []
for i in range(len(X[0])):
plot.append(np.mean(X[:, i, channel_nb]))
maxi = np.round(np.max(plot), 2)
argmaxi = np.argmax(plot)
mini = np.round(np.min(plot), 2)
argmini = np.argmin(plot)
if (target):
label = 'Target'
else :
label = 'Non-Target'
plt.subplot(subplot)
plt.axhline(maxi, color='brown', linestyle='--')
plt.axhline(mini, color='orange', linestyle='--')
plt.axvline(argmaxi, color='brown', linestyle='-')
plt.axvline(argmini, color='orange', linestyle='-')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.title('Mean amplitude over all the epochs of the {} of class {} for individual 25'.format(node_label, label))
plt.legend({'Max = {}V'.format(maxi):maxi,
'Argmax = {}ms'.format(argmaxi):argmaxi,
'Min = {}V'.format(mini):mini,
'Argmin = {}ms'.format(argmini):argmini},
loc='upper center', bbox_to_anchor=(0.5, 0.9));
plt.plot(plot)
X_T, y_T, X_NT, y_NT = separate_T_NT(X,y)
fig = plt.figure(figsize=(25,7))
plot_mean_amp_indiv(X_T, subplot=121, node_label='PO8')
plot_mean_amp_indiv(X_NT, subplot=122, node_label='PO8', target=False)
plt.show()
def plot_mean_amp_per_indiv(X, node_label, individual, target=True):
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
inv_map_node_labels = {v: k for k, v in map_node_labels.items()}
channel_nb = inv_map_node_labels[node_label]
plot = []
for i in range(len(X[0])):
plot.append(np.mean(X[:, i, channel_nb]))
maxi = np.round(np.max(plot), 2)
argmaxi = np.argmax(plot)
mini = np.round(np.min(plot), 2)
argmini = np.argmin(plot)
if (target):
label = 'Target'
else :
label = 'Non-Target'
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.title('Mean amplitude on {} over all the individuals of class {}'.format(node_label, label))
plt.plot(plot)
individuals = list(subjects.keys())
all_X_T = dict()
all_X_NT = dict()
for individual in individuals:
X, y = subjects[individual]
X_T, y_T, X_NT, y_NT = separate_T_NT(X, y)
all_X_T[individual] = X_T
all_X_NT[individual] = X_NT
individuals = list(subjects.keys())
fig = plt.figure(figsize=(15,7))
for individual in individuals:
plot_mean_amp_per_indiv(all_X_T[individual], node_label='PO8', individual=individual, target=True)
individuals = list(subjects.keys())
fig = plt.figure(figsize=(15,7))
for individual in individuals:
plot_mean_amp_per_indiv(all_X_NT[individual], node_label='PO8', individual=individual, target=False)
Lastly I will see how it is all over the brain.
def plot_EEG_cmap_indiv(info, X, time, subplot, target=True):
pos_list = dict()
for i in range(1,len(info)+1):
theta = np.radians(info.loc[i,'theta']+90)
x = np.cos(theta)*info.loc[i,'radius']
Y = np.sin(theta)*info.loc[i,'radius']
pos_list[i]=(x,Y)
node_labels = {i:info.loc[i,'class'].replace(' ','') for i in range(1,len(info)+1)}
if (target):
label = 'Target'
else :
label = 'Non-Target'
plt.subplot(subplot)
#plt.text(x=0, y=0.33, s='Nasion', horizontalalignment='c£enter');
plt.text(x=0, y=-0.58, s='Inion', horizontalalignment='center', fontsize=13);
g = nx.Graph()
g.add_nodes_from(pos_list.keys())
for i in pos_list.keys():
g.nodes[i]['amp'] = np.mean(X[:, time, i-1])
colors = list(nx.get_node_attributes(g,'amp').values())
nc = nx.draw_networkx_nodes(g, pos_list, labels = node_labels, font_color= 'w', node_color=colors, node_size = 600, cmap=plt.cm.jet)
nx.draw_networkx_labels(g, pos_list, labels = node_labels, font_color= 'w', font_size=10, font_weight= 'bold')
cbar = plt.colorbar(nc)
cbar.set_label('Amplitude (V)', rotation=270, fontsize=10, labelpad=15)
plt.axis('off')
plt.title('Average EEG result for one individual sequences at {}ms labeled as {} \n\n Nasion'.format(time, label))
fig = plt.figure(figsize=(20,7))
plot_EEG_cmap_indiv(info, all_X_NT[27], 35, 121, target=False)
plot_EEG_cmap_indiv(info, all_X_T[27], 35, 122, target=True)
plt.show()
fig = plt.figure(figsize=(20,7))
plot_EEG_cmap_indiv(info, all_X_NT[27], 250, 121, target=False)
plot_EEG_cmap_indiv(info, all_X_T[27], 250, 122, target=True)
plt.show()
from scipy.signal import butter, lfilter, lfilter_zi
def butter_bandpass(lowcut, highcut, fs, order=5):
nyq = 0.5 * fs
low = lowcut / nyq
high = highcut / nyq
b, a = butter(order, [low, high], btype='band')
return b, a
def butter_bandpass_filter(data, lowcut, highcut, fs, order=5):
b, a = butter_bandpass(lowcut, highcut, fs, order=order)
y = lfilter(b, a, data)
return y
def get_label(node_label):
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
inv_map_node_labels = {v: k for k, v in map_node_labels.items()}
channel_nb = inv_map_node_labels[node_label]
return channel_nb
def get_str_label(node_label):
map_node_labels = {1: 'Fz',
2: 'F3',
3: 'F4',
4: 'Cz',
5: 'C3',
6: 'C4',
7: 'Pz',
8: 'P1',
9: 'P2',
10: 'P3',
11: 'P4',
12: 'POz',
13: 'PO3',
14: 'PO4',
15: 'PO7',
16: 'PO8',
17: 'Oz',
18: 'O1',
19: 'O2'}
channel_nb = map_node_labels[node_label]
return channel_nb
lowcut = 13
highcut = 30
orders = 3
node_label = get_label('POz')
yf = butter_bandpass_filter(X[301,:,node_label], lowcut, highcut, 1000, order=orders)
fig = plt.figure(figsize=(25,7))
plt.subplot(131)
plt.plot(X[301,:,node_label])
plt.title('Raw EEG at POz')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.subplot(132)
plt.plot(yf)
plt.title('Bandpass filter EEG at POz')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
plt.subplot(133)
plt.plot(np.sqrt(yf**2))
plt.title('Power EEG at POz')
plt.xlabel('Time (ms)')
plt.ylabel('Amplitude (V)')
Text(0, 0.5, 'Amplitude (V)')
def mean_power(X, y, node_label, lowcut, highcut, orders):
mean_powers = []
labels = []
epochs = []
for epoch in range(len(X)):
yf = butter_bandpass_filter(X[epoch,:,node_label], lowcut, highcut, 1000, order=orders)
power = np.sqrt(yf**2)
epochs.append(epoch)
mean_powers.append(np.mean(power))
labels.append(y[epoch])
return pd.DataFrame({'epoch': epochs, 'mean power {}'.format(get_str_label(node_label)): mean_powers, 'label': labels})
lowcut = 13
highcut = 30
orders = 3
node_label = get_label('POz')
df_PO8 = mean_power(X, y, node_label, lowcut, highcut, orders)
node_label = get_label('Fz')
df_PO7 = mean_power(X, y, node_label, lowcut, highcut, orders)
df_PO7_8 = pd.merge(df_PO7.drop(['label'], axis=1), df_PO8, on='epoch', how='inner')
df_PO7_8
| epoch | mean power Fz | mean power POz | label | |
|---|---|---|---|---|
| 0 | 0 | 1.138202 | 1.511956 | 1 |
| 1 | 1 | 1.194344 | 1.027722 | 1 |
| 2 | 2 | 1.300484 | 1.081045 | 1 |
| 3 | 3 | 1.973375 | 1.210937 | 1 |
| 4 | 4 | 1.269209 | 1.885737 | 1 |
| ... | ... | ... | ... | ... |
| 324 | 324 | 1.427216 | 1.810777 | 0 |
| 325 | 325 | 1.239968 | 1.761608 | 0 |
| 326 | 326 | 1.997934 | 1.459444 | 0 |
| 327 | 327 | 1.456173 | 1.968438 | 0 |
| 328 | 328 | 2.140692 | 2.612114 | 0 |
329 rows × 4 columns
colors = ['red','green']
import matplotlib
#df_PO7_8.plot.scatter(x='mean power POz', y='mean power Fz', c='label', cmap=matplotlib.colors.ListedColormap(colors));
plt.scatter(df_PO7_8['mean power POz'].to_list(),
df_PO7_8['mean power Fz'].to_list(),
c=df_PO7_8['label'].to_list(),
cmap=matplotlib.colors.ListedColormap(colors))
plt.title('Scattered points of mean power along POz and Fz')
plt.xlabel('Mean power POz')
plt.ylabel('Mean power Fz')
Text(0, 0.5, 'Mean power Fz')
def cv_per_subj_val(x,y,params,path_to_subj, test_on_last_block=False, plot_fold_history=False):
model_path = os.path.join(path_to_subj,'checkpoints')
best_val_epochs = []
best_val_aucs = []
folds = 4 # To preserve split as 0.6 0.2 0.2
x_tr,y_tr,x_tst,y_tst = separte_last_block(x,y,test_size=0.2)
cv = StratifiedKFold(n_splits=folds, shuffle=True)
cv_splits = list(cv.split(x_tr, y_tr))
for fold, (train_idx, val_idx) in enumerate(cv_splits):
fold_model_path = os.path.join(model_path, '%d' % fold)
os.makedirs(fold_model_path)
x_tr_fold, y_tr_fold = x_tr[train_idx], y_tr[train_idx]
x_val_fold, y_val_fold = x_tr[val_idx], y_tr[val_idx]
val_history, fold_model = train_model_eegnet(x_tr_fold,y_tr_fold,params,(x_val_fold,y_val_fold),epochs=25,
batch_size=32, shuffle=True,
model_path=os.path.join(fold_model_path,'model{}'.format(fold)))
best_val_epochs.append(np.argmax(val_history['val_auc']) + 1) # epochs count from 1 (not from 0)
best_val_aucs.append(np.max(val_history['val_auc']))
if plot_fold_history:
single_auc_loging(val_history, 'fold %d' % fold, fold_model_path)
_ , final_model = train_model_eegnet(x_tr, y_tr, params, epochs=int(np.mean(best_val_epochs)),
validation_data=(x_tst, y_tst), batch_size=32, shuffle=True,
model_path=os.path.join(path_to_subj,'naive_model'))
single_auc_loging(val_history, 'val history', path_to_save=path_to_subj)
with codecs.open('%s/res.txt' % path_to_subj, 'w', encoding='utf8') as f:
f.write(u'Val auc %.02f±%.02f\n' % (np.mean(best_val_aucs),np.std(best_val_aucs)))
f.write('Test auc naive %.02f\n' % (val_history['val_auc'][-1]))
return {'val_auc':val_history['val_auc'][-1]}, final_model
def cv_per_subj_test(x,y,params,path_to_subj, test_on_last_block=False, plot_fold_history=False):
model_path = os.path.join(path_to_subj,'checkpoints')
best_val_epochs = []
best_val_aucs = []
folds = 4 # To preserve split as 0.6 0.2 0.2
if test_on_last_block:
x_tr,y_tr,x_tst,y_tst = separte_last_block(x,y,test_size=0.2)
cv = StratifiedKFold(n_splits=folds, shuffle=True)
cv_splits = list(cv.split(x_tr, y_tr))
for fold, (train_idx, val_idx) in enumerate(cv_splits):
fold_model_path = os.path.join(model_path, '%d' % fold)
os.makedirs(fold_model_path)
x_tr_fold, y_tr_fold = x_tr[train_idx], y_tr[train_idx]
x_val_fold, y_val_fold = x_tr[val_idx], y_tr[val_idx]
val_history, fold_model = train_model_eegnet(x_tr_fold,y_tr_fold,params,(x_val_fold,y_val_fold),epochs=200,
batch_size=32, shuffle=True,
model_path=os.path.join(fold_model_path,'model{}'.format(fold)))
best_val_epochs.append(np.argmax(val_history['val_auc']) + 1) # epochs count from 1 (not from 0)
best_val_aucs.append(np.max(val_history['val_auc']))
if plot_fold_history:
single_auc_loging(val_history, 'fold %d' % fold, fold_model_path)
if test_on_last_block:
test_history, final_model = train_model_eegnet(x_tr, y_tr, params, epochs=int(np.mean(best_val_epochs)),
validation_data=(x_tst, y_tst), batch_size=32, shuffle=True,
model_path=os.path.join(path_to_subj,'naive_model'))
single_auc_loging(test_history, 'test_history', path_to_save=path_to_subj)
with codecs.open('%s/res.txt' % path_to_subj, 'w', encoding='utf8') as f:
f.write(u'Val auc %.02f±%.02f\n' % (np.mean(best_val_aucs),np.std(best_val_aucs)))
f.write('Test auc naive %.02f\n' % (test_history['val_auc'][-1]))
return {'val_auc':test_history['val_auc'][-1]}, final_model
import sys
sys.path.append('/content/drive/My Drive/AML/Chal3 - EEG Classification/Code/')
from utils import single_auc_loging
from utils import prepare_dirs,write_results_table, separte_last_block
from model_torch import train_model_eegnet
from time import time
experiment_res_dir = './res/'
subjs_test_stats = {}
start = time()
for train_subject in all_subjects:
path_to_subj = prepare_dirs(experiment_res_dir, train_subject)
x = subjects[train_subject][0]
x = x.transpose(0, 2, 1)[:, np.newaxis, :, :]
y=subjects[train_subject][1]
test_stats, model = cv_per_subj_val(x, y, params, path_to_subj,test_on_last_block=False, plot_fold_history=True)
subjs_test_stats[train_subject] = test_stats
end = time()
running_time = end - start
Epoch 0: train loss 0.6812723619597298 Epoch 0: val loss 0.6728879809379578 Epoch 1: train loss 0.6377026012965611 Epoch 1: val loss 0.6454147100448608 Epoch 2: train loss 0.6145414454596383 Epoch 2: val loss 0.6278131604194641 Epoch 3: train loss 0.6095997946602958 Epoch 3: val loss 0.6127532720565796 Epoch 4: train loss 0.6044847667217255 Epoch 4: val loss 0.6012178063392639 Epoch 5: train loss 0.6174809421811785 Epoch 5: val loss 0.5939245223999023 Epoch 6: train loss 0.5477213902132851 Epoch 6: val loss 0.5890060067176819 Epoch 7: train loss 0.5122129150799343 Epoch 7: val loss 0.5850449800491333 Epoch 8: train loss 0.5799910170691354 Epoch 8: val loss 0.5824064016342163 Epoch 9: train loss 0.5593208244868687 Epoch 9: val loss 0.5811654925346375 Epoch 10: train loss 0.5145556075232369 Epoch 10: val loss 0.5823761820793152 Epoch 11: train loss 0.5030832077775683 Epoch 11: val loss 0.5856128334999084 Epoch 12: train loss 0.4884253016539982 Epoch 12: val loss 0.5878288745880127 Epoch 13: train loss 0.46808813725199017 Epoch 13: val loss 0.5885663628578186 Epoch 14: train loss 0.4912246423108237 Epoch 14: val loss 0.587224006652832 Epoch 15: train loss 0.4604695737361908 Epoch 15: val loss 0.5879901647567749 Epoch 16: train loss 0.4975290426186153 Epoch 16: val loss 0.5820066332817078 Epoch 17: train loss 0.4763775851045336 Epoch 17: val loss 0.58408522605896 Epoch 18: train loss 0.4826668756348746 Epoch 18: val loss 0.5875061750411987 Epoch 19: train loss 0.5079632529190609 Epoch 19: val loss 0.5872671008110046 Epoch 20: train loss 0.5433941398348127 Epoch 20: val loss 0.5911863446235657 Epoch 21: train loss 0.45587277838162016 Epoch 21: val loss 0.5932555198669434 Epoch 22: train loss 0.4961792060307094 Epoch 22: val loss 0.5976765155792236 Epoch 23: train loss 0.5032381074769157 Epoch 23: val loss 0.6026989221572876 Epoch 24: train loss 0.5286267995834351 Epoch 24: val loss 0.5972000956535339
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6776858227593558 Epoch 0: val loss 0.6530750393867493 Epoch 1: train loss 0.6062617812837873 Epoch 1: val loss 0.6309542059898376 Epoch 2: train loss 0.5537767665726798 Epoch 2: val loss 0.615822970867157 Epoch 3: train loss 0.5693877594811576 Epoch 3: val loss 0.6105405688285828 Epoch 4: train loss 0.5430010386875698 Epoch 4: val loss 0.6231949329376221 Epoch 5: train loss 0.5091979844229562 Epoch 5: val loss 0.6116743683815002 Epoch 6: train loss 0.5228845136506217 Epoch 6: val loss 0.6180281043052673 Epoch 7: train loss 0.49188846349716187 Epoch 7: val loss 0.6046333909034729 Epoch 8: train loss 0.4900141443525042 Epoch 8: val loss 0.599396288394928 Epoch 9: train loss 0.4806723807539259 Epoch 9: val loss 0.6020609140396118 Epoch 10: train loss 0.49785180177007404 Epoch 10: val loss 0.6088827252388 Epoch 11: train loss 0.5361165574618748 Epoch 11: val loss 0.6208125948905945 Epoch 12: train loss 0.5313577694552285 Epoch 12: val loss 0.6397662162780762 Epoch 13: train loss 0.47643967611449106 Epoch 13: val loss 0.6265682578086853 Epoch 14: train loss 0.47546193855149405 Epoch 14: val loss 0.6290757060050964 Epoch 15: train loss 0.4676474332809448 Epoch 15: val loss 0.6332340240478516 Epoch 16: train loss 0.4904316876615797 Epoch 16: val loss 0.6315407156944275 Epoch 17: train loss 0.45331049816949026 Epoch 17: val loss 0.6325690746307373 Epoch 18: train loss 0.49719343866620747 Epoch 18: val loss 0.6365164518356323 Epoch 19: train loss 0.47648257868630545 Epoch 19: val loss 0.6399645209312439 Epoch 20: train loss 0.48656447870390757 Epoch 20: val loss 0.646192193031311 Epoch 21: train loss 0.4455475764615195 Epoch 21: val loss 0.6596159338951111 Epoch 22: train loss 0.46718467133385794 Epoch 22: val loss 0.6657642126083374 Epoch 23: train loss 0.46082304630960735 Epoch 23: val loss 0.6633044481277466 Epoch 24: train loss 0.43993800452777315 Epoch 24: val loss 0.6596046686172485
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6882990002632141 Epoch 0: val loss 0.6562791466712952 Epoch 1: train loss 0.6443651999746051 Epoch 1: val loss 0.6167645454406738 Epoch 2: train loss 0.6067640951701573 Epoch 2: val loss 0.5913919806480408 Epoch 3: train loss 0.5804405042103359 Epoch 3: val loss 0.5766610503196716 Epoch 4: train loss 0.6444420644215175 Epoch 4: val loss 0.5682393908500671 Epoch 5: train loss 0.5476283388478416 Epoch 5: val loss 0.5616909861564636 Epoch 6: train loss 0.580171252999987 Epoch 6: val loss 0.558915376663208 Epoch 7: train loss 0.5355492021356311 Epoch 7: val loss 0.5606633424758911 Epoch 8: train loss 0.5685944727488926 Epoch 8: val loss 0.5591132640838623 Epoch 9: train loss 0.5124402642250061 Epoch 9: val loss 0.5568347573280334 Epoch 10: train loss 0.5458018268857684 Epoch 10: val loss 0.5575602054595947 Epoch 11: train loss 0.6237334949629647 Epoch 11: val loss 0.5614291429519653 Epoch 12: train loss 0.4930976331233978 Epoch 12: val loss 0.5684775114059448 Epoch 13: train loss 0.5011431447097233 Epoch 13: val loss 0.5710557103157043 Epoch 14: train loss 0.5276197195053101 Epoch 14: val loss 0.5707655549049377 Epoch 15: train loss 0.5075239326272692 Epoch 15: val loss 0.5715076923370361 Epoch 16: train loss 0.5139421692916325 Epoch 16: val loss 0.5734698176383972 Epoch 17: train loss 0.4720810651779175 Epoch 17: val loss 0.5736613869667053 Epoch 18: train loss 0.4916122555732727 Epoch 18: val loss 0.5703460574150085 Epoch 19: train loss 0.4702781481402261 Epoch 19: val loss 0.5736677646636963 Epoch 20: train loss 0.5062455620084491 Epoch 20: val loss 0.579793393611908 Epoch 21: train loss 0.4615068903991154 Epoch 21: val loss 0.5935271382331848 Epoch 22: train loss 0.4402706410203661 Epoch 22: val loss 0.5970081090927124 Epoch 23: train loss 0.5399354909147535 Epoch 23: val loss 0.5906126499176025 Epoch 24: train loss 0.43179048384938923 Epoch 24: val loss 0.5938133001327515
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6913323998451233 Epoch 0: val loss 0.62083500623703 Epoch 1: train loss 0.6320870092936924 Epoch 1: val loss 0.5890552997589111 Epoch 2: train loss 0.5788610279560089 Epoch 2: val loss 0.5770668387413025 Epoch 3: train loss 0.5745051077433995 Epoch 3: val loss 0.5720250010490417 Epoch 4: train loss 0.5812374310834068 Epoch 4: val loss 0.5769871473312378 Epoch 5: train loss 0.5441465292658124 Epoch 5: val loss 0.5886284112930298 Epoch 6: train loss 0.5370239359991891 Epoch 6: val loss 0.6001216173171997 Epoch 7: train loss 0.5265422207968575 Epoch 7: val loss 0.6069337129592896 Epoch 8: train loss 0.526741508926664 Epoch 8: val loss 0.6103532314300537 Epoch 9: train loss 0.5168006292411259 Epoch 9: val loss 0.6090015172958374 Epoch 10: train loss 0.5260582864284515 Epoch 10: val loss 0.6155492067337036 Epoch 11: train loss 0.5119486408574241 Epoch 11: val loss 0.6196824908256531 Epoch 12: train loss 0.531713822058269 Epoch 12: val loss 0.6226046681404114 Epoch 13: train loss 0.5069538695471627 Epoch 13: val loss 0.6118451356887817 Epoch 14: train loss 0.4961351156234741 Epoch 14: val loss 0.6294457912445068 Epoch 15: train loss 0.508637011051178 Epoch 15: val loss 0.6328803896903992 Epoch 16: train loss 0.504221362727029 Epoch 16: val loss 0.6251507997512817 Epoch 17: train loss 0.503167097057615 Epoch 17: val loss 0.6228746771812439 Epoch 18: train loss 0.5124055785792214 Epoch 18: val loss 0.6482216715812683 Epoch 19: train loss 0.4720651720251356 Epoch 19: val loss 0.6396117210388184 Epoch 20: train loss 0.46857720613479614 Epoch 20: val loss 0.6263028383255005 Epoch 21: train loss 0.4805868864059448 Epoch 21: val loss 0.6321181654930115 Epoch 22: train loss 0.45765596628189087 Epoch 22: val loss 0.6412585377693176 Epoch 23: train loss 0.43052880678858074 Epoch 23: val loss 0.6572952270507812 Epoch 24: train loss 0.45988430295671734 Epoch 24: val loss 0.6639794707298279
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6425549189249674 Epoch 0: val loss 0.6175201535224915 Epoch 1: train loss 0.5756158464484744 Epoch 1: val loss 0.5860295295715332 Epoch 2: train loss 0.5674390196800232 Epoch 2: val loss 0.5875415802001953 Epoch 3: train loss 0.565978639655643 Epoch 3: val loss 0.5929503440856934 Epoch 4: train loss 0.5391473604573144 Epoch 4: val loss 0.6058016419410706 Epoch 5: train loss 0.5410087704658508 Epoch 5: val loss 0.6292356848716736 Epoch 6: train loss 0.5571317705843184 Epoch 6: val loss 0.6329464316368103
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7028008550405502 Epoch 0: val loss 0.6783645153045654 Epoch 1: train loss 0.629027858376503 Epoch 1: val loss 0.6358150243759155 Epoch 2: train loss 0.582971066236496 Epoch 2: val loss 0.594499409198761 Epoch 3: train loss 0.545677974820137 Epoch 3: val loss 0.555125892162323 Epoch 4: train loss 0.515417080372572 Epoch 4: val loss 0.5294872522354126 Epoch 5: train loss 0.48880985379219055 Epoch 5: val loss 0.5170943140983582 Epoch 6: train loss 0.48825980350375175 Epoch 6: val loss 0.5232164859771729 Epoch 7: train loss 0.4749658368527889 Epoch 7: val loss 0.5197146534919739 Epoch 8: train loss 0.46884262934327126 Epoch 8: val loss 0.5175145864486694 Epoch 9: train loss 0.44714074209332466 Epoch 9: val loss 0.5179771780967712 Epoch 10: train loss 0.45435311272740364 Epoch 10: val loss 0.5165412425994873 Epoch 11: train loss 0.44133346155285835 Epoch 11: val loss 0.5271206498146057 Epoch 12: train loss 0.4429926127195358 Epoch 12: val loss 0.5299603939056396 Epoch 13: train loss 0.42030221968889236 Epoch 13: val loss 0.5316242575645447 Epoch 14: train loss 0.4353632815182209 Epoch 14: val loss 0.5343185067176819 Epoch 15: train loss 0.4010476842522621 Epoch 15: val loss 0.5489038228988647 Epoch 16: train loss 0.42957403883337975 Epoch 16: val loss 0.5456823706626892 Epoch 17: train loss 0.3865290693938732 Epoch 17: val loss 0.5352457165718079 Epoch 18: train loss 0.4069308899343014 Epoch 18: val loss 0.5339317917823792 Epoch 19: train loss 0.37386853620409966 Epoch 19: val loss 0.5512641668319702 Epoch 20: train loss 0.39245179668068886 Epoch 20: val loss 0.5497996807098389 Epoch 21: train loss 0.38844458013772964 Epoch 21: val loss 0.5462653636932373 Epoch 22: train loss 0.3827131502330303 Epoch 22: val loss 0.5464503765106201 Epoch 23: train loss 0.35623402893543243 Epoch 23: val loss 0.5612878203392029 Epoch 24: train loss 0.36374155804514885 Epoch 24: val loss 0.5631329417228699
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6778748705983162 Epoch 0: val loss 0.6620243787765503 Epoch 1: train loss 0.6295056045055389 Epoch 1: val loss 0.6441230177879333 Epoch 2: train loss 0.5975572243332863 Epoch 2: val loss 0.6192286610603333 Epoch 3: train loss 0.5639706552028656 Epoch 3: val loss 0.5972346663475037 Epoch 4: train loss 0.5285299085080624 Epoch 4: val loss 0.5738952159881592 Epoch 5: train loss 0.5184129104018211 Epoch 5: val loss 0.5421549677848816 Epoch 6: train loss 0.5037483647465706 Epoch 6: val loss 0.5220207571983337 Epoch 7: train loss 0.49985869601368904 Epoch 7: val loss 0.5077852010726929 Epoch 8: train loss 0.4606888145208359 Epoch 8: val loss 0.5104957818984985 Epoch 9: train loss 0.4620175324380398 Epoch 9: val loss 0.5105774402618408 Epoch 10: train loss 0.4638555645942688 Epoch 10: val loss 0.5141646265983582 Epoch 11: train loss 0.4612422436475754 Epoch 11: val loss 0.5144734978675842 Epoch 12: train loss 0.4508381187915802 Epoch 12: val loss 0.5099855065345764 Epoch 13: train loss 0.44746537134051323 Epoch 13: val loss 0.5031331777572632 Epoch 14: train loss 0.43592966347932816 Epoch 14: val loss 0.4998568892478943 Epoch 15: train loss 0.4277365989983082 Epoch 15: val loss 0.5068063735961914 Epoch 16: train loss 0.4189503528177738 Epoch 16: val loss 0.5087236166000366 Epoch 17: train loss 0.41905882209539413 Epoch 17: val loss 0.5072733163833618 Epoch 18: train loss 0.41590313985943794 Epoch 18: val loss 0.5072948932647705 Epoch 19: train loss 0.4220195412635803 Epoch 19: val loss 0.5016197562217712 Epoch 20: train loss 0.4172065556049347 Epoch 20: val loss 0.5089156031608582 Epoch 21: train loss 0.4050372764468193 Epoch 21: val loss 0.5069865584373474 Epoch 22: train loss 0.3817574046552181 Epoch 22: val loss 0.5096697807312012 Epoch 23: train loss 0.39659639447927475 Epoch 23: val loss 0.507973313331604 Epoch 24: train loss 0.3798113688826561 Epoch 24: val loss 0.5123605132102966
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6349629312753677 Epoch 0: val loss 0.6072073578834534 Epoch 1: train loss 0.5817890428006649 Epoch 1: val loss 0.578438401222229 Epoch 2: train loss 0.5440997518599033 Epoch 2: val loss 0.55094975233078 Epoch 3: train loss 0.5219972766935825 Epoch 3: val loss 0.5375959277153015 Epoch 4: train loss 0.5058608688414097 Epoch 4: val loss 0.5478935241699219 Epoch 5: train loss 0.5061335973441601 Epoch 5: val loss 0.5471066236495972 Epoch 6: train loss 0.4671325162053108 Epoch 6: val loss 0.5349993705749512 Epoch 7: train loss 0.4703974425792694 Epoch 7: val loss 0.5414249300956726 Epoch 8: train loss 0.4490385614335537 Epoch 8: val loss 0.5349024534225464 Epoch 9: train loss 0.46169356256723404 Epoch 9: val loss 0.5310657024383545 Epoch 10: train loss 0.453595582395792 Epoch 10: val loss 0.5448452234268188 Epoch 11: train loss 0.4383705332875252 Epoch 11: val loss 0.5407695770263672 Epoch 12: train loss 0.412257369607687 Epoch 12: val loss 0.5426592230796814 Epoch 13: train loss 0.3899986445903778 Epoch 13: val loss 0.5414901971817017 Epoch 14: train loss 0.41302915662527084 Epoch 14: val loss 0.5481492280960083 Epoch 15: train loss 0.39351560175418854 Epoch 15: val loss 0.5575155019760132 Epoch 16: train loss 0.39329395815730095 Epoch 16: val loss 0.5585105419158936 Epoch 17: train loss 0.3689670041203499 Epoch 17: val loss 0.5628595352172852 Epoch 18: train loss 0.3710901476442814 Epoch 18: val loss 0.5636252164840698 Epoch 19: train loss 0.3864416405558586 Epoch 19: val loss 0.5653132200241089 Epoch 20: train loss 0.3534269332885742 Epoch 20: val loss 0.5695423483848572 Epoch 21: train loss 0.3604304101318121 Epoch 21: val loss 0.5653290152549744 Epoch 22: train loss 0.35594108887016773 Epoch 22: val loss 0.5794024467468262 Epoch 23: train loss 0.33697056770324707 Epoch 23: val loss 0.5808281302452087 Epoch 24: train loss 0.3368516191840172 Epoch 24: val loss 0.5762669444084167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6664146184921265 Epoch 0: val loss 0.6636160016059875 Epoch 1: train loss 0.6191079095005989 Epoch 1: val loss 0.6383379697799683 Epoch 2: train loss 0.5757780820131302 Epoch 2: val loss 0.607401430606842 Epoch 3: train loss 0.5506532788276672 Epoch 3: val loss 0.573872447013855 Epoch 4: train loss 0.5142286494374275 Epoch 4: val loss 0.5506559014320374 Epoch 5: train loss 0.5096837542951107 Epoch 5: val loss 0.5417148470878601 Epoch 6: train loss 0.48629752174019814 Epoch 6: val loss 0.5454820394515991 Epoch 7: train loss 0.4744700826704502 Epoch 7: val loss 0.5463132858276367 Epoch 8: train loss 0.46098849922418594 Epoch 8: val loss 0.5472815632820129 Epoch 9: train loss 0.4556775353848934 Epoch 9: val loss 0.5498085021972656 Epoch 10: train loss 0.4559191018342972 Epoch 10: val loss 0.5470597147941589 Epoch 11: train loss 0.44437112659215927 Epoch 11: val loss 0.5454176068305969 Epoch 12: train loss 0.43380050733685493 Epoch 12: val loss 0.5531128644943237 Epoch 13: train loss 0.43029406666755676 Epoch 13: val loss 0.565542995929718 Epoch 14: train loss 0.42941921204328537 Epoch 14: val loss 0.5524390935897827 Epoch 15: train loss 0.4413064569234848 Epoch 15: val loss 0.5463743209838867 Epoch 16: train loss 0.420620895922184 Epoch 16: val loss 0.549635648727417 Epoch 17: train loss 0.4196428805589676 Epoch 17: val loss 0.5578073263168335 Epoch 18: train loss 0.40532486513257027 Epoch 18: val loss 0.5570071339607239 Epoch 19: train loss 0.4045321010053158 Epoch 19: val loss 0.5616174340248108 Epoch 20: train loss 0.3884870707988739 Epoch 20: val loss 0.5717980265617371 Epoch 21: train loss 0.39605553448200226 Epoch 21: val loss 0.5676374435424805 Epoch 22: train loss 0.3818828482180834 Epoch 22: val loss 0.5611435770988464 Epoch 23: train loss 0.39530953392386436 Epoch 23: val loss 0.5523765087127686 Epoch 24: train loss 0.34275639057159424 Epoch 24: val loss 0.5464722514152527
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6721533157608726 Epoch 0: val loss 0.6199533343315125 Epoch 1: train loss 0.6042576323856007 Epoch 1: val loss 0.5975112915039062 Epoch 2: train loss 0.5520524951544675 Epoch 2: val loss 0.5760700106620789 Epoch 3: train loss 0.5332693024115129 Epoch 3: val loss 0.5557955503463745 Epoch 4: train loss 0.5384993173859336 Epoch 4: val loss 0.5373243093490601 Epoch 5: train loss 0.5162087001583793 Epoch 5: val loss 0.5367652177810669 Epoch 6: train loss 0.5049443190748041 Epoch 6: val loss 0.5371982455253601 Epoch 7: train loss 0.49570351568135346 Epoch 7: val loss 0.5395880937576294 Epoch 8: train loss 0.4775958034125241 Epoch 8: val loss 0.5320080518722534 Epoch 9: train loss 0.47602049058133905 Epoch 9: val loss 0.5332854390144348 Epoch 10: train loss 0.49815196882594714 Epoch 10: val loss 0.5176612734794617 Epoch 11: train loss 0.47235891764814203 Epoch 11: val loss 0.5131029486656189 Epoch 12: train loss 0.457489550113678 Epoch 12: val loss 0.5181875228881836 Epoch 13: train loss 0.44856028665195813 Epoch 13: val loss 0.5179540514945984 Epoch 14: train loss 0.4447734626856717 Epoch 14: val loss 0.5166772603988647 Epoch 15: train loss 0.4239451370456002 Epoch 15: val loss 0.5260183811187744 Epoch 16: train loss 0.4180359813300046 Epoch 16: val loss 0.5277918577194214 Epoch 17: train loss 0.4342698698694056 Epoch 17: val loss 0.529633104801178 Epoch 18: train loss 0.4221381057392467 Epoch 18: val loss 0.5285887122154236 Epoch 19: train loss 0.40593417666175147 Epoch 19: val loss 0.5300461649894714 Epoch 20: train loss 0.4055945575237274 Epoch 20: val loss 0.5183563828468323 Epoch 21: train loss 0.40700616484338586 Epoch 21: val loss 0.5293570160865784 Epoch 22: train loss 0.38689498061483557 Epoch 22: val loss 0.5305228233337402 Epoch 23: train loss 0.3653770075602965 Epoch 23: val loss 0.5419836640357971
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.637380963563919 Epoch 0: val loss 0.6459081172943115 Epoch 1: train loss 0.5713886082172394 Epoch 1: val loss 0.6256871223449707 Epoch 2: train loss 0.5149234503507614 Epoch 2: val loss 0.6241725087165833 Epoch 3: train loss 0.5148878514766693 Epoch 3: val loss 0.6337851285934448 Epoch 4: train loss 0.47591101825237275 Epoch 4: val loss 0.6577826738357544 Epoch 5: train loss 0.4919868230819702 Epoch 5: val loss 0.6678712964057922 Epoch 6: train loss 0.47828482687473295 Epoch 6: val loss 0.6510398983955383 Epoch 7: train loss 0.47222878634929655 Epoch 7: val loss 0.6650371551513672 Epoch 8: train loss 0.47803263664245604 Epoch 8: val loss 0.6721079349517822 Epoch 9: train loss 0.4794574767351151 Epoch 9: val loss 0.6702669262886047 Epoch 10: train loss 0.45342363715171813 Epoch 10: val loss 0.6493688821792603 Epoch 11: train loss 0.4447381436824799 Epoch 11: val loss 0.6616941690444946 Epoch 12: train loss 0.41453042030334475 Epoch 12: val loss 0.6816441416740417 Epoch 13: train loss 0.423166885972023 Epoch 13: val loss 0.6829715967178345 Epoch 14: train loss 0.4326091468334198 Epoch 14: val loss 0.6836674213409424 Epoch 15: train loss 0.4058632582426071 Epoch 15: val loss 0.6843498945236206 Epoch 16: train loss 0.39474703669548034 Epoch 16: val loss 0.6684000492095947 Epoch 17: train loss 0.4077127635478973 Epoch 17: val loss 0.6896726489067078 Epoch 18: train loss 0.3836311772465706 Epoch 18: val loss 0.7152091860771179 Epoch 19: train loss 0.3811427906155586 Epoch 19: val loss 0.7060882449150085 Epoch 20: train loss 0.3933373034000397 Epoch 20: val loss 0.7103142738342285 Epoch 21: train loss 0.37169818580150604 Epoch 21: val loss 0.7032121419906616 Epoch 22: train loss 0.36391325742006303 Epoch 22: val loss 0.725016176700592 Epoch 23: train loss 0.35760160684585574 Epoch 23: val loss 0.7435252666473389 Epoch 24: train loss 0.39619521200656893 Epoch 24: val loss 0.7320510745048523
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6792610824108124 Epoch 0: val loss 0.624489426612854 Epoch 1: train loss 0.595044982433319 Epoch 1: val loss 0.5612920522689819 Epoch 2: train loss 0.5547492802143097 Epoch 2: val loss 0.5195654034614563 Epoch 3: train loss 0.5298906713724136 Epoch 3: val loss 0.5006877779960632 Epoch 4: train loss 0.5240497797727585 Epoch 4: val loss 0.5023842453956604 Epoch 5: train loss 0.5247820466756821 Epoch 5: val loss 0.5051339864730835 Epoch 6: train loss 0.4937186062335968 Epoch 6: val loss 0.5078856945037842 Epoch 7: train loss 0.49082711338996887 Epoch 7: val loss 0.5031804442405701 Epoch 8: train loss 0.48997844755649567 Epoch 8: val loss 0.502922534942627 Epoch 9: train loss 0.5136210203170777 Epoch 9: val loss 0.5030410885810852 Epoch 10: train loss 0.4842414975166321 Epoch 10: val loss 0.511969804763794 Epoch 11: train loss 0.46741988360881803 Epoch 11: val loss 0.5162946581840515 Epoch 12: train loss 0.47594690024852754 Epoch 12: val loss 0.5121352672576904 Epoch 13: train loss 0.4916669398546219 Epoch 13: val loss 0.5103105306625366 Epoch 14: train loss 0.4508271664381027 Epoch 14: val loss 0.5242651104927063 Epoch 15: train loss 0.45097354203462603 Epoch 15: val loss 0.5327671766281128 Epoch 16: train loss 0.45448605716228485 Epoch 16: val loss 0.5429907441139221 Epoch 17: train loss 0.4542741358280182 Epoch 17: val loss 0.5460190176963806 Epoch 18: train loss 0.4399511873722076 Epoch 18: val loss 0.5319513082504272 Epoch 19: train loss 0.4538012266159058 Epoch 19: val loss 0.531764030456543 Epoch 20: train loss 0.4451986253261566 Epoch 20: val loss 0.5555779933929443 Epoch 21: train loss 0.41764607429504397 Epoch 21: val loss 0.5434882640838623 Epoch 22: train loss 0.42692799866199493 Epoch 22: val loss 0.5383502840995789 Epoch 23: train loss 0.3970784664154053 Epoch 23: val loss 0.5576775074005127 Epoch 24: train loss 0.41554704308509827 Epoch 24: val loss 0.5617861747741699
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.698478364944458 Epoch 0: val loss 0.636504590511322 Epoch 1: train loss 0.6125809967517852 Epoch 1: val loss 0.5824841856956482 Epoch 2: train loss 0.5756629109382629 Epoch 2: val loss 0.5374108552932739 Epoch 3: train loss 0.533379790186882 Epoch 3: val loss 0.513161838054657 Epoch 4: train loss 0.5464341223239899 Epoch 4: val loss 0.5080019235610962 Epoch 5: train loss 0.5331854194402694 Epoch 5: val loss 0.501859188079834 Epoch 6: train loss 0.5059137493371964 Epoch 6: val loss 0.5104400515556335 Epoch 7: train loss 0.4995694398880005 Epoch 7: val loss 0.5132591724395752 Epoch 8: train loss 0.5249512314796447 Epoch 8: val loss 0.5050180554389954 Epoch 9: train loss 0.47896749079227446 Epoch 9: val loss 0.5054718255996704 Epoch 10: train loss 0.45470995008945464 Epoch 10: val loss 0.5038695931434631 Epoch 11: train loss 0.4862856686115265 Epoch 11: val loss 0.5049192905426025 Epoch 12: train loss 0.4792662411928177 Epoch 12: val loss 0.499761700630188 Epoch 13: train loss 0.4591021329164505 Epoch 13: val loss 0.4984886646270752 Epoch 14: train loss 0.4700648277997971 Epoch 14: val loss 0.49922284483909607 Epoch 15: train loss 0.44687641859054567 Epoch 15: val loss 0.5055145025253296 Epoch 16: train loss 0.4284424543380737 Epoch 16: val loss 0.5128731727600098 Epoch 17: train loss 0.43751946091651917 Epoch 17: val loss 0.5237495303153992 Epoch 18: train loss 0.42414395809173583 Epoch 18: val loss 0.5128087401390076 Epoch 19: train loss 0.42927961349487304 Epoch 19: val loss 0.5200620889663696 Epoch 20: train loss 0.4182660967111588 Epoch 20: val loss 0.5303724408149719 Epoch 21: train loss 0.4048240542411804 Epoch 21: val loss 0.5369783639907837 Epoch 22: train loss 0.38299635648727415 Epoch 22: val loss 0.5467773675918579 Epoch 23: train loss 0.3780053317546844 Epoch 23: val loss 0.5524441003799438 Epoch 24: train loss 0.4036639705300331 Epoch 24: val loss 0.5541092157363892
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6394835710525513 Epoch 0: val loss 0.6048056483268738 Epoch 1: train loss 0.5640099555253982 Epoch 1: val loss 0.5745411515235901 Epoch 2: train loss 0.5599017858505249 Epoch 2: val loss 0.5544933080673218 Epoch 3: train loss 0.5246896803379059 Epoch 3: val loss 0.5453504323959351 Epoch 4: train loss 0.5012333154678345 Epoch 4: val loss 0.5686551928520203 Epoch 5: train loss 0.4798891842365265 Epoch 5: val loss 0.562223494052887 Epoch 6: train loss 0.5037789851427078 Epoch 6: val loss 0.5617520809173584 Epoch 7: train loss 0.4978895574808121 Epoch 7: val loss 0.5415666699409485 Epoch 8: train loss 0.5097352802753449 Epoch 8: val loss 0.5328899621963501 Epoch 9: train loss 0.4830480605363846 Epoch 9: val loss 0.5363169312477112 Epoch 10: train loss 0.49467542469501496 Epoch 10: val loss 0.5382369160652161 Epoch 11: train loss 0.4504419893026352 Epoch 11: val loss 0.534481942653656 Epoch 12: train loss 0.4957896798849106 Epoch 12: val loss 0.521945059299469 Epoch 13: train loss 0.4352595001459122 Epoch 13: val loss 0.5333731174468994 Epoch 14: train loss 0.4314206451177597 Epoch 14: val loss 0.5336834192276001 Epoch 15: train loss 0.44587416648864747 Epoch 15: val loss 0.5240277051925659 Epoch 16: train loss 0.4268408536911011 Epoch 16: val loss 0.5200752019882202 Epoch 17: train loss 0.4502370744943619 Epoch 17: val loss 0.5219562649726868 Epoch 18: train loss 0.40675612092018126 Epoch 18: val loss 0.5151065587997437 Epoch 19: train loss 0.40641440749168395 Epoch 19: val loss 0.5251718163490295 Epoch 20: train loss 0.4270877778530121 Epoch 20: val loss 0.5238550901412964 Epoch 21: train loss 0.4241689249873161 Epoch 21: val loss 0.5268274545669556 Epoch 22: train loss 0.41415998339653015 Epoch 22: val loss 0.5385180115699768 Epoch 23: train loss 0.39783029854297636 Epoch 23: val loss 0.5299420952796936 Epoch 24: train loss 0.42433740496635436 Epoch 24: val loss 0.5330135226249695
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6247660425993112 Epoch 0: val loss 0.6171997785568237 Epoch 1: train loss 0.552297945205982 Epoch 1: val loss 0.5762903690338135 Epoch 2: train loss 0.5393022092489096 Epoch 2: val loss 0.5653230547904968 Epoch 3: train loss 0.5318845395858471 Epoch 3: val loss 0.5560194849967957 Epoch 4: train loss 0.48987617171727693 Epoch 4: val loss 0.5528590083122253 Epoch 5: train loss 0.5032022366156945 Epoch 5: val loss 0.5554449558258057 Epoch 6: train loss 0.48456650972366333 Epoch 6: val loss 0.551647424697876 Epoch 7: train loss 0.49753310359441316 Epoch 7: val loss 0.5423644781112671 Epoch 8: train loss 0.47947731614112854 Epoch 8: val loss 0.5444580316543579 Epoch 9: train loss 0.4765605582640721 Epoch 9: val loss 0.5377060174942017 Epoch 10: train loss 0.4697241129783484 Epoch 10: val loss 0.5356630682945251 Epoch 11: train loss 0.45932651253846973 Epoch 11: val loss 0.5350561141967773 Epoch 12: train loss 0.45846936335930455 Epoch 12: val loss 0.5286914706230164 Epoch 13: train loss 0.4522861586167262 Epoch 13: val loss 0.5261589288711548
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6800696717368232 Epoch 0: val loss 0.6749053001403809 Epoch 1: train loss 0.6468315389421251 Epoch 1: val loss 0.6626681685447693 Epoch 2: train loss 0.6310114595625136 Epoch 2: val loss 0.6482739448547363 Epoch 3: train loss 0.59934444559945 Epoch 3: val loss 0.6411168575286865 Epoch 4: train loss 0.5914117892583212 Epoch 4: val loss 0.6391449570655823 Epoch 5: train loss 0.58358762661616 Epoch 5: val loss 0.6300075650215149 Epoch 6: train loss 0.5648243592845069 Epoch 6: val loss 0.626456081867218 Epoch 7: train loss 0.5535271697574191 Epoch 7: val loss 0.6198665499687195 Epoch 8: train loss 0.536059922642178 Epoch 8: val loss 0.6211515069007874 Epoch 9: train loss 0.5272056228584714 Epoch 9: val loss 0.6252260208129883 Epoch 10: train loss 0.5041782491736941 Epoch 10: val loss 0.6291297674179077 Epoch 11: train loss 0.5074525939093696 Epoch 11: val loss 0.6302616596221924 Epoch 12: train loss 0.5070153739717271 Epoch 12: val loss 0.6349675059318542 Epoch 13: train loss 0.46304719646771747 Epoch 13: val loss 0.6385917067527771 Epoch 14: train loss 0.47501683566305375 Epoch 14: val loss 0.6490675806999207 Epoch 15: train loss 0.4790581166744232 Epoch 15: val loss 0.6595436930656433 Epoch 16: train loss 0.4772912595007155 Epoch 16: val loss 0.6656299233436584 Epoch 17: train loss 0.436805526415507 Epoch 17: val loss 0.676004946231842 Epoch 18: train loss 0.4564526677131653 Epoch 18: val loss 0.6796382069587708 Epoch 19: train loss 0.45408061146736145 Epoch 19: val loss 0.6759629249572754 Epoch 20: train loss 0.443799313571718 Epoch 20: val loss 0.6938257813453674 Epoch 21: train loss 0.4602533843782213 Epoch 21: val loss 0.6911998391151428 Epoch 22: train loss 0.44221894939740497 Epoch 22: val loss 0.6867887377738953 Epoch 23: train loss 0.4254861507150862 Epoch 23: val loss 0.6917812824249268 Epoch 24: train loss 0.4022630552450816 Epoch 24: val loss 0.685417115688324
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7129140496253967 Epoch 0: val loss 0.677823007106781 Epoch 1: train loss 0.6829142967859904 Epoch 1: val loss 0.6634348630905151 Epoch 2: train loss 0.6532138586044312 Epoch 2: val loss 0.6520978808403015 Epoch 3: train loss 0.6437813440958658 Epoch 3: val loss 0.6420437097549438 Epoch 4: train loss 0.6246339943673875 Epoch 4: val loss 0.6302794814109802 Epoch 5: train loss 0.62863998942905 Epoch 5: val loss 0.614087700843811 Epoch 6: train loss 0.5944580700662401 Epoch 6: val loss 0.6064357757568359 Epoch 7: train loss 0.5775393644968668 Epoch 7: val loss 0.6042497754096985 Epoch 8: train loss 0.5674494438701205 Epoch 8: val loss 0.6064814329147339 Epoch 9: train loss 0.5573233266671499 Epoch 9: val loss 0.6005122065544128 Epoch 10: train loss 0.5486116641097598 Epoch 10: val loss 0.5965237021446228 Epoch 11: train loss 0.5472620096471574 Epoch 11: val loss 0.5917919278144836 Epoch 12: train loss 0.5268226795726352 Epoch 12: val loss 0.5891194939613342 Epoch 13: train loss 0.5239435368114047 Epoch 13: val loss 0.5824200510978699 Epoch 14: train loss 0.5133190453052521 Epoch 14: val loss 0.5834543108940125 Epoch 15: train loss 0.5044953293270535 Epoch 15: val loss 0.5870966911315918 Epoch 16: train loss 0.49707626634173924 Epoch 16: val loss 0.5888015627861023 Epoch 17: train loss 0.5021046035819583 Epoch 17: val loss 0.5831519365310669 Epoch 18: train loss 0.4992997778786553 Epoch 18: val loss 0.5744051933288574 Epoch 19: train loss 0.49119700988133747 Epoch 19: val loss 0.5747130513191223 Epoch 20: train loss 0.4795970684952206 Epoch 20: val loss 0.5758115649223328 Epoch 21: train loss 0.47529445091883343 Epoch 21: val loss 0.5856779217720032 Epoch 22: train loss 0.4639428324169583 Epoch 22: val loss 0.5953038930892944 Epoch 23: train loss 0.4605153997739156 Epoch 23: val loss 0.5982595086097717 Epoch 24: train loss 0.44462885128127205 Epoch 24: val loss 0.5889188647270203
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890917354159884 Epoch 0: val loss 0.6705799102783203 Epoch 1: train loss 0.659919990433587 Epoch 1: val loss 0.6605753898620605 Epoch 2: train loss 0.6483435961935256 Epoch 2: val loss 0.6456124186515808 Epoch 3: train loss 0.6378722786903381 Epoch 3: val loss 0.630422830581665 Epoch 4: train loss 0.6345190405845642 Epoch 4: val loss 0.6179994940757751 Epoch 5: train loss 0.6082360545794169 Epoch 5: val loss 0.6065248847007751 Epoch 6: train loss 0.6179354389508566 Epoch 6: val loss 0.6019359230995178 Epoch 7: train loss 0.5742853018972609 Epoch 7: val loss 0.5911893248558044 Epoch 8: train loss 0.6027702358033922 Epoch 8: val loss 0.5818362832069397 Epoch 9: train loss 0.5859196450975206 Epoch 9: val loss 0.5718085765838623 Epoch 10: train loss 0.5568289359410604 Epoch 10: val loss 0.5655524730682373 Epoch 11: train loss 0.5548340976238251 Epoch 11: val loss 0.5611433386802673 Epoch 12: train loss 0.5686906907293532 Epoch 12: val loss 0.5539427399635315 Epoch 13: train loss 0.5413106083869934 Epoch 13: val loss 0.5450697541236877 Epoch 14: train loss 0.5361081063747406 Epoch 14: val loss 0.5417846441268921 Epoch 15: train loss 0.5186158120632172 Epoch 15: val loss 0.538877546787262 Epoch 16: train loss 0.5101828012201521 Epoch 16: val loss 0.5444391369819641 Epoch 17: train loss 0.5103575156794654 Epoch 17: val loss 0.5257065296173096 Epoch 18: train loss 0.4886811408731673 Epoch 18: val loss 0.521487295627594 Epoch 19: train loss 0.49159130785200333 Epoch 19: val loss 0.5217447280883789 Epoch 20: train loss 0.4727095663547516 Epoch 20: val loss 0.5180403590202332 Epoch 21: train loss 0.4699061181810167 Epoch 21: val loss 0.5168418288230896 Epoch 22: train loss 0.47394561105304295 Epoch 22: val loss 0.5148007273674011 Epoch 23: train loss 0.45820363362630206 Epoch 23: val loss 0.5141550302505493 Epoch 24: train loss 0.4751424855656094 Epoch 24: val loss 0.5123945474624634
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6896595623758104 Epoch 0: val loss 0.6698455214500427 Epoch 1: train loss 0.6616976062456766 Epoch 1: val loss 0.6465981602668762 Epoch 2: train loss 0.6297099126709832 Epoch 2: val loss 0.6300117373466492 Epoch 3: train loss 0.6179964012569852 Epoch 3: val loss 0.6193362474441528 Epoch 4: train loss 0.593377689520518 Epoch 4: val loss 0.6110401749610901 Epoch 5: train loss 0.5904594726032681 Epoch 5: val loss 0.6066108345985413 Epoch 6: train loss 0.5748743447992537 Epoch 6: val loss 0.5995717644691467 Epoch 7: train loss 0.5604604217741225 Epoch 7: val loss 0.5951380729675293 Epoch 8: train loss 0.5444534321626028 Epoch 8: val loss 0.5926209092140198 Epoch 9: train loss 0.5218545562691159 Epoch 9: val loss 0.5890947580337524 Epoch 10: train loss 0.5011739167902205 Epoch 10: val loss 0.5903878808021545 Epoch 11: train loss 0.5013798309697045 Epoch 11: val loss 0.5953324437141418 Epoch 12: train loss 0.4943517810768551 Epoch 12: val loss 0.600518524646759 Epoch 13: train loss 0.48328301972813076 Epoch 13: val loss 0.6081390380859375 Epoch 14: train loss 0.4773116343551212 Epoch 14: val loss 0.6154420971870422 Epoch 15: train loss 0.46114154325591195 Epoch 15: val loss 0.6270451545715332 Epoch 16: train loss 0.4597449203332265 Epoch 16: val loss 0.6441525816917419 Epoch 17: train loss 0.4449513819482591 Epoch 17: val loss 0.642528235912323 Epoch 18: train loss 0.4506751795609792 Epoch 18: val loss 0.6445136666297913 Epoch 19: train loss 0.42626510394944084 Epoch 19: val loss 0.6522893905639648 Epoch 20: train loss 0.4306724700662825 Epoch 20: val loss 0.658608078956604 Epoch 21: train loss 0.3974684741761949 Epoch 21: val loss 0.6597594618797302 Epoch 22: train loss 0.42029726670848 Epoch 22: val loss 0.6661434769630432 Epoch 23: train loss 0.40018771092096966 Epoch 23: val loss 0.6738291382789612 Epoch 24: train loss 0.40310730536778766 Epoch 24: val loss 0.6809279322624207
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7070647925138474 Epoch 0: val loss 0.6503487229347229 Epoch 1: train loss 0.6566007882356644 Epoch 1: val loss 0.6245365142822266 Epoch 2: train loss 0.6443030585845312 Epoch 2: val loss 0.6003294587135315 Epoch 3: train loss 0.631679892539978 Epoch 3: val loss 0.5799849629402161 Epoch 4: train loss 0.6227997541427612 Epoch 4: val loss 0.5697210431098938 Epoch 5: train loss 0.5913234104712805 Epoch 5: val loss 0.5621076226234436 Epoch 6: train loss 0.5878535782297453 Epoch 6: val loss 0.5529563426971436 Epoch 7: train loss 0.5758963276942571 Epoch 7: val loss 0.5490186810493469 Epoch 8: train loss 0.5606831113497416 Epoch 8: val loss 0.5437691807746887 Epoch 9: train loss 0.5650335227449735 Epoch 9: val loss 0.5521343350410461 Epoch 10: train loss 0.5493004446228346 Epoch 10: val loss 0.5455546975135803 Epoch 11: train loss 0.5301800668239594 Epoch 11: val loss 0.5396705269813538 Epoch 12: train loss 0.537479301293691 Epoch 12: val loss 0.5499330163002014 Epoch 13: train loss 0.5200263932347298 Epoch 13: val loss 0.5469753742218018 Epoch 14: train loss 0.5125521719455719 Epoch 14: val loss 0.5480812191963196
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6784619526429609 Epoch 0: val loss 0.6592565774917603 Epoch 1: train loss 0.6598764332857999 Epoch 1: val loss 0.6265451312065125 Epoch 2: train loss 0.6189327456734397 Epoch 2: val loss 0.6095881462097168 Epoch 3: train loss 0.5872186070138757 Epoch 3: val loss 0.6016549468040466 Epoch 4: train loss 0.5971715667031028 Epoch 4: val loss 0.5955350995063782 Epoch 5: train loss 0.5823573605580763 Epoch 5: val loss 0.5892994999885559 Epoch 6: train loss 0.5629083378748461 Epoch 6: val loss 0.5814001560211182 Epoch 7: train loss 0.55313901738687 Epoch 7: val loss 0.5737378001213074 Epoch 8: train loss 0.5358539034019817 Epoch 8: val loss 0.5679641962051392 Epoch 9: train loss 0.5285050408406691 Epoch 9: val loss 0.5526759028434753 Epoch 10: train loss 0.5134784010323611 Epoch 10: val loss 0.5411462187767029 Epoch 11: train loss 0.5140755447474393 Epoch 11: val loss 0.5324087142944336 Epoch 12: train loss 0.4969931488687342 Epoch 12: val loss 0.5347913503646851 Epoch 13: train loss 0.4727284610271454 Epoch 13: val loss 0.5425312519073486 Epoch 14: train loss 0.5069034966555509 Epoch 14: val loss 0.5320814251899719 Epoch 15: train loss 0.473338013345545 Epoch 15: val loss 0.5369201898574829 Epoch 16: train loss 0.45239019935781305 Epoch 16: val loss 0.5260906219482422 Epoch 17: train loss 0.4584027420390736 Epoch 17: val loss 0.5250755548477173 Epoch 18: train loss 0.446329726414247 Epoch 18: val loss 0.5249348878860474 Epoch 19: train loss 0.44383740425109863 Epoch 19: val loss 0.5240929126739502 Epoch 20: train loss 0.445508900013837 Epoch 20: val loss 0.49967825412750244 Epoch 21: train loss 0.4305762594396418 Epoch 21: val loss 0.4989255666732788 Epoch 22: train loss 0.4166476374322718 Epoch 22: val loss 0.504510760307312 Epoch 23: train loss 0.42510445551438764 Epoch 23: val loss 0.49620649218559265 Epoch 24: train loss 0.42304648052562366 Epoch 24: val loss 0.49138855934143066
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6950625343756243 Epoch 0: val loss 0.6775083541870117 Epoch 1: train loss 0.6638025803999468 Epoch 1: val loss 0.6637533903121948 Epoch 2: train loss 0.6461863192644987 Epoch 2: val loss 0.6561394333839417 Epoch 3: train loss 0.6112805171446367 Epoch 3: val loss 0.6549873948097229 Epoch 4: train loss 0.5857419859279286 Epoch 4: val loss 0.6523120999336243 Epoch 5: train loss 0.5753401897170327 Epoch 5: val loss 0.6475931406021118 Epoch 6: train loss 0.5525121715935793 Epoch 6: val loss 0.6400651931762695 Epoch 7: train loss 0.5451436069878665 Epoch 7: val loss 0.6328904628753662 Epoch 8: train loss 0.5468538755720312 Epoch 8: val loss 0.6291047930717468 Epoch 9: train loss 0.532703158530322 Epoch 9: val loss 0.6250020861625671 Epoch 10: train loss 0.5391544753854925 Epoch 10: val loss 0.6217100620269775 Epoch 11: train loss 0.49804937839508057 Epoch 11: val loss 0.622715950012207 Epoch 12: train loss 0.5061792243610729 Epoch 12: val loss 0.612629234790802 Epoch 13: train loss 0.47284801439805463 Epoch 13: val loss 0.6072161793708801 Epoch 14: train loss 0.48987857049161737 Epoch 14: val loss 0.600830614566803 Epoch 15: train loss 0.4565359083088962 Epoch 15: val loss 0.5975379943847656 Epoch 16: train loss 0.4549314406785098 Epoch 16: val loss 0.5985470414161682 Epoch 17: train loss 0.41630279746922577 Epoch 17: val loss 0.6017724871635437 Epoch 18: train loss 0.4427749948068099 Epoch 18: val loss 0.6067026257514954 Epoch 19: train loss 0.4393485459414395 Epoch 19: val loss 0.6000092029571533 Epoch 20: train loss 0.40572639351541345 Epoch 20: val loss 0.6042080521583557 Epoch 21: train loss 0.42023551193150604 Epoch 21: val loss 0.596340537071228 Epoch 22: train loss 0.4417666630311446 Epoch 22: val loss 0.593679666519165 Epoch 23: train loss 0.4114753549749201 Epoch 23: val loss 0.5981429815292358 Epoch 24: train loss 0.39726711132309656 Epoch 24: val loss 0.6035698652267456
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053267793221907 Epoch 0: val loss 0.6623006463050842 Epoch 1: train loss 0.6531762751665983 Epoch 1: val loss 0.647397518157959 Epoch 2: train loss 0.6264620694247159 Epoch 2: val loss 0.6302148103713989 Epoch 3: train loss 0.613138117573478 Epoch 3: val loss 0.6166709065437317 Epoch 4: train loss 0.604260038245808 Epoch 4: val loss 0.6009523272514343 Epoch 5: train loss 0.562976441600106 Epoch 5: val loss 0.5881327986717224 Epoch 6: train loss 0.5672058463096619 Epoch 6: val loss 0.5752851366996765 Epoch 7: train loss 0.5507664436643774 Epoch 7: val loss 0.5646463632583618 Epoch 8: train loss 0.5324990803545172 Epoch 8: val loss 0.5511245131492615 Epoch 9: train loss 0.5198759599165483 Epoch 9: val loss 0.5408238768577576 Epoch 10: train loss 0.5248329476876692 Epoch 10: val loss 0.5289360284805298 Epoch 11: train loss 0.5010120326822455 Epoch 11: val loss 0.5215842127799988 Epoch 12: train loss 0.4910753992470828 Epoch 12: val loss 0.5171509385108948 Epoch 13: train loss 0.4825755547393452 Epoch 13: val loss 0.5118288993835449 Epoch 14: train loss 0.4793398217721419 Epoch 14: val loss 0.5098971724510193 Epoch 15: train loss 0.4826022738760168 Epoch 15: val loss 0.5092094540596008 Epoch 16: train loss 0.4642514803192832 Epoch 16: val loss 0.5095495581626892 Epoch 17: train loss 0.4722571616823023 Epoch 17: val loss 0.5236406326293945 Epoch 18: train loss 0.44315443255684595 Epoch 18: val loss 0.502025306224823 Epoch 19: train loss 0.44187697768211365 Epoch 19: val loss 0.5074405670166016 Epoch 20: train loss 0.47240636023608124 Epoch 20: val loss 0.5003580451011658 Epoch 21: train loss 0.41653994538567285 Epoch 21: val loss 0.5026019811630249 Epoch 22: train loss 0.4166397316889329 Epoch 22: val loss 0.5024452805519104 Epoch 23: train loss 0.40077644315632904 Epoch 23: val loss 0.49924057722091675 Epoch 24: train loss 0.42199103940616955 Epoch 24: val loss 0.4989319443702698
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680604176087813 Epoch 0: val loss 0.6586303114891052 Epoch 1: train loss 0.6497962637381121 Epoch 1: val loss 0.6362869143486023 Epoch 2: train loss 0.6157359155741605 Epoch 2: val loss 0.6171379685401917 Epoch 3: train loss 0.6320388696410439 Epoch 3: val loss 0.6093280911445618 Epoch 4: train loss 0.5834557847543196 Epoch 4: val loss 0.6116528511047363 Epoch 5: train loss 0.5633783177895979 Epoch 5: val loss 0.6141977310180664 Epoch 6: train loss 0.5539294047789141 Epoch 6: val loss 0.6206604838371277 Epoch 7: train loss 0.5361703878099268 Epoch 7: val loss 0.6276373267173767 Epoch 8: train loss 0.511843659661033 Epoch 8: val loss 0.6378234028816223 Epoch 9: train loss 0.5129849748177961 Epoch 9: val loss 0.6364560127258301 Epoch 10: train loss 0.5029997635971416 Epoch 10: val loss 0.6403054594993591 Epoch 11: train loss 0.4900122122331099 Epoch 11: val loss 0.6652334332466125 Epoch 12: train loss 0.46997777169400995 Epoch 12: val loss 0.657846212387085 Epoch 13: train loss 0.4651896520094438 Epoch 13: val loss 0.6730271577835083 Epoch 14: train loss 0.4575343836437572 Epoch 14: val loss 0.6789804697036743 Epoch 15: train loss 0.4576191793788563 Epoch 15: val loss 0.6660438776016235 Epoch 16: train loss 0.4459376606074246 Epoch 16: val loss 0.6765588521957397 Epoch 17: train loss 0.4592137174172835 Epoch 17: val loss 0.6703144907951355 Epoch 18: train loss 0.44075285575606604 Epoch 18: val loss 0.6622967720031738 Epoch 19: train loss 0.45134329524907196 Epoch 19: val loss 0.661818265914917 Epoch 20: train loss 0.4417449506846341 Epoch 20: val loss 0.6904310584068298 Epoch 21: train loss 0.42819334160197864 Epoch 21: val loss 0.6780441999435425 Epoch 22: train loss 0.38650233908133075 Epoch 22: val loss 0.6684290766716003 Epoch 23: train loss 0.44081814180720935 Epoch 23: val loss 0.6736085414886475 Epoch 24: train loss 0.41802775859832764 Epoch 24: val loss 0.6944808959960938
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909855050700051 Epoch 0: val loss 0.657532811164856 Epoch 1: train loss 0.6411895794527871 Epoch 1: val loss 0.6292423605918884 Epoch 2: train loss 0.6023895570210048 Epoch 2: val loss 0.6310786008834839 Epoch 3: train loss 0.5799369897161212 Epoch 3: val loss 0.6155840158462524 Epoch 4: train loss 0.5631556468350547 Epoch 4: val loss 0.6157422661781311 Epoch 5: train loss 0.5571881788117545 Epoch 5: val loss 0.6026495695114136 Epoch 6: train loss 0.5412290436880929 Epoch 6: val loss 0.620119571685791 Epoch 7: train loss 0.5403604315859931 Epoch 7: val loss 0.6144195199012756 Epoch 8: train loss 0.5203867512089866 Epoch 8: val loss 0.6133105158805847 Epoch 9: train loss 0.5272600203752518 Epoch 9: val loss 0.6210942268371582 Epoch 10: train loss 0.488006306546075 Epoch 10: val loss 0.6259463429450989 Epoch 11: train loss 0.5099649876356125 Epoch 11: val loss 0.6196565628051758 Epoch 12: train loss 0.49990043469837736 Epoch 12: val loss 0.5916321873664856 Epoch 13: train loss 0.4910305461713246 Epoch 13: val loss 0.6274430155754089 Epoch 14: train loss 0.4585872675691332 Epoch 14: val loss 0.6101078391075134 Epoch 15: train loss 0.47053117411477224 Epoch 15: val loss 0.6201645135879517 Epoch 16: train loss 0.4703346703733717 Epoch 16: val loss 0.614448606967926
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680749343501197 Epoch 0: val loss 0.6946889758110046 Epoch 1: train loss 0.6622913214895461 Epoch 1: val loss 0.6904187798500061 Epoch 2: train loss 0.6465000443988376 Epoch 2: val loss 0.6850752234458923 Epoch 3: train loss 0.6250026424725851 Epoch 3: val loss 0.6765890717506409 Epoch 4: train loss 0.6126474671893649 Epoch 4: val loss 0.6714353561401367 Epoch 5: train loss 0.6238219936688741 Epoch 5: val loss 0.6727644205093384 Epoch 6: train loss 0.6162133283085294 Epoch 6: val loss 0.6673769354820251 Epoch 7: train loss 0.5930292341444228 Epoch 7: val loss 0.6662017107009888 Epoch 8: train loss 0.5843760503662957 Epoch 8: val loss 0.669651985168457 Epoch 9: train loss 0.5838968985610538 Epoch 9: val loss 0.670714795589447 Epoch 10: train loss 0.568146288394928 Epoch 10: val loss 0.6949116587638855 Epoch 11: train loss 0.5718763404422336 Epoch 11: val loss 0.6968104243278503 Epoch 12: train loss 0.5594166881508298 Epoch 12: val loss 0.6882681846618652 Epoch 13: train loss 0.5513142844041189 Epoch 13: val loss 0.6868555545806885 Epoch 14: train loss 0.5402032434940338 Epoch 14: val loss 0.6993051767349243 Epoch 15: train loss 0.5357055101129744 Epoch 15: val loss 0.718166172504425 Epoch 16: train loss 0.5234121680259705 Epoch 16: val loss 0.7154950499534607 Epoch 17: train loss 0.5197432471646203 Epoch 17: val loss 0.7259206771850586 Epoch 18: train loss 0.5020675096246932 Epoch 18: val loss 0.7203963398933411 Epoch 19: train loss 0.48251669936709934 Epoch 19: val loss 0.7238615155220032 Epoch 20: train loss 0.4892116453912523 Epoch 20: val loss 0.7160658836364746 Epoch 21: train loss 0.4908071988158756 Epoch 21: val loss 0.7386022210121155 Epoch 22: train loss 0.46115026871363324 Epoch 22: val loss 0.7732927799224854 Epoch 23: train loss 0.4656585521168179 Epoch 23: val loss 0.7583227157592773 Epoch 24: train loss 0.4404968255096012 Epoch 24: val loss 0.7512522339820862
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6567723751068115 Epoch 0: val loss 0.6741192936897278 Epoch 1: train loss 0.6511291331715054 Epoch 1: val loss 0.6706182360649109 Epoch 2: train loss 0.6234493984116448 Epoch 2: val loss 0.6667724251747131 Epoch 3: train loss 0.6353764997588264 Epoch 3: val loss 0.6641442775726318 Epoch 4: train loss 0.6044694781303406 Epoch 4: val loss 0.6693767309188843 Epoch 5: train loss 0.6027383638752831 Epoch 5: val loss 0.6709097623825073 Epoch 6: train loss 0.6035673750771416 Epoch 6: val loss 0.673086941242218 Epoch 7: train loss 0.6039623154534234 Epoch 7: val loss 0.6771202087402344 Epoch 8: train loss 0.5955927305751376 Epoch 8: val loss 0.6739272475242615 Epoch 9: train loss 0.559079517920812 Epoch 9: val loss 0.6756325960159302 Epoch 10: train loss 0.5625644259982638 Epoch 10: val loss 0.6858267188072205 Epoch 11: train loss 0.560601681470871 Epoch 11: val loss 0.6884338855743408 Epoch 12: train loss 0.5586836172474755 Epoch 12: val loss 0.6873957514762878 Epoch 13: train loss 0.5238186485237546 Epoch 13: val loss 0.6804688572883606 Epoch 14: train loss 0.5302326381206512 Epoch 14: val loss 0.6831063032150269 Epoch 15: train loss 0.5297773347960578 Epoch 15: val loss 0.6885493993759155 Epoch 16: train loss 0.5145492520597246 Epoch 16: val loss 0.6919785141944885 Epoch 17: train loss 0.5075661308235593 Epoch 17: val loss 0.6886440515518188 Epoch 18: train loss 0.49790071778827244 Epoch 18: val loss 0.69090336561203 Epoch 19: train loss 0.505558967590332 Epoch 19: val loss 0.6955003142356873 Epoch 20: train loss 0.44884299569659764 Epoch 20: val loss 0.7057039737701416 Epoch 21: train loss 0.472391813993454 Epoch 21: val loss 0.7084837555885315 Epoch 22: train loss 0.4548701114124722 Epoch 22: val loss 0.7042238712310791 Epoch 23: train loss 0.43526507417360943 Epoch 23: val loss 0.7272835373878479 Epoch 24: train loss 0.4597610897488064 Epoch 24: val loss 0.744590163230896
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6783805555767484 Epoch 0: val loss 0.6631733179092407 Epoch 1: train loss 0.6480171547995673 Epoch 1: val loss 0.6354817152023315 Epoch 2: train loss 0.6266275975439284 Epoch 2: val loss 0.6244829297065735 Epoch 3: train loss 0.6283845769034492 Epoch 3: val loss 0.6186038255691528 Epoch 4: train loss 0.6103328069051107 Epoch 4: val loss 0.6061190962791443 Epoch 5: train loss 0.6130934291415744 Epoch 5: val loss 0.5876317024230957 Epoch 6: train loss 0.6007979048622979 Epoch 6: val loss 0.5896917581558228 Epoch 7: train loss 0.5736012293232812 Epoch 7: val loss 0.5887906551361084 Epoch 8: train loss 0.5737111469109853 Epoch 8: val loss 0.5883779525756836 Epoch 9: train loss 0.5634715623325772 Epoch 9: val loss 0.5828425288200378 Epoch 10: train loss 0.5577300687630972 Epoch 10: val loss 0.5897535681724548 Epoch 11: train loss 0.5480172899034288 Epoch 11: val loss 0.6019989848136902 Epoch 12: train loss 0.55609021253056 Epoch 12: val loss 0.5699227452278137 Epoch 13: train loss 0.5076660944355859 Epoch 13: val loss 0.5674620866775513 Epoch 14: train loss 0.522442079252667 Epoch 14: val loss 0.5969709753990173 Epoch 15: train loss 0.5154455569055345 Epoch 15: val loss 0.5977617502212524 Epoch 16: train loss 0.49506693085034686 Epoch 16: val loss 0.5850024223327637 Epoch 17: train loss 0.5107708043522305 Epoch 17: val loss 0.5775617957115173 Epoch 18: train loss 0.5082175003157722 Epoch 18: val loss 0.5737091302871704 Epoch 19: train loss 0.5097941093974643 Epoch 19: val loss 0.5815330743789673 Epoch 20: train loss 0.5059273706542121 Epoch 20: val loss 0.5727453231811523 Epoch 21: train loss 0.4737616644965278 Epoch 21: val loss 0.5760375261306763 Epoch 22: train loss 0.4973493284649319 Epoch 22: val loss 0.5931223034858704 Epoch 23: train loss 0.48485153251224095 Epoch 23: val loss 0.6021234393119812 Epoch 24: train loss 0.4717074665758345 Epoch 24: val loss 0.5841500163078308
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7005148198869493 Epoch 0: val loss 0.678637683391571 Epoch 1: train loss 0.6424220071898566 Epoch 1: val loss 0.6728970408439636 Epoch 2: train loss 0.6612167755762736 Epoch 2: val loss 0.6697494387626648 Epoch 3: train loss 0.6319692995813158 Epoch 3: val loss 0.6759614944458008 Epoch 4: train loss 0.624239875210656 Epoch 4: val loss 0.6716498136520386 Epoch 5: train loss 0.6028768883811103 Epoch 5: val loss 0.6668612360954285 Epoch 6: train loss 0.5944962700208029 Epoch 6: val loss 0.6652962565422058 Epoch 7: train loss 0.5931098990970187 Epoch 7: val loss 0.6630157232284546 Epoch 8: train loss 0.5870375235875448 Epoch 8: val loss 0.6580020785331726 Epoch 9: train loss 0.6137194070551131 Epoch 9: val loss 0.6562843918800354 Epoch 10: train loss 0.5631712277730306 Epoch 10: val loss 0.6440469622612 Epoch 11: train loss 0.5615274045202467 Epoch 11: val loss 0.6425500512123108 Epoch 12: train loss 0.5613907410038842 Epoch 12: val loss 0.637260377407074 Epoch 13: train loss 0.5716306798987918 Epoch 13: val loss 0.6463690400123596 Epoch 14: train loss 0.5304507513840994 Epoch 14: val loss 0.6347402930259705 Epoch 15: train loss 0.5171389182408651 Epoch 15: val loss 0.6293916702270508 Epoch 16: train loss 0.4929479989740584 Epoch 16: val loss 0.6120205521583557 Epoch 17: train loss 0.4984637134604984 Epoch 17: val loss 0.6095181107521057 Epoch 18: train loss 0.5046938558419546 Epoch 18: val loss 0.6199007630348206 Epoch 19: train loss 0.47125053736898637 Epoch 19: val loss 0.6141260862350464 Epoch 20: train loss 0.4719929032855564 Epoch 20: val loss 0.6141622066497803 Epoch 21: train loss 0.47927186886469525 Epoch 21: val loss 0.6571752429008484 Epoch 22: train loss 0.45157887869411045 Epoch 22: val loss 0.6407719254493713 Epoch 23: train loss 0.44999274280336166 Epoch 23: val loss 0.6486323475837708 Epoch 24: train loss 0.4376693864663442 Epoch 24: val loss 0.6495001912117004
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932104031244913 Epoch 0: val loss 0.6750425696372986 Epoch 1: train loss 0.6498461167017618 Epoch 1: val loss 0.6531025767326355 Epoch 2: train loss 0.6330130398273468 Epoch 2: val loss 0.642346203327179 Epoch 3: train loss 0.6164632737636566 Epoch 3: val loss 0.6311489343643188 Epoch 4: train loss 0.6157264759143194 Epoch 4: val loss 0.615413248538971 Epoch 5: train loss 0.619386558731397 Epoch 5: val loss 0.613084077835083 Epoch 6: train loss 0.6001233036319414 Epoch 6: val loss 0.6054164171218872 Epoch 7: train loss 0.608952209353447 Epoch 7: val loss 0.6058429479598999 Epoch 8: train loss 0.5754061589638392 Epoch 8: val loss 0.6150650382041931 Epoch 9: train loss 0.5865475411216418 Epoch 9: val loss 0.6185474991798401 Epoch 10: train loss 0.5693674758076668 Epoch 10: val loss 0.6112179756164551 Epoch 11: train loss 0.5754044378797213 Epoch 11: val loss 0.6008799076080322 Epoch 12: train loss 0.5468256423870722 Epoch 12: val loss 0.5804691910743713 Epoch 13: train loss 0.5484805082281431 Epoch 13: val loss 0.5897837281227112 Epoch 14: train loss 0.5203936621546745 Epoch 14: val loss 0.5833643674850464
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6469195187091827 Epoch 0: val loss 0.6204296946525574 Epoch 1: train loss 0.5582312941551208 Epoch 1: val loss 0.5438327789306641 Epoch 2: train loss 0.46768522560596465 Epoch 2: val loss 0.4709130823612213 Epoch 3: train loss 0.4412250638008118 Epoch 3: val loss 0.4339695870876312 Epoch 4: train loss 0.4236923784017563 Epoch 4: val loss 0.42383578419685364 Epoch 5: train loss 0.48055313527584076 Epoch 5: val loss 0.4151572287082672 Epoch 6: train loss 0.4816600263118744 Epoch 6: val loss 0.4381808936595917 Epoch 7: train loss 0.4716432303190231 Epoch 7: val loss 0.431808739900589 Epoch 8: train loss 0.3784581184387207 Epoch 8: val loss 0.42761120200157166 Epoch 9: train loss 0.41449166983366015 Epoch 9: val loss 0.43676069378852844 Epoch 10: train loss 0.38998165130615237 Epoch 10: val loss 0.4410513639450073 Epoch 11: train loss 0.36795376390218737 Epoch 11: val loss 0.44684144854545593 Epoch 12: train loss 0.3603214457631111 Epoch 12: val loss 0.43062373995780945 Epoch 13: train loss 0.35748340934515 Epoch 13: val loss 0.425972580909729 Epoch 14: train loss 0.348031559586525 Epoch 14: val loss 0.43803292512893677 Epoch 15: train loss 0.37836991548538207 Epoch 15: val loss 0.44784659147262573 Epoch 16: train loss 0.36819560676813123 Epoch 16: val loss 0.4395592212677002 Epoch 17: train loss 0.35004749000072477 Epoch 17: val loss 0.4442310631275177 Epoch 18: train loss 0.33150743693113327 Epoch 18: val loss 0.44476017355918884 Epoch 19: train loss 0.31524066925048827 Epoch 19: val loss 0.4467913508415222 Epoch 20: train loss 0.3329680547118187 Epoch 20: val loss 0.4463008940219879 Epoch 21: train loss 0.3455211341381073 Epoch 21: val loss 0.4710821807384491 Epoch 22: train loss 0.3475516110658646 Epoch 22: val loss 0.4918269217014313 Epoch 23: train loss 0.3668254926800728 Epoch 23: val loss 0.47482848167419434 Epoch 24: train loss 0.3223083257675171 Epoch 24: val loss 0.48637694120407104
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6468270123004913 Epoch 0: val loss 0.6289975643157959 Epoch 1: train loss 0.5821205884218216 Epoch 1: val loss 0.5602177977561951 Epoch 2: train loss 0.4764357298612595 Epoch 2: val loss 0.5001979470252991 Epoch 3: train loss 0.4583361178636551 Epoch 3: val loss 0.4575759768486023 Epoch 4: train loss 0.39300371408462526 Epoch 4: val loss 0.4439188241958618 Epoch 5: train loss 0.45261612385511396 Epoch 5: val loss 0.4430977702140808 Epoch 6: train loss 0.35696976333856584 Epoch 6: val loss 0.4531242549419403 Epoch 7: train loss 0.3851602703332901 Epoch 7: val loss 0.44766271114349365 Epoch 8: train loss 0.36447172313928605 Epoch 8: val loss 0.44270315766334534 Epoch 9: train loss 0.36605561077594756 Epoch 9: val loss 0.44975534081459045 Epoch 10: train loss 0.3891220957040787 Epoch 10: val loss 0.4563768804073334 Epoch 11: train loss 0.3464421942830086 Epoch 11: val loss 0.4537864923477173 Epoch 12: train loss 0.35277935266494753 Epoch 12: val loss 0.45750945806503296 Epoch 13: train loss 0.4134144365787506 Epoch 13: val loss 0.4739980399608612 Epoch 14: train loss 0.3231555387377739 Epoch 14: val loss 0.47149768471717834 Epoch 15: train loss 0.35331332087516787 Epoch 15: val loss 0.46855440735816956 Epoch 16: train loss 0.3209972158074379 Epoch 16: val loss 0.4821380376815796 Epoch 17: train loss 0.35343818813562394 Epoch 17: val loss 0.479465126991272 Epoch 18: train loss 0.39162212461233137 Epoch 18: val loss 0.4772775173187256 Epoch 19: train loss 0.3146578386425972 Epoch 19: val loss 0.4853420555591583 Epoch 20: train loss 0.3213456720113754 Epoch 20: val loss 0.4907994568347931 Epoch 21: train loss 0.31390380859375 Epoch 21: val loss 0.48092371225357056 Epoch 22: train loss 0.288761804997921 Epoch 22: val loss 0.4821508228778839 Epoch 23: train loss 0.3116976797580719 Epoch 23: val loss 0.4855269193649292 Epoch 24: train loss 0.33719723522663114 Epoch 24: val loss 0.4902527928352356
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6441535472869873 Epoch 0: val loss 0.6182931065559387 Epoch 1: train loss 0.5639123439788818 Epoch 1: val loss 0.5464016795158386 Epoch 2: train loss 0.49302994906902314 Epoch 2: val loss 0.4915826618671417 Epoch 3: train loss 0.4327169626951218 Epoch 3: val loss 0.44909432530403137 Epoch 4: train loss 0.46170613169670105 Epoch 4: val loss 0.4279613196849823 Epoch 5: train loss 0.3935021609067917 Epoch 5: val loss 0.42380326986312866 Epoch 6: train loss 0.4052967682480812 Epoch 6: val loss 0.4268477261066437 Epoch 7: train loss 0.3749754086136818 Epoch 7: val loss 0.4329732060432434 Epoch 8: train loss 0.4018886089324951 Epoch 8: val loss 0.43135011196136475 Epoch 9: train loss 0.3805465638637543 Epoch 9: val loss 0.4305022358894348 Epoch 10: train loss 0.3590634658932686 Epoch 10: val loss 0.43074846267700195 Epoch 11: train loss 0.3901223510503769 Epoch 11: val loss 0.4247746169567108 Epoch 12: train loss 0.33931867182254793 Epoch 12: val loss 0.4367973804473877 Epoch 13: train loss 0.40520311892032623 Epoch 13: val loss 0.42888912558555603 Epoch 14: train loss 0.3565140932798386 Epoch 14: val loss 0.41308826208114624 Epoch 15: train loss 0.3685446172952652 Epoch 15: val loss 0.41273340582847595 Epoch 16: train loss 0.34278756380081177 Epoch 16: val loss 0.42511266469955444 Epoch 17: train loss 0.3232201561331749 Epoch 17: val loss 0.4225846230983734 Epoch 18: train loss 0.36311933398246765 Epoch 18: val loss 0.4139702320098877 Epoch 19: train loss 0.34606589525938036 Epoch 19: val loss 0.4110294580459595 Epoch 20: train loss 0.3181520223617554 Epoch 20: val loss 0.401822566986084 Epoch 21: train loss 0.3404104322195053 Epoch 21: val loss 0.39982718229293823 Epoch 22: train loss 0.3284048169851303 Epoch 22: val loss 0.4072149097919464 Epoch 23: train loss 0.316336153447628 Epoch 23: val loss 0.4070056974887848 Epoch 24: train loss 0.32275280356407166 Epoch 24: val loss 0.41885408759117126
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6768283009529114 Epoch 0: val loss 0.6207008957862854 Epoch 1: train loss 0.5682820379734039 Epoch 1: val loss 0.5552932024002075 Epoch 2: train loss 0.5010913103818894 Epoch 2: val loss 0.4849313497543335 Epoch 3: train loss 0.5182152956724166 Epoch 3: val loss 0.45555102825164795 Epoch 4: train loss 0.4471997946500778 Epoch 4: val loss 0.4549820125102997 Epoch 5: train loss 0.42699500024318693 Epoch 5: val loss 0.442444384098053 Epoch 6: train loss 0.412606006860733 Epoch 6: val loss 0.4335215091705322 Epoch 7: train loss 0.3904800146818161 Epoch 7: val loss 0.4331212639808655 Epoch 8: train loss 0.4490410566329956 Epoch 8: val loss 0.4245728552341461 Epoch 9: train loss 0.448390394449234 Epoch 9: val loss 0.41238170862197876 Epoch 10: train loss 0.42561652064323424 Epoch 10: val loss 0.4314066767692566 Epoch 11: train loss 0.36650434881448746 Epoch 11: val loss 0.4575505554676056 Epoch 12: train loss 0.3719474598765373 Epoch 12: val loss 0.4306632876396179 Epoch 13: train loss 0.4126736164093018 Epoch 13: val loss 0.4234435558319092 Epoch 14: train loss 0.38917392045259475 Epoch 14: val loss 0.4306422770023346 Epoch 15: train loss 0.38843012452125547 Epoch 15: val loss 0.43620985746383667 Epoch 16: train loss 0.3628884434700012 Epoch 16: val loss 0.43125119805336 Epoch 17: train loss 0.3510265856981277 Epoch 17: val loss 0.43105533719062805 Epoch 18: train loss 0.3392197832465172 Epoch 18: val loss 0.4432167112827301 Epoch 19: train loss 0.33780619949102403 Epoch 19: val loss 0.43942946195602417 Epoch 20: train loss 0.3325729094445705 Epoch 20: val loss 0.4462949335575104 Epoch 21: train loss 0.32906083315610885 Epoch 21: val loss 0.439866840839386 Epoch 22: train loss 0.35313892662525176 Epoch 22: val loss 0.4521741271018982 Epoch 23: train loss 0.37989138513803483 Epoch 23: val loss 0.45427650213241577 Epoch 24: train loss 0.3514494836330414 Epoch 24: val loss 0.43769150972366333
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6281884908676147 Epoch 0: val loss 0.6004995107650757 Epoch 1: train loss 0.49242215890150803 Epoch 1: val loss 0.5093451738357544 Epoch 2: train loss 0.4445972924049084 Epoch 2: val loss 0.4709073305130005 Epoch 3: train loss 0.39145887012665087 Epoch 3: val loss 0.4748503565788269 Epoch 4: train loss 0.44385727323018587 Epoch 4: val loss 0.48183199763298035 Epoch 5: train loss 0.40015570704753584 Epoch 5: val loss 0.4872300624847412 Epoch 6: train loss 0.3805624831181306 Epoch 6: val loss 0.48597756028175354 Epoch 7: train loss 0.3532550592835133 Epoch 7: val loss 0.47448500990867615 Epoch 8: train loss 0.37913728104187894 Epoch 8: val loss 0.4808177053928375 Epoch 9: train loss 0.38110229487602526 Epoch 9: val loss 0.48213082551956177 Epoch 10: train loss 0.36162265218221223 Epoch 10: val loss 0.49826791882514954 Epoch 11: train loss 0.3859559962382683 Epoch 11: val loss 0.5011597871780396
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6844894506714561 Epoch 0: val loss 0.6683220863342285 Epoch 1: train loss 0.6449402570724487 Epoch 1: val loss 0.6465528607368469 Epoch 2: train loss 0.6139466599984602 Epoch 2: val loss 0.6386786699295044 Epoch 3: train loss 0.6008828986774791 Epoch 3: val loss 0.6360741853713989 Epoch 4: train loss 0.5928452936085787 Epoch 4: val loss 0.6265183091163635 Epoch 5: train loss 0.5961295203729109 Epoch 5: val loss 0.6292610764503479 Epoch 6: train loss 0.5718891620635986 Epoch 6: val loss 0.6297041773796082 Epoch 7: train loss 0.5521381524476138 Epoch 7: val loss 0.6246570348739624 Epoch 8: train loss 0.5639981004324827 Epoch 8: val loss 0.630098283290863 Epoch 9: train loss 0.5399929691444744 Epoch 9: val loss 0.6429275274276733 Epoch 10: train loss 0.526618784124201 Epoch 10: val loss 0.6416259407997131 Epoch 11: train loss 0.4998107579621402 Epoch 11: val loss 0.6301306486129761 Epoch 12: train loss 0.5135555050589822 Epoch 12: val loss 0.6404348015785217 Epoch 13: train loss 0.49059416489167645 Epoch 13: val loss 0.6464885473251343 Epoch 14: train loss 0.46637796542861243 Epoch 14: val loss 0.6605942845344543 Epoch 15: train loss 0.48968694426796655 Epoch 15: val loss 0.6492359638214111 Epoch 16: train loss 0.44940385764295404 Epoch 16: val loss 0.6513422727584839 Epoch 17: train loss 0.4710685529492118 Epoch 17: val loss 0.6702069044113159 Epoch 18: train loss 0.450764460997148 Epoch 18: val loss 0.6797237992286682 Epoch 19: train loss 0.45794150775129144 Epoch 19: val loss 0.6729625463485718 Epoch 20: train loss 0.4368358281525699 Epoch 20: val loss 0.6624950766563416 Epoch 21: train loss 0.4199369901960546 Epoch 21: val loss 0.7027707695960999 Epoch 22: train loss 0.4398335679010911 Epoch 22: val loss 0.6711279153823853 Epoch 23: train loss 0.4213529554280368 Epoch 23: val loss 0.707219660282135 Epoch 24: train loss 0.4110139987685464 Epoch 24: val loss 0.6991015672683716
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941815668886359 Epoch 0: val loss 0.6702736616134644 Epoch 1: train loss 0.6538734652779319 Epoch 1: val loss 0.6493557095527649 Epoch 2: train loss 0.6200432669032704 Epoch 2: val loss 0.6286388635635376 Epoch 3: train loss 0.5923752188682556 Epoch 3: val loss 0.610615611076355 Epoch 4: train loss 0.5790048349987377 Epoch 4: val loss 0.6087567806243896 Epoch 5: train loss 0.5643666955557737 Epoch 5: val loss 0.5924853086471558 Epoch 6: train loss 0.5537177324295044 Epoch 6: val loss 0.5881756544113159 Epoch 7: train loss 0.5458866655826569 Epoch 7: val loss 0.588024914264679 Epoch 8: train loss 0.5206043747338381 Epoch 8: val loss 0.5830884575843811 Epoch 9: train loss 0.524090514941649 Epoch 9: val loss 0.5755634307861328 Epoch 10: train loss 0.5154487301002849 Epoch 10: val loss 0.5752239227294922 Epoch 11: train loss 0.5062063363465396 Epoch 11: val loss 0.5863925218582153 Epoch 12: train loss 0.4844189638441259 Epoch 12: val loss 0.5859468579292297 Epoch 13: train loss 0.5008279627019708 Epoch 13: val loss 0.5889225006103516 Epoch 14: train loss 0.492229318076914 Epoch 14: val loss 0.589614748954773 Epoch 15: train loss 0.4652377800507979 Epoch 15: val loss 0.5981650948524475 Epoch 16: train loss 0.48365330967036163 Epoch 16: val loss 0.6062387228012085 Epoch 17: train loss 0.4550721022215756 Epoch 17: val loss 0.5849988460540771 Epoch 18: train loss 0.43535785512490704 Epoch 18: val loss 0.6038328409194946 Epoch 19: train loss 0.458850928328254 Epoch 19: val loss 0.5992653965950012 Epoch 20: train loss 0.4329794103449041 Epoch 20: val loss 0.5965524911880493 Epoch 21: train loss 0.4396721991625699 Epoch 21: val loss 0.6049461364746094 Epoch 22: train loss 0.4527775753628124 Epoch 22: val loss 0.6279903650283813 Epoch 23: train loss 0.39679104631597345 Epoch 23: val loss 0.6089394688606262 Epoch 24: train loss 0.42246907407587225 Epoch 24: val loss 0.6051747798919678
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6901810765266418 Epoch 0: val loss 0.6779211759567261 Epoch 1: train loss 0.6543897715481845 Epoch 1: val loss 0.6646424531936646 Epoch 2: train loss 0.6255841580304232 Epoch 2: val loss 0.6540421843528748 Epoch 3: train loss 0.6148922985250299 Epoch 3: val loss 0.647275447845459 Epoch 4: train loss 0.6187488003210588 Epoch 4: val loss 0.6421472430229187 Epoch 5: train loss 0.6049994392828508 Epoch 5: val loss 0.6326228976249695 Epoch 6: train loss 0.5900795947421681 Epoch 6: val loss 0.6294060945510864 Epoch 7: train loss 0.5568387101997029 Epoch 7: val loss 0.6254761815071106 Epoch 8: train loss 0.5474921221082861 Epoch 8: val loss 0.6212320923805237 Epoch 9: train loss 0.5555600415576588 Epoch 9: val loss 0.6117376685142517 Epoch 10: train loss 0.5336507938124917 Epoch 10: val loss 0.6055005192756653 Epoch 11: train loss 0.5187000605193052 Epoch 11: val loss 0.6108424663543701 Epoch 12: train loss 0.5202573646198619 Epoch 12: val loss 0.5989947319030762 Epoch 13: train loss 0.507935724475167 Epoch 13: val loss 0.6104852557182312 Epoch 14: train loss 0.490673609755256 Epoch 14: val loss 0.616082489490509 Epoch 15: train loss 0.4809007292444056 Epoch 15: val loss 0.6073704957962036 Epoch 16: train loss 0.4721589142625982 Epoch 16: val loss 0.6193745136260986 Epoch 17: train loss 0.47292090546001087 Epoch 17: val loss 0.6290106177330017 Epoch 18: train loss 0.456524060531096 Epoch 18: val loss 0.6297929883003235 Epoch 19: train loss 0.4600365595384078 Epoch 19: val loss 0.645737886428833 Epoch 20: train loss 0.44136570529504254 Epoch 20: val loss 0.6537407636642456 Epoch 21: train loss 0.43829393928701227 Epoch 21: val loss 0.6394689679145813 Epoch 22: train loss 0.42331886291503906 Epoch 22: val loss 0.6332170963287354 Epoch 23: train loss 0.4273123226382516 Epoch 23: val loss 0.6546404361724854 Epoch 24: train loss 0.3884156779809432 Epoch 24: val loss 0.6658113598823547
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6900518970056013 Epoch 0: val loss 0.6787310838699341 Epoch 1: train loss 0.6391559405760332 Epoch 1: val loss 0.6631153225898743 Epoch 2: train loss 0.6228191148151051 Epoch 2: val loss 0.6428401470184326 Epoch 3: train loss 0.6105842698704113 Epoch 3: val loss 0.6329686641693115 Epoch 4: train loss 0.5977335788986899 Epoch 4: val loss 0.6212743520736694 Epoch 5: train loss 0.5704615928909995 Epoch 5: val loss 0.6029713749885559 Epoch 6: train loss 0.5670262791893699 Epoch 6: val loss 0.594133734703064 Epoch 7: train loss 0.5647321289235895 Epoch 7: val loss 0.5878854990005493 Epoch 8: train loss 0.5386080200021918 Epoch 8: val loss 0.5678632259368896 Epoch 9: train loss 0.5287431234663184 Epoch 9: val loss 0.5586176514625549 Epoch 10: train loss 0.5239036841826006 Epoch 10: val loss 0.5763649344444275 Epoch 11: train loss 0.49577583237127826 Epoch 11: val loss 0.5690630078315735 Epoch 12: train loss 0.5160621187903665 Epoch 12: val loss 0.5684418082237244 Epoch 13: train loss 0.5012816190719604 Epoch 13: val loss 0.5718845129013062 Epoch 14: train loss 0.46549975872039795 Epoch 14: val loss 0.5608568787574768 Epoch 15: train loss 0.4705281149257313 Epoch 15: val loss 0.5683180093765259 Epoch 16: train loss 0.45911981842734595 Epoch 16: val loss 0.5699121356010437 Epoch 17: train loss 0.4460732557556846 Epoch 17: val loss 0.5701128244400024 Epoch 18: train loss 0.4461288777264682 Epoch 18: val loss 0.5617261528968811 Epoch 19: train loss 0.44943928718566895 Epoch 19: val loss 0.5342212915420532 Epoch 20: train loss 0.44092571193521674 Epoch 20: val loss 0.5462355613708496 Epoch 21: train loss 0.4348048892888156 Epoch 21: val loss 0.5775083899497986 Epoch 22: train loss 0.41569689187136566 Epoch 22: val loss 0.5753586888313293 Epoch 23: train loss 0.4219378449700095 Epoch 23: val loss 0.5579395890235901 Epoch 24: train loss 0.4193408624692397 Epoch 24: val loss 0.5418310165405273
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6727169911066692 Epoch 0: val loss 0.6561167240142822 Epoch 1: train loss 0.6452839771906534 Epoch 1: val loss 0.6408781409263611 Epoch 2: train loss 0.6289929668108623 Epoch 2: val loss 0.6244021654129028 Epoch 3: train loss 0.6150898893674215 Epoch 3: val loss 0.6075066924095154 Epoch 4: train loss 0.5998199224472046 Epoch 4: val loss 0.5910226702690125 Epoch 5: train loss 0.5896804511547089 Epoch 5: val loss 0.5726191997528076 Epoch 6: train loss 0.577111033598582 Epoch 6: val loss 0.5579807162284851 Epoch 7: train loss 0.5452616333961486 Epoch 7: val loss 0.553311288356781 Epoch 8: train loss 0.5349000891049703 Epoch 8: val loss 0.5357861518859863 Epoch 9: train loss 0.5359746257464091 Epoch 9: val loss 0.5260540843009949 Epoch 10: train loss 0.5255420446395874 Epoch 10: val loss 0.5245133638381958 Epoch 11: train loss 0.5086041430632273 Epoch 11: val loss 0.5157163143157959 Epoch 12: train loss 0.501066251595815 Epoch 12: val loss 0.511920690536499 Epoch 13: train loss 0.4751619378725688 Epoch 13: val loss 0.5070803165435791 Epoch 14: train loss 0.49012640317281086 Epoch 14: val loss 0.4983190894126892 Epoch 15: train loss 0.49348886211713155 Epoch 15: val loss 0.4961870014667511 Epoch 16: train loss 0.493136856953303 Epoch 16: val loss 0.5069343447685242
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921507169802984 Epoch 0: val loss 0.6833288669586182 Epoch 1: train loss 0.6759660442670187 Epoch 1: val loss 0.6700284481048584 Epoch 2: train loss 0.6549626141786575 Epoch 2: val loss 0.6541420221328735 Epoch 3: train loss 0.63971475760142 Epoch 3: val loss 0.6371053457260132 Epoch 4: train loss 0.6039538780848185 Epoch 4: val loss 0.6251472234725952 Epoch 5: train loss 0.6048912853002548 Epoch 5: val loss 0.6220641732215881 Epoch 6: train loss 0.5861001263062159 Epoch 6: val loss 0.6217431426048279 Epoch 7: train loss 0.5859727511803309 Epoch 7: val loss 0.6185186505317688 Epoch 8: train loss 0.5727067515254021 Epoch 8: val loss 0.6186095476150513 Epoch 9: train loss 0.5504501536488533 Epoch 9: val loss 0.6133604645729065 Epoch 10: train loss 0.5293601751327515 Epoch 10: val loss 0.6168336272239685 Epoch 11: train loss 0.5454352324207624 Epoch 11: val loss 0.6184841990470886 Epoch 12: train loss 0.5268627479672432 Epoch 12: val loss 0.6152481436729431 Epoch 13: train loss 0.5119011526306471 Epoch 13: val loss 0.6187724471092224 Epoch 14: train loss 0.5066111236810684 Epoch 14: val loss 0.6217910051345825 Epoch 15: train loss 0.4932365243633588 Epoch 15: val loss 0.6366166472434998 Epoch 16: train loss 0.4988727445403735 Epoch 16: val loss 0.6148932576179504 Epoch 17: train loss 0.49152381469806034 Epoch 17: val loss 0.6317151784896851 Epoch 18: train loss 0.4801265522837639 Epoch 18: val loss 0.6260806322097778 Epoch 19: train loss 0.47516175111134845 Epoch 19: val loss 0.6248403191566467 Epoch 20: train loss 0.4516053820649783 Epoch 20: val loss 0.6246975064277649 Epoch 21: train loss 0.47932348648707074 Epoch 21: val loss 0.626859724521637 Epoch 22: train loss 0.4537332281470299 Epoch 22: val loss 0.6348147988319397 Epoch 23: train loss 0.44765536735455197 Epoch 23: val loss 0.6378962397575378 Epoch 24: train loss 0.44304312765598297 Epoch 24: val loss 0.6425788402557373
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7052785108486811 Epoch 0: val loss 0.689446747303009 Epoch 1: train loss 0.6694904963175455 Epoch 1: val loss 0.662138819694519 Epoch 2: train loss 0.6487167676289877 Epoch 2: val loss 0.6375812292098999 Epoch 3: train loss 0.6239946434895197 Epoch 3: val loss 0.6178868412971497 Epoch 4: train loss 0.6145737916231155 Epoch 4: val loss 0.6050053238868713 Epoch 5: train loss 0.6189550732572874 Epoch 5: val loss 0.5915898680686951 Epoch 6: train loss 0.5991838673750559 Epoch 6: val loss 0.6086056232452393 Epoch 7: train loss 0.5799445559581121 Epoch 7: val loss 0.5965544581413269 Epoch 8: train loss 0.5770173942049345 Epoch 8: val loss 0.600005567073822 Epoch 9: train loss 0.5506290247042974 Epoch 9: val loss 0.5981370210647583 Epoch 10: train loss 0.5689520488182703 Epoch 10: val loss 0.5978487730026245 Epoch 11: train loss 0.557862771054109 Epoch 11: val loss 0.603985607624054 Epoch 12: train loss 0.5397824893395106 Epoch 12: val loss 0.5869853496551514 Epoch 13: train loss 0.5534581566850344 Epoch 13: val loss 0.5964775085449219 Epoch 14: train loss 0.5410981774330139 Epoch 14: val loss 0.5976644158363342 Epoch 15: train loss 0.5041447877883911 Epoch 15: val loss 0.5793148279190063 Epoch 16: train loss 0.4966680780053139 Epoch 16: val loss 0.5889019966125488 Epoch 17: train loss 0.5394739980498949 Epoch 17: val loss 0.5810530781745911 Epoch 18: train loss 0.5343818018833796 Epoch 18: val loss 0.5755380392074585 Epoch 19: train loss 0.5157548859715462 Epoch 19: val loss 0.589608907699585 Epoch 20: train loss 0.5012840703129768 Epoch 20: val loss 0.5978965759277344 Epoch 21: train loss 0.47981051603953045 Epoch 21: val loss 0.578346312046051 Epoch 22: train loss 0.4872245540221532 Epoch 22: val loss 0.5667639374732971 Epoch 23: train loss 0.47651216636101407 Epoch 23: val loss 0.5662410855293274 Epoch 24: train loss 0.483531857530276 Epoch 24: val loss 0.558395266532898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.703546350200971 Epoch 0: val loss 0.6918635368347168 Epoch 1: train loss 0.6803900947173437 Epoch 1: val loss 0.6892637014389038 Epoch 2: train loss 0.6573912799358368 Epoch 2: val loss 0.6805486679077148 Epoch 3: train loss 0.6353828211625417 Epoch 3: val loss 0.6600462794303894 Epoch 4: train loss 0.6203657786051432 Epoch 4: val loss 0.6466236710548401 Epoch 5: train loss 0.6129857947429022 Epoch 5: val loss 0.6530527472496033 Epoch 6: train loss 0.5939470330874125 Epoch 6: val loss 0.6417645215988159 Epoch 7: train loss 0.592208926876386 Epoch 7: val loss 0.6438955664634705 Epoch 8: train loss 0.5662809039155642 Epoch 8: val loss 0.6568427681922913 Epoch 9: train loss 0.571137455602487 Epoch 9: val loss 0.6556903123855591 Epoch 10: train loss 0.5541251922647158 Epoch 10: val loss 0.6612438559532166 Epoch 11: train loss 0.5479527140657107 Epoch 11: val loss 0.650398850440979 Epoch 12: train loss 0.5461504807074865 Epoch 12: val loss 0.6504886150360107 Epoch 13: train loss 0.5317303438981374 Epoch 13: val loss 0.68623948097229 Epoch 14: train loss 0.5273816635211309 Epoch 14: val loss 0.6599317193031311 Epoch 15: train loss 0.5123029947280884 Epoch 15: val loss 0.680230975151062 Epoch 16: train loss 0.518137497206529 Epoch 16: val loss 0.673826277256012 Epoch 17: train loss 0.4954971373081207 Epoch 17: val loss 0.6880292296409607 Epoch 18: train loss 0.5055387715498606 Epoch 18: val loss 0.68879634141922 Epoch 19: train loss 0.4678490683436394 Epoch 19: val loss 0.7051190733909607 Epoch 20: train loss 0.460943045715491 Epoch 20: val loss 0.6965703368186951 Epoch 21: train loss 0.4783507411678632 Epoch 21: val loss 0.7080267071723938 Epoch 22: train loss 0.45899433890978497 Epoch 22: val loss 0.7075567841529846 Epoch 23: train loss 0.4597269967198372 Epoch 23: val loss 0.7217272520065308 Epoch 24: train loss 0.4491411546866099 Epoch 24: val loss 0.7180556654930115
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6994209488232931 Epoch 0: val loss 0.6965163946151733 Epoch 1: train loss 0.6812043885389963 Epoch 1: val loss 0.6861298084259033 Epoch 2: train loss 0.6507581621408463 Epoch 2: val loss 0.682982861995697 Epoch 3: train loss 0.6388548165559769 Epoch 3: val loss 0.6750573515892029 Epoch 4: train loss 0.6218278855085373 Epoch 4: val loss 0.6707825064659119 Epoch 5: train loss 0.6032858764131864 Epoch 5: val loss 0.6544241309165955 Epoch 6: train loss 0.5910321647922198 Epoch 6: val loss 0.6620007157325745 Epoch 7: train loss 0.5830904642740885 Epoch 7: val loss 0.6525561809539795 Epoch 8: train loss 0.5782676140467325 Epoch 8: val loss 0.651328980922699 Epoch 9: train loss 0.5661048392454783 Epoch 9: val loss 0.6409689784049988 Epoch 10: train loss 0.5577826599280039 Epoch 10: val loss 0.6362587809562683 Epoch 11: train loss 0.5318239579598109 Epoch 11: val loss 0.6337779760360718 Epoch 12: train loss 0.5349912047386169 Epoch 12: val loss 0.6241275072097778 Epoch 13: train loss 0.5023725057641665 Epoch 13: val loss 0.6331983208656311 Epoch 14: train loss 0.48699144273996353 Epoch 14: val loss 0.6427951455116272 Epoch 15: train loss 0.48926395922899246 Epoch 15: val loss 0.6528586149215698 Epoch 16: train loss 0.5176899706323942 Epoch 16: val loss 0.6343204975128174 Epoch 17: train loss 0.47695621351401013 Epoch 17: val loss 0.6346879005432129 Epoch 18: train loss 0.48788099487622577 Epoch 18: val loss 0.6270167827606201 Epoch 19: train loss 0.46303557604551315 Epoch 19: val loss 0.6381614208221436 Epoch 20: train loss 0.45640428364276886 Epoch 20: val loss 0.6239902973175049 Epoch 21: train loss 0.46706950416167575 Epoch 21: val loss 0.6456217765808105 Epoch 22: train loss 0.46314364671707153 Epoch 22: val loss 0.6409661173820496 Epoch 23: train loss 0.4425707310438156 Epoch 23: val loss 0.6497045159339905 Epoch 24: train loss 0.45072342207034427 Epoch 24: val loss 0.6518576741218567
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6935391165316105 Epoch 0: val loss 0.6790687441825867 Epoch 1: train loss 0.6604990400373936 Epoch 1: val loss 0.6645528078079224 Epoch 2: train loss 0.6380163244903088 Epoch 2: val loss 0.6557420492172241 Epoch 3: train loss 0.6149004548788071 Epoch 3: val loss 0.6460707783699036 Epoch 4: train loss 0.6039966531097889 Epoch 4: val loss 0.6330327987670898 Epoch 5: train loss 0.5805262383073568 Epoch 5: val loss 0.6249743700027466 Epoch 6: train loss 0.559037197381258 Epoch 6: val loss 0.6128913760185242 Epoch 7: train loss 0.5462572127580643 Epoch 7: val loss 0.6195496320724487 Epoch 8: train loss 0.5429063327610493 Epoch 8: val loss 0.6022348403930664 Epoch 9: train loss 0.535445261746645 Epoch 9: val loss 0.6026880145072937 Epoch 10: train loss 0.5083758048713207 Epoch 10: val loss 0.60016930103302 Epoch 11: train loss 0.5108431074768305 Epoch 11: val loss 0.6013734340667725 Epoch 12: train loss 0.5085810888558626 Epoch 12: val loss 0.6074903011322021 Epoch 13: train loss 0.5058469474315643 Epoch 13: val loss 0.5966141223907471 Epoch 14: train loss 0.5104316752403975 Epoch 14: val loss 0.6145150065422058 Epoch 15: train loss 0.48748156800866127 Epoch 15: val loss 0.6043553352355957 Epoch 16: train loss 0.45927236415445805 Epoch 16: val loss 0.602922797203064 Epoch 17: train loss 0.47938821092247963 Epoch 17: val loss 0.6034871339797974 Epoch 18: train loss 0.4642108492553234 Epoch 18: val loss 0.5956369042396545 Epoch 19: train loss 0.4565568305552006 Epoch 19: val loss 0.5958794355392456 Epoch 20: train loss 0.46141085401177406 Epoch 20: val loss 0.6000334620475769 Epoch 21: train loss 0.44510558247566223 Epoch 21: val loss 0.6041615009307861 Epoch 22: train loss 0.44882743433117867 Epoch 22: val loss 0.6076411008834839
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7014349848031998 Epoch 0: val loss 0.6818364262580872 Epoch 1: train loss 0.6803751885890961 Epoch 1: val loss 0.6792802214622498 Epoch 2: train loss 0.678388367096583 Epoch 2: val loss 0.67596834897995 Epoch 3: train loss 0.6647238532702128 Epoch 3: val loss 0.6752385497093201 Epoch 4: train loss 0.6577507009108862 Epoch 4: val loss 0.6707432270050049 Epoch 5: train loss 0.6452014446258545 Epoch 5: val loss 0.666796863079071 Epoch 6: train loss 0.640536775191625 Epoch 6: val loss 0.6570497751235962 Epoch 7: train loss 0.6389049092928568 Epoch 7: val loss 0.6522528529167175 Epoch 8: train loss 0.612516850233078 Epoch 8: val loss 0.6439517140388489 Epoch 9: train loss 0.6058318614959717 Epoch 9: val loss 0.6385163068771362 Epoch 10: train loss 0.6009848813215891 Epoch 10: val loss 0.6384881734848022 Epoch 11: train loss 0.5840746909379959 Epoch 11: val loss 0.6385417580604553 Epoch 12: train loss 0.5806292792161306 Epoch 12: val loss 0.6380265951156616 Epoch 13: train loss 0.5806593249241511 Epoch 13: val loss 0.6403685808181763 Epoch 14: train loss 0.5726902981599172 Epoch 14: val loss 0.6367135047912598 Epoch 15: train loss 0.564739021162192 Epoch 15: val loss 0.6395930647850037 Epoch 16: train loss 0.5597886393467585 Epoch 16: val loss 0.6449916362762451 Epoch 17: train loss 0.5405772402882576 Epoch 17: val loss 0.6486419439315796 Epoch 18: train loss 0.546591637035211 Epoch 18: val loss 0.6681560277938843 Epoch 19: train loss 0.5364255284269651 Epoch 19: val loss 0.654298722743988 Epoch 20: train loss 0.5246599689126015 Epoch 20: val loss 0.6747498512268066 Epoch 21: train loss 0.4842895393570264 Epoch 21: val loss 0.6739681363105774 Epoch 22: train loss 0.5036425516009331 Epoch 22: val loss 0.6766315698623657 Epoch 23: train loss 0.5155545299251875 Epoch 23: val loss 0.6943449378013611 Epoch 24: train loss 0.5077003389596939 Epoch 24: val loss 0.6873878836631775
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7101693203051885 Epoch 0: val loss 0.6907052397727966 Epoch 1: train loss 0.6730281213919321 Epoch 1: val loss 0.6788666844367981 Epoch 2: train loss 0.6564521938562393 Epoch 2: val loss 0.6680825352668762 Epoch 3: train loss 0.6509577532609304 Epoch 3: val loss 0.662511944770813 Epoch 4: train loss 0.6315783063570658 Epoch 4: val loss 0.6591476202011108 Epoch 5: train loss 0.6168607473373413 Epoch 5: val loss 0.6555173397064209 Epoch 6: train loss 0.6161051243543625 Epoch 6: val loss 0.6533956527709961 Epoch 7: train loss 0.6155839413404465 Epoch 7: val loss 0.6487218737602234 Epoch 8: train loss 0.5927382707595825 Epoch 8: val loss 0.6409022212028503 Epoch 9: train loss 0.5830850973725319 Epoch 9: val loss 0.6345910429954529 Epoch 10: train loss 0.57534009963274 Epoch 10: val loss 0.6308290362358093 Epoch 11: train loss 0.5821404581268629 Epoch 11: val loss 0.6343361735343933 Epoch 12: train loss 0.5791096414128939 Epoch 12: val loss 0.640771210193634 Epoch 13: train loss 0.5710497349500656 Epoch 13: val loss 0.6319589018821716 Epoch 14: train loss 0.5662956833839417 Epoch 14: val loss 0.6310606002807617 Epoch 15: train loss 0.5334677671392759 Epoch 15: val loss 0.6445291638374329 Epoch 16: train loss 0.5552394986152649 Epoch 16: val loss 0.6393901705741882 Epoch 17: train loss 0.5276499390602112 Epoch 17: val loss 0.6338708996772766 Epoch 18: train loss 0.5394980733593305 Epoch 18: val loss 0.6395953297615051 Epoch 19: train loss 0.5353160575032234 Epoch 19: val loss 0.6426024436950684 Epoch 20: train loss 0.531000497440497 Epoch 20: val loss 0.6462846994400024 Epoch 21: train loss 0.5246003319819769 Epoch 21: val loss 0.643943727016449 Epoch 22: train loss 0.5083286340037981 Epoch 22: val loss 0.6324048638343811 Epoch 23: train loss 0.500258150200049 Epoch 23: val loss 0.6453875303268433 Epoch 24: train loss 0.529255802432696 Epoch 24: val loss 0.6573019027709961
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6927167773246765 Epoch 0: val loss 0.6803146600723267 Epoch 1: train loss 0.6837567438681921 Epoch 1: val loss 0.675694465637207 Epoch 2: train loss 0.6526309301455816 Epoch 2: val loss 0.670509397983551 Epoch 3: train loss 0.6652916371822357 Epoch 3: val loss 0.6572422385215759 Epoch 4: train loss 0.6203744262456894 Epoch 4: val loss 0.6541439890861511 Epoch 5: train loss 0.6323229571183523 Epoch 5: val loss 0.6448723673820496 Epoch 6: train loss 0.6129944175481796 Epoch 6: val loss 0.6456713676452637 Epoch 7: train loss 0.6086634695529938 Epoch 7: val loss 0.6448908448219299 Epoch 8: train loss 0.593371624747912 Epoch 8: val loss 0.641814112663269 Epoch 9: train loss 0.5957985098163286 Epoch 9: val loss 0.6477994918823242 Epoch 10: train loss 0.5826016739010811 Epoch 10: val loss 0.6412148475646973 Epoch 11: train loss 0.5865103627244631 Epoch 11: val loss 0.6498240232467651 Epoch 12: train loss 0.563331350684166 Epoch 12: val loss 0.6524879336357117 Epoch 13: train loss 0.5663507307569186 Epoch 13: val loss 0.6451907157897949 Epoch 14: train loss 0.5339379906654358 Epoch 14: val loss 0.6467236280441284 Epoch 15: train loss 0.554595373570919 Epoch 15: val loss 0.6637158393859863 Epoch 16: train loss 0.538226954638958 Epoch 16: val loss 0.6624001860618591 Epoch 17: train loss 0.549878366291523 Epoch 17: val loss 0.6628808975219727 Epoch 18: train loss 0.5378815159201622 Epoch 18: val loss 0.6600035429000854 Epoch 19: train loss 0.5220703507463137 Epoch 19: val loss 0.6622604727745056 Epoch 20: train loss 0.5186289822061857 Epoch 20: val loss 0.6644318103790283 Epoch 21: train loss 0.5022487367192904 Epoch 21: val loss 0.6739893555641174 Epoch 22: train loss 0.4952189549803734 Epoch 22: val loss 0.6907309293746948 Epoch 23: train loss 0.5035567581653595 Epoch 23: val loss 0.6873407363891602 Epoch 24: train loss 0.5037457967797915 Epoch 24: val loss 0.6896836757659912
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6961236248413721 Epoch 0: val loss 0.6895990371704102 Epoch 1: train loss 0.6676286657651266 Epoch 1: val loss 0.6777915358543396 Epoch 2: train loss 0.6652918507655462 Epoch 2: val loss 0.6664653420448303 Epoch 3: train loss 0.6489755262931188 Epoch 3: val loss 0.6605374813079834 Epoch 4: train loss 0.630269447962443 Epoch 4: val loss 0.659074068069458 Epoch 5: train loss 0.6296933243672053 Epoch 5: val loss 0.6586824655532837 Epoch 6: train loss 0.615607221921285 Epoch 6: val loss 0.6645996570587158 Epoch 7: train loss 0.6164620618025461 Epoch 7: val loss 0.6614041924476624 Epoch 8: train loss 0.5912163803974787 Epoch 8: val loss 0.658449649810791 Epoch 9: train loss 0.5764425893624624 Epoch 9: val loss 0.6652594804763794 Epoch 10: train loss 0.5823953673243523 Epoch 10: val loss 0.6684626936912537 Epoch 11: train loss 0.5687046349048615 Epoch 11: val loss 0.6749226450920105 Epoch 12: train loss 0.5577314471205076 Epoch 12: val loss 0.6796395182609558 Epoch 13: train loss 0.5595026711622874 Epoch 13: val loss 0.6868442296981812 Epoch 14: train loss 0.5624788552522659 Epoch 14: val loss 0.6953681707382202 Epoch 15: train loss 0.5576478689908981 Epoch 15: val loss 0.6978217363357544 Epoch 16: train loss 0.5496312255660692 Epoch 16: val loss 0.7115485668182373 Epoch 17: train loss 0.542155385017395 Epoch 17: val loss 0.7079574465751648 Epoch 18: train loss 0.5425558562080065 Epoch 18: val loss 0.7104225754737854 Epoch 19: train loss 0.5352019518613815 Epoch 19: val loss 0.7156084775924683 Epoch 20: train loss 0.5318257262309393 Epoch 20: val loss 0.7248329520225525 Epoch 21: train loss 0.538035457332929 Epoch 21: val loss 0.7257954478263855 Epoch 22: train loss 0.5117721756299337 Epoch 22: val loss 0.7240498661994934 Epoch 23: train loss 0.5400381609797478 Epoch 23: val loss 0.7225817441940308 Epoch 24: train loss 0.5248614177107811 Epoch 24: val loss 0.7227699160575867
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023458927869797 Epoch 0: val loss 0.6889175772666931 Epoch 1: train loss 0.675088994204998 Epoch 1: val loss 0.6713873147964478 Epoch 2: train loss 0.6676219366490841 Epoch 2: val loss 0.6519629955291748 Epoch 3: train loss 0.6427006088197231 Epoch 3: val loss 0.6222060322761536 Epoch 4: train loss 0.6238916851580143 Epoch 4: val loss 0.6163329482078552 Epoch 5: train loss 0.6272117085754871 Epoch 5: val loss 0.6077290177345276 Epoch 6: train loss 0.616546168923378 Epoch 6: val loss 0.6108628511428833 Epoch 7: train loss 0.6066405847668648 Epoch 7: val loss 0.6060189604759216 Epoch 8: train loss 0.6020289696753025 Epoch 8: val loss 0.5985156297683716 Epoch 9: train loss 0.6019903272390366 Epoch 9: val loss 0.5965062379837036 Epoch 10: train loss 0.6010591462254524 Epoch 10: val loss 0.5869368314743042
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7122640284624967 Epoch 0: val loss 0.6675040125846863 Epoch 1: train loss 0.6704003756696527 Epoch 1: val loss 0.6504546999931335 Epoch 2: train loss 0.6462419900027189 Epoch 2: val loss 0.6433150768280029 Epoch 3: train loss 0.6383385224775835 Epoch 3: val loss 0.6416019201278687 Epoch 4: train loss 0.6340156305919994 Epoch 4: val loss 0.6390569806098938 Epoch 5: train loss 0.6127118955958973 Epoch 5: val loss 0.6374958753585815 Epoch 6: train loss 0.6092049804600802 Epoch 6: val loss 0.6359775066375732 Epoch 7: train loss 0.6118074763904918 Epoch 7: val loss 0.6429561376571655 Epoch 8: train loss 0.5906081416390159 Epoch 8: val loss 0.6451601982116699 Epoch 9: train loss 0.5917444391684099 Epoch 9: val loss 0.6455743908882141 Epoch 10: train loss 0.5707662999629974 Epoch 10: val loss 0.6414106488227844 Epoch 11: train loss 0.5767738927494396 Epoch 11: val loss 0.6483931541442871 Epoch 12: train loss 0.5619233088059858 Epoch 12: val loss 0.6505340933799744 Epoch 13: train loss 0.5316380343653939 Epoch 13: val loss 0.6500685214996338 Epoch 14: train loss 0.5560525601560419 Epoch 14: val loss 0.6522939205169678 Epoch 15: train loss 0.5547078549861908 Epoch 15: val loss 0.6526755094528198 Epoch 16: train loss 0.5363251106305555 Epoch 16: val loss 0.6591846942901611 Epoch 17: train loss 0.5441522246057336 Epoch 17: val loss 0.6475504636764526 Epoch 18: train loss 0.5242757824334231 Epoch 18: val loss 0.6434465646743774 Epoch 19: train loss 0.5087748169898987 Epoch 19: val loss 0.6449049115180969 Epoch 20: train loss 0.5057307996533134 Epoch 20: val loss 0.645311713218689 Epoch 21: train loss 0.5240963345224207 Epoch 21: val loss 0.6588217616081238 Epoch 22: train loss 0.5057128342715177 Epoch 22: val loss 0.6673213839530945 Epoch 23: train loss 0.46531111001968384 Epoch 23: val loss 0.6654765605926514 Epoch 24: train loss 0.4976397563110698 Epoch 24: val loss 0.651262104511261
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6860985376618125 Epoch 0: val loss 0.673073410987854 Epoch 1: train loss 0.6656523563645103 Epoch 1: val loss 0.6640281081199646 Epoch 2: train loss 0.6472980217500166 Epoch 2: val loss 0.6580143570899963 Epoch 3: train loss 0.6408229307694868 Epoch 3: val loss 0.6575484871864319 Epoch 4: train loss 0.6324845444072377 Epoch 4: val loss 0.6619249582290649 Epoch 5: train loss 0.6240103082223372 Epoch 5: val loss 0.659424901008606 Epoch 6: train loss 0.611058386889371 Epoch 6: val loss 0.6607766151428223 Epoch 7: train loss 0.5989920171824369 Epoch 7: val loss 0.6655897498130798 Epoch 8: train loss 0.6056298938664523 Epoch 8: val loss 0.6679304242134094 Epoch 9: train loss 0.6006769754669883 Epoch 9: val loss 0.6753409504890442 Epoch 10: train loss 0.5931779362938621 Epoch 10: val loss 0.6874893307685852 Epoch 11: train loss 0.5751542313532396 Epoch 11: val loss 0.6817426681518555 Epoch 12: train loss 0.576275576244701 Epoch 12: val loss 0.6819179654121399 Epoch 13: train loss 0.5803475921804254 Epoch 13: val loss 0.6943404078483582 Epoch 14: train loss 0.5766137459061362 Epoch 14: val loss 0.6910853385925293 Epoch 15: train loss 0.5472603711214933 Epoch 15: val loss 0.6810232996940613 Epoch 16: train loss 0.5642806074836038 Epoch 16: val loss 0.6845542192459106 Epoch 17: train loss 0.5514274104074999 Epoch 17: val loss 0.6840512156486511 Epoch 18: train loss 0.549291196194562 Epoch 18: val loss 0.6911850571632385 Epoch 19: train loss 0.5369818535718051 Epoch 19: val loss 0.697580099105835 Epoch 20: train loss 0.5153817534446716 Epoch 20: val loss 0.6933767795562744 Epoch 21: train loss 0.5001521083441648 Epoch 21: val loss 0.6860214471817017 Epoch 22: train loss 0.5591650876131925 Epoch 22: val loss 0.6873164176940918 Epoch 23: train loss 0.5295382656834342 Epoch 23: val loss 0.688546359539032 Epoch 24: train loss 0.49434877796606586 Epoch 24: val loss 0.7001329064369202
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012162045999006 Epoch 0: val loss 0.6765059232711792 Epoch 1: train loss 0.6802891276099465 Epoch 1: val loss 0.6628910303115845 Epoch 2: train loss 0.6529480977491899 Epoch 2: val loss 0.6538528800010681 Epoch 3: train loss 0.6455466964028098 Epoch 3: val loss 0.6486028432846069 Epoch 4: train loss 0.6482018286531622 Epoch 4: val loss 0.6458320021629333 Epoch 5: train loss 0.6345786669037559 Epoch 5: val loss 0.6436535716056824 Epoch 6: train loss 0.6254215782338922 Epoch 6: val loss 0.6372765898704529 Epoch 7: train loss 0.6049254455349662 Epoch 7: val loss 0.637589693069458 Epoch 8: train loss 0.6042931025678461 Epoch 8: val loss 0.6420937776565552 Epoch 9: train loss 0.6129608912901445 Epoch 9: val loss 0.6352580189704895 Epoch 10: train loss 0.591578025709499 Epoch 10: val loss 0.6359345316886902 Epoch 11: train loss 0.600817550312389 Epoch 11: val loss 0.6347407102584839 Epoch 12: train loss 0.5941451354460283 Epoch 12: val loss 0.6374853849411011 Epoch 13: train loss 0.5836685408245433 Epoch 13: val loss 0.6332360506057739 Epoch 14: train loss 0.5626482936468992 Epoch 14: val loss 0.6298556923866272 Epoch 15: train loss 0.5813621743158861 Epoch 15: val loss 0.6324098706245422 Epoch 16: train loss 0.5646139545874163 Epoch 16: val loss 0.6374940276145935 Epoch 17: train loss 0.5498324063691226 Epoch 17: val loss 0.6354599595069885 Epoch 18: train loss 0.5553793636235324 Epoch 18: val loss 0.6474171876907349 Epoch 19: train loss 0.5504846437410875 Epoch 19: val loss 0.6419774889945984 Epoch 20: train loss 0.5387804047627882 Epoch 20: val loss 0.6501161456108093 Epoch 21: train loss 0.5437473979863253 Epoch 21: val loss 0.6330612897872925 Epoch 22: train loss 0.49998765912922943 Epoch 22: val loss 0.6341007351875305 Epoch 23: train loss 0.541801317171617 Epoch 23: val loss 0.6410650014877319 Epoch 24: train loss 0.486436591906981 Epoch 24: val loss 0.6422642469406128
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7093751322139393 Epoch 0: val loss 0.6848413348197937 Epoch 1: train loss 0.6641718420115384 Epoch 1: val loss 0.6794722676277161 Epoch 2: train loss 0.6508348692547191 Epoch 2: val loss 0.6755344271659851 Epoch 3: train loss 0.6572095209901984 Epoch 3: val loss 0.6712244153022766 Epoch 4: train loss 0.638102341781963 Epoch 4: val loss 0.6623582243919373 Epoch 5: train loss 0.6206319277936762 Epoch 5: val loss 0.6634210348129272 Epoch 6: train loss 0.6294738758694042 Epoch 6: val loss 0.6717086434364319 Epoch 7: train loss 0.6204182613979686 Epoch 7: val loss 0.663151741027832 Epoch 8: train loss 0.5955015041611411 Epoch 8: val loss 0.6621502041816711 Epoch 9: train loss 0.5909695354374972 Epoch 9: val loss 0.6599239110946655 Epoch 10: train loss 0.5921903198415582 Epoch 10: val loss 0.6776073575019836 Epoch 11: train loss 0.5940941138701006 Epoch 11: val loss 0.6689825057983398 Epoch 12: train loss 0.5863208689472892 Epoch 12: val loss 0.6747278571128845 Epoch 13: train loss 0.5627433495088057 Epoch 13: val loss 0.6810769438743591 Epoch 14: train loss 0.5559598857706244 Epoch 14: val loss 0.6815380454063416 Epoch 15: train loss 0.5473112301392988 Epoch 15: val loss 0.6953328251838684 Epoch 16: train loss 0.5610244138674303 Epoch 16: val loss 0.6844991445541382 Epoch 17: train loss 0.555647226897153 Epoch 17: val loss 0.6879199147224426 Epoch 18: train loss 0.5329443297602914 Epoch 18: val loss 0.6866780519485474 Epoch 19: train loss 0.5349554798819802 Epoch 19: val loss 0.6670873165130615 Epoch 20: train loss 0.5200976214625619 Epoch 20: val loss 0.6836731433868408 Epoch 21: train loss 0.5353960963812742 Epoch 21: val loss 0.6719179153442383 Epoch 22: train loss 0.5353562073274092 Epoch 22: val loss 0.6868672966957092 Epoch 23: train loss 0.5082151700149883 Epoch 23: val loss 0.6722670793533325 Epoch 24: train loss 0.4930791665207256 Epoch 24: val loss 0.685797929763794
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983796119689941 Epoch 0: val loss 0.6885823011398315 Epoch 1: train loss 0.6631034334500631 Epoch 1: val loss 0.6823835968971252 Epoch 2: train loss 0.6529675086339315 Epoch 2: val loss 0.672791600227356 Epoch 3: train loss 0.6399194200833639 Epoch 3: val loss 0.6756295561790466 Epoch 4: train loss 0.6264458298683167 Epoch 4: val loss 0.6813809871673584 Epoch 5: train loss 0.6218420545260112 Epoch 5: val loss 0.6790881156921387 Epoch 6: train loss 0.6214230577150981 Epoch 6: val loss 0.6886556148529053 Epoch 7: train loss 0.6255643606185913 Epoch 7: val loss 0.6931829452514648 Epoch 8: train loss 0.5975470582644145 Epoch 8: val loss 0.6833290457725525 Epoch 9: train loss 0.6051711579163869 Epoch 9: val loss 0.6743625998497009 Epoch 10: train loss 0.5980823576450348 Epoch 10: val loss 0.6863499879837036 Epoch 11: train loss 0.5992185314496358 Epoch 11: val loss 0.6790317296981812 Epoch 12: train loss 0.5855989813804626 Epoch 12: val loss 0.6687852740287781 Epoch 13: train loss 0.5914583802223206 Epoch 13: val loss 0.6755179762840271 Epoch 14: train loss 0.561765189965566 Epoch 14: val loss 0.6708470582962036 Epoch 15: train loss 0.5511615713437398 Epoch 15: val loss 0.6780263185501099 Epoch 16: train loss 0.5847137073675791 Epoch 16: val loss 0.6680270433425903 Epoch 17: train loss 0.5435652136802673 Epoch 17: val loss 0.6474320292472839 Epoch 18: train loss 0.5502208054065705 Epoch 18: val loss 0.6433683633804321 Epoch 19: train loss 0.5498069683710735 Epoch 19: val loss 0.6586228609085083 Epoch 20: train loss 0.5388139963150025 Epoch 20: val loss 0.666377604007721 Epoch 21: train loss 0.5271969656149547 Epoch 21: val loss 0.6604166030883789
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6898847818374634 Epoch 0: val loss 0.6845428943634033 Epoch 1: train loss 0.6688980414317205 Epoch 1: val loss 0.6809288859367371 Epoch 2: train loss 0.6321116135670588 Epoch 2: val loss 0.6821097135543823 Epoch 3: train loss 0.6393436881212088 Epoch 3: val loss 0.6821230053901672 Epoch 4: train loss 0.6283272963303786 Epoch 4: val loss 0.684000551700592 Epoch 5: train loss 0.6197228156603299 Epoch 5: val loss 0.6776610016822815 Epoch 6: train loss 0.626130413550597 Epoch 6: val loss 0.6725621819496155 Epoch 7: train loss 0.6111731987733108 Epoch 7: val loss 0.6677922010421753 Epoch 8: train loss 0.6009727074549749 Epoch 8: val loss 0.667275071144104 Epoch 9: train loss 0.5999502906432519 Epoch 9: val loss 0.6689348220825195 Epoch 10: train loss 0.5831688504952651 Epoch 10: val loss 0.6625670194625854 Epoch 11: train loss 0.5713022649288177 Epoch 11: val loss 0.6669902801513672 Epoch 12: train loss 0.569157022696275 Epoch 12: val loss 0.6729074716567993 Epoch 13: train loss 0.5660787385243636 Epoch 13: val loss 0.6768056154251099 Epoch 14: train loss 0.5652602085700402 Epoch 14: val loss 0.6704896092414856 Epoch 15: train loss 0.557670384645462 Epoch 15: val loss 0.6689482927322388 Epoch 16: train loss 0.5485639916016505 Epoch 16: val loss 0.6761294603347778 Epoch 17: train loss 0.5386419938160822 Epoch 17: val loss 0.6859766244888306 Epoch 18: train loss 0.5274828030512884 Epoch 18: val loss 0.6803832650184631 Epoch 19: train loss 0.5297886889714462 Epoch 19: val loss 0.6786991357803345 Epoch 20: train loss 0.5453894849006946 Epoch 20: val loss 0.6698617935180664 Epoch 21: train loss 0.5214280211008512 Epoch 21: val loss 0.6596792340278625 Epoch 22: train loss 0.5061629231159503 Epoch 22: val loss 0.6648887395858765 Epoch 23: train loss 0.5377214848995209 Epoch 23: val loss 0.6807565093040466 Epoch 24: train loss 0.5021873460366175 Epoch 24: val loss 0.6759849190711975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6847152297313397 Epoch 0: val loss 0.672957718372345 Epoch 1: train loss 0.6724454210354731 Epoch 1: val loss 0.673342764377594 Epoch 2: train loss 0.661978501539964 Epoch 2: val loss 0.6683996915817261 Epoch 3: train loss 0.6311298196132367 Epoch 3: val loss 0.6669486165046692 Epoch 4: train loss 0.6310260250018194 Epoch 4: val loss 0.6666027903556824 Epoch 5: train loss 0.6329307097655076 Epoch 5: val loss 0.668209433555603 Epoch 6: train loss 0.6079095281087435 Epoch 6: val loss 0.6688215136528015 Epoch 7: train loss 0.6071171806408808 Epoch 7: val loss 0.6737753748893738 Epoch 8: train loss 0.580798286658067 Epoch 8: val loss 0.6762961745262146 Epoch 9: train loss 0.6035620019986079 Epoch 9: val loss 0.6768048405647278 Epoch 10: train loss 0.5763038717783414 Epoch 10: val loss 0.68112713098526 Epoch 11: train loss 0.58131032035901 Epoch 11: val loss 0.6789131760597229 Epoch 12: train loss 0.5656515726676354 Epoch 12: val loss 0.6831062436103821 Epoch 13: train loss 0.5718809503775376 Epoch 13: val loss 0.677965521812439 Epoch 14: train loss 0.5657656834675715 Epoch 14: val loss 0.6864020228385925 Epoch 15: train loss 0.5515771026794727 Epoch 15: val loss 0.6845992803573608 Epoch 16: train loss 0.5625883386685298 Epoch 16: val loss 0.6715726852416992 Epoch 17: train loss 0.5571383352463062 Epoch 17: val loss 0.6728740930557251 Epoch 18: train loss 0.5431559544343215 Epoch 18: val loss 0.6712062358856201 Epoch 19: train loss 0.535730439883012 Epoch 19: val loss 0.6782040596008301 Epoch 20: train loss 0.5389357851101801 Epoch 20: val loss 0.6839678287506104 Epoch 21: train loss 0.507209062576294 Epoch 21: val loss 0.6830481886863708 Epoch 22: train loss 0.5281482636928558 Epoch 22: val loss 0.687133252620697 Epoch 23: train loss 0.527555777476384 Epoch 23: val loss 0.7067473530769348 Epoch 24: train loss 0.5080963694132291 Epoch 24: val loss 0.7070130705833435
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012326167179987 Epoch 0: val loss 0.688854455947876 Epoch 1: train loss 0.670159229865441 Epoch 1: val loss 0.6827182173728943 Epoch 2: train loss 0.6673926160885737 Epoch 2: val loss 0.6766514182090759 Epoch 3: train loss 0.6593155585802518 Epoch 3: val loss 0.6701646447181702 Epoch 4: train loss 0.6424717628038846 Epoch 4: val loss 0.6582605838775635 Epoch 5: train loss 0.6313798290032607 Epoch 5: val loss 0.6500014662742615 Epoch 6: train loss 0.6226928279950068 Epoch 6: val loss 0.6406677961349487 Epoch 7: train loss 0.6246403318185073 Epoch 7: val loss 0.633014440536499 Epoch 8: train loss 0.6085413556832534 Epoch 8: val loss 0.6348119974136353 Epoch 9: train loss 0.5904393929701585 Epoch 9: val loss 0.6311224102973938 Epoch 10: train loss 0.592668354511261 Epoch 10: val loss 0.6335559487342834 Epoch 11: train loss 0.5861499034441434 Epoch 11: val loss 0.6417604684829712 Epoch 12: train loss 0.5713771765048687 Epoch 12: val loss 0.6353505253791809 Epoch 13: train loss 0.5604968942128695 Epoch 13: val loss 0.6341871619224548 Epoch 14: train loss 0.5451238545087668 Epoch 14: val loss 0.6497231721878052 Epoch 15: train loss 0.5516913281037257 Epoch 15: val loss 0.6467775106430054 Epoch 16: train loss 0.5534412471147684 Epoch 16: val loss 0.6342429518699646 Epoch 17: train loss 0.5354422743503864 Epoch 17: val loss 0.6200199723243713 Epoch 18: train loss 0.5290151353065784 Epoch 18: val loss 0.641463577747345 Epoch 19: train loss 0.5495448158337519 Epoch 19: val loss 0.6489415168762207 Epoch 20: train loss 0.5158747457540952 Epoch 20: val loss 0.6316192150115967 Epoch 21: train loss 0.5351630197121546 Epoch 21: val loss 0.6431748867034912 Epoch 22: train loss 0.5134615279161013 Epoch 22: val loss 0.6439347863197327 Epoch 23: train loss 0.5003575361691989 Epoch 23: val loss 0.6383861303329468 Epoch 24: train loss 0.5149375246121333 Epoch 24: val loss 0.6389219164848328
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6772972437051626 Epoch 0: val loss 0.6827909350395203 Epoch 1: train loss 0.6569236425253061 Epoch 1: val loss 0.6771984696388245 Epoch 2: train loss 0.632083521439479 Epoch 2: val loss 0.6693320870399475 Epoch 3: train loss 0.6253121128449073 Epoch 3: val loss 0.6613353490829468 Epoch 4: train loss 0.6259405796344464 Epoch 4: val loss 0.657552182674408 Epoch 5: train loss 0.6147403396092929 Epoch 5: val loss 0.657187283039093 Epoch 6: train loss 0.5981181539022006 Epoch 6: val loss 0.6523798704147339 Epoch 7: train loss 0.6041053579403803 Epoch 7: val loss 0.6502538919448853 Epoch 8: train loss 0.5775416768514193 Epoch 8: val loss 0.6493563652038574 Epoch 9: train loss 0.5936465240441836 Epoch 9: val loss 0.6499136686325073 Epoch 10: train loss 0.5938420387414786 Epoch 10: val loss 0.6492319107055664 Epoch 11: train loss 0.5850045153727899 Epoch 11: val loss 0.648867130279541 Epoch 12: train loss 0.5689948774301089 Epoch 12: val loss 0.6506804823875427 Epoch 13: train loss 0.5628877924038813 Epoch 13: val loss 0.6510303020477295 Epoch 14: train loss 0.5365769083683307 Epoch 14: val loss 0.6500516533851624 Epoch 15: train loss 0.5529263271735265 Epoch 15: val loss 0.6480891108512878 Epoch 16: train loss 0.542138390816175 Epoch 16: val loss 0.6505699157714844 Epoch 17: train loss 0.5562138649133536 Epoch 17: val loss 0.6492324471473694 Epoch 18: train loss 0.5201782332016871 Epoch 18: val loss 0.6603150963783264 Epoch 19: train loss 0.5365371199754568 Epoch 19: val loss 0.6585764288902283 Epoch 20: train loss 0.4915513052390172 Epoch 20: val loss 0.6571752429008484 Epoch 21: train loss 0.5319602695795206 Epoch 21: val loss 0.6613935232162476 Epoch 22: train loss 0.5154497829767374 Epoch 22: val loss 0.6636285781860352 Epoch 23: train loss 0.5004100937109727 Epoch 23: val loss 0.6688286662101746 Epoch 24: train loss 0.5146792485163763 Epoch 24: val loss 0.6779217720031738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7155953400275287 Epoch 0: val loss 0.6871095895767212 Epoch 1: train loss 0.6698232538559857 Epoch 1: val loss 0.6882579922676086 Epoch 2: train loss 0.6630023191956913 Epoch 2: val loss 0.6820276975631714 Epoch 3: train loss 0.6527961983400232 Epoch 3: val loss 0.672917902469635 Epoch 4: train loss 0.6422836535117206 Epoch 4: val loss 0.6717756390571594 Epoch 5: train loss 0.6270843954647288 Epoch 5: val loss 0.6654884815216064 Epoch 6: train loss 0.6089763150495642 Epoch 6: val loss 0.661845326423645 Epoch 7: train loss 0.6133992075920105 Epoch 7: val loss 0.6573806405067444 Epoch 8: train loss 0.5959488241111531 Epoch 8: val loss 0.6563917994499207 Epoch 9: train loss 0.6028855793616351 Epoch 9: val loss 0.6435883641242981 Epoch 10: train loss 0.5855437780127806 Epoch 10: val loss 0.6463148593902588 Epoch 11: train loss 0.5742118814412285 Epoch 11: val loss 0.6561100482940674 Epoch 12: train loss 0.5878754521117491 Epoch 12: val loss 0.6506571769714355 Epoch 13: train loss 0.5841910278095919 Epoch 13: val loss 0.6552327871322632 Epoch 14: train loss 0.5781311497968786 Epoch 14: val loss 0.6619690656661987 Epoch 15: train loss 0.5776944072807536 Epoch 15: val loss 0.6684160232543945 Epoch 16: train loss 0.567251873366973 Epoch 16: val loss 0.6652942895889282 Epoch 17: train loss 0.5742115693933824 Epoch 17: val loss 0.6732469797134399 Epoch 18: train loss 0.5502468855941997 Epoch 18: val loss 0.6683714389801025 Epoch 19: train loss 0.5514655165812549 Epoch 19: val loss 0.6765917539596558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6944482177495956 Epoch 0: val loss 0.7008330225944519 Epoch 1: train loss 0.6914513856172562 Epoch 1: val loss 0.6961091756820679 Epoch 2: train loss 0.669672871629397 Epoch 2: val loss 0.6976381540298462 Epoch 3: train loss 0.6599274426698685 Epoch 3: val loss 0.6875600814819336 Epoch 4: train loss 0.6475588430960973 Epoch 4: val loss 0.6905967593193054 Epoch 5: train loss 0.6380041092634201 Epoch 5: val loss 0.6875516772270203 Epoch 6: train loss 0.6283235649267832 Epoch 6: val loss 0.6828814148902893 Epoch 7: train loss 0.6218137443065643 Epoch 7: val loss 0.699355959892273 Epoch 8: train loss 0.6156101822853088 Epoch 8: val loss 0.6975022554397583 Epoch 9: train loss 0.6132234533627828 Epoch 9: val loss 0.6908777356147766 Epoch 10: train loss 0.6041039973497391 Epoch 10: val loss 0.7088282704353333 Epoch 11: train loss 0.5899854103724161 Epoch 11: val loss 0.7239522337913513 Epoch 12: train loss 0.5945266534884771 Epoch 12: val loss 0.7155943512916565 Epoch 13: train loss 0.6006782799959183 Epoch 13: val loss 0.7358360290527344 Epoch 14: train loss 0.5801267325878143 Epoch 14: val loss 0.7382054924964905 Epoch 15: train loss 0.5731334487597147 Epoch 15: val loss 0.7397454380989075 Epoch 16: train loss 0.5722606976826986 Epoch 16: val loss 0.7456305027008057 Epoch 17: train loss 0.56039430697759 Epoch 17: val loss 0.7576896548271179 Epoch 18: train loss 0.5760565549135208 Epoch 18: val loss 0.7550370693206787 Epoch 19: train loss 0.5607022891441981 Epoch 19: val loss 0.7525011897087097 Epoch 20: train loss 0.5483138884107271 Epoch 20: val loss 0.7661518454551697 Epoch 21: train loss 0.5544827083746592 Epoch 21: val loss 0.7807058691978455 Epoch 22: train loss 0.5412271271149317 Epoch 22: val loss 0.7980455160140991 Epoch 23: train loss 0.5633786271015803 Epoch 23: val loss 0.8083793520927429 Epoch 24: train loss 0.5345585073033968 Epoch 24: val loss 0.8037471175193787
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971628367900848 Epoch 0: val loss 0.6920651197433472 Epoch 1: train loss 0.6691080977519354 Epoch 1: val loss 0.695633053779602 Epoch 2: train loss 0.6543073405822118 Epoch 2: val loss 0.6999745965003967 Epoch 3: train loss 0.6546142200628916 Epoch 3: val loss 0.7160678505897522 Epoch 4: train loss 0.6291082054376602 Epoch 4: val loss 0.7222756147384644 Epoch 5: train loss 0.6367115527391434 Epoch 5: val loss 0.7318333387374878 Epoch 6: train loss 0.6306592325369517 Epoch 6: val loss 0.7293451428413391 Epoch 7: train loss 0.6360951960086823 Epoch 7: val loss 0.7232823967933655 Epoch 8: train loss 0.6210361272096634 Epoch 8: val loss 0.7291929721832275 Epoch 9: train loss 0.6276601503292719 Epoch 9: val loss 0.7277685403823853 Epoch 10: train loss 0.6017093857129415 Epoch 10: val loss 0.7272895574569702 Epoch 11: train loss 0.5971744159857432 Epoch 11: val loss 0.7358880639076233 Epoch 12: train loss 0.6092837204535803 Epoch 12: val loss 0.7380521297454834 Epoch 13: train loss 0.6004295448462168 Epoch 13: val loss 0.7426904439926147 Epoch 14: train loss 0.5848751862843832 Epoch 14: val loss 0.7340713739395142 Epoch 15: train loss 0.5947116166353226 Epoch 15: val loss 0.7365525364875793 Epoch 16: train loss 0.5872572412093481 Epoch 16: val loss 0.7426237463951111 Epoch 17: train loss 0.5867911924918493 Epoch 17: val loss 0.7432112097740173 Epoch 18: train loss 0.5828440437714258 Epoch 18: val loss 0.7393922209739685 Epoch 19: train loss 0.5818937172492346 Epoch 19: val loss 0.7346851229667664 Epoch 20: train loss 0.5582667589187622 Epoch 20: val loss 0.7358042001724243 Epoch 21: train loss 0.5542846669753393 Epoch 21: val loss 0.7541628479957581 Epoch 22: train loss 0.5350262199838957 Epoch 22: val loss 0.7617139220237732 Epoch 23: train loss 0.552965447306633 Epoch 23: val loss 0.750299334526062 Epoch 24: train loss 0.5646552617351214 Epoch 24: val loss 0.7654209733009338
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973003347714742 Epoch 0: val loss 0.6903180480003357 Epoch 1: train loss 0.6873234113057455 Epoch 1: val loss 0.6859402656555176 Epoch 2: train loss 0.6621866524219513 Epoch 2: val loss 0.6830031275749207 Epoch 3: train loss 0.6598725567261378 Epoch 3: val loss 0.6791836023330688 Epoch 4: train loss 0.6433650602897009 Epoch 4: val loss 0.6766762733459473 Epoch 5: train loss 0.6480459074179331 Epoch 5: val loss 0.6755127906799316 Epoch 6: train loss 0.636842335263888 Epoch 6: val loss 0.6715653538703918 Epoch 7: train loss 0.6428865442673365 Epoch 7: val loss 0.6696577668190002 Epoch 8: train loss 0.6341680685679117 Epoch 8: val loss 0.6715463399887085 Epoch 9: train loss 0.6220038632551829 Epoch 9: val loss 0.6779152154922485 Epoch 10: train loss 0.624954417347908 Epoch 10: val loss 0.674980103969574 Epoch 11: train loss 0.6072477698326111 Epoch 11: val loss 0.6759597659111023 Epoch 12: train loss 0.6074326435724894 Epoch 12: val loss 0.6799418926239014 Epoch 13: train loss 0.6061561952034632 Epoch 13: val loss 0.684690535068512 Epoch 14: train loss 0.606276569267114 Epoch 14: val loss 0.680559515953064 Epoch 15: train loss 0.607413132985433 Epoch 15: val loss 0.683134913444519 Epoch 16: train loss 0.6248130251963934 Epoch 16: val loss 0.677685022354126 Epoch 17: train loss 0.603556955854098 Epoch 17: val loss 0.6764969229698181 Epoch 18: train loss 0.599631001551946 Epoch 18: val loss 0.6787994503974915 Epoch 19: train loss 0.590984950462977 Epoch 19: val loss 0.6936574578285217 Epoch 20: train loss 0.5885402907927831 Epoch 20: val loss 0.6935709118843079 Epoch 21: train loss 0.5815249010920525 Epoch 21: val loss 0.6927503347396851 Epoch 22: train loss 0.5660498216748238 Epoch 22: val loss 0.6906955242156982 Epoch 23: train loss 0.571768268942833 Epoch 23: val loss 0.6989463567733765 Epoch 24: train loss 0.5856764862934748 Epoch 24: val loss 0.6880201697349548
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035229255755743 Epoch 0: val loss 0.7001860737800598 Epoch 1: train loss 0.6775815635919571 Epoch 1: val loss 0.7059320211410522 Epoch 2: train loss 0.6686785171429316 Epoch 2: val loss 0.713901698589325 Epoch 3: train loss 0.6560090134541193 Epoch 3: val loss 0.7099503874778748 Epoch 4: train loss 0.6433848192294439 Epoch 4: val loss 0.7311298251152039 Epoch 5: train loss 0.6413218279679617 Epoch 5: val loss 0.7283436059951782 Epoch 6: train loss 0.6363659203052521 Epoch 6: val loss 0.716380774974823 Epoch 7: train loss 0.6220186551411947 Epoch 7: val loss 0.7284038662910461 Epoch 8: train loss 0.6184151520331701 Epoch 8: val loss 0.7314335107803345 Epoch 9: train loss 0.6122596313556036 Epoch 9: val loss 0.7354509830474854 Epoch 10: train loss 0.6099851951003075 Epoch 10: val loss 0.729373037815094 Epoch 11: train loss 0.5995684067408243 Epoch 11: val loss 0.7409290075302124 Epoch 12: train loss 0.6131669034560522 Epoch 12: val loss 0.729864239692688 Epoch 13: train loss 0.6034610420465469 Epoch 13: val loss 0.7367515563964844 Epoch 14: train loss 0.6003564844528834 Epoch 14: val loss 0.7292944192886353 Epoch 15: train loss 0.6017388006051382 Epoch 15: val loss 0.7214113473892212 Epoch 16: train loss 0.5772494872411092 Epoch 16: val loss 0.738271176815033 Epoch 17: train loss 0.600325733423233 Epoch 17: val loss 0.7402749061584473 Epoch 18: train loss 0.5924826264381409 Epoch 18: val loss 0.7454139590263367 Epoch 19: train loss 0.5837329402565956 Epoch 19: val loss 0.7344801425933838 Epoch 20: train loss 0.5841153537233671 Epoch 20: val loss 0.7404878735542297 Epoch 21: train loss 0.5760575085878372 Epoch 21: val loss 0.7533470988273621 Epoch 22: train loss 0.5727234159906706 Epoch 22: val loss 0.7565813660621643 Epoch 23: train loss 0.5704309691985449 Epoch 23: val loss 0.7490508556365967 Epoch 24: train loss 0.556170736749967 Epoch 24: val loss 0.7534463405609131
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.698198925703764 Epoch 0: val loss 0.6866207718849182 Epoch 1: train loss 0.6839929819107056 Epoch 1: val loss 0.6750165820121765 Epoch 2: train loss 0.6660542078316212 Epoch 2: val loss 0.6704311370849609 Epoch 3: train loss 0.6667328588664532 Epoch 3: val loss 0.6679449677467346 Epoch 4: train loss 0.674981739372015 Epoch 4: val loss 0.6627660989761353 Epoch 5: train loss 0.6570801772177219 Epoch 5: val loss 0.6661239862442017 Epoch 6: train loss 0.6533643640577793 Epoch 6: val loss 0.6576233506202698 Epoch 7: train loss 0.6486959494650364 Epoch 7: val loss 0.6623021960258484 Epoch 8: train loss 0.6513223052024841 Epoch 8: val loss 0.6628383994102478 Epoch 9: train loss 0.620768841356039 Epoch 9: val loss 0.6617705225944519 Epoch 10: train loss 0.6364858858287334 Epoch 10: val loss 0.667445719242096 Epoch 11: train loss 0.6210019774734974 Epoch 11: val loss 0.6673821806907654 Epoch 12: train loss 0.623542632907629 Epoch 12: val loss 0.6685320138931274
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
subjs_test_stats
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-1-db57cf2a24e2> in <module>() ----> 1 subjs_test_stats NameError: name 'subjs_test_stats' is not defined
running_time
157.6341691017151
f1_list = [int(x) for x in np.linspace(start=9, stop= 15, num = 7)]
D_list = [x for x in range (1,6)]
search_grid = {'resample_to': [369],
'D': D_list,
'F1': f1_list,
'dropoutRate1': [0.52],
'dropoutRate2': [0.36],
'lr': [0.00066],
'norm_rate': [0.275]
}
from sklearn.model_selection import ParameterGrid
params_list = list(ParameterGrid(search_grid))
experiment_res_dir = './res/'
subj_tests_stats_all = {}
params_index = 0
start_grid = time()
for params in params_list:
subjs_test_stats_grid = {}
for train_subject in all_subjects:
path_to_subj = prepare_dirs(experiment_res_dir, train_subject)
x = subjects[train_subject][0]
x = x.transpose(0, 2, 1)[:, np.newaxis, :, :]
y=subjects[train_subject][1]
test_stats, model = cv_per_subj_val(x, y, params, path_to_subj,test_on_last_block=True, plot_fold_history=True)
subjs_test_stats_grid[train_subject] = test_stats
subj_tests_stats_all[params_index] = subjs_test_stats_grid
params_index += 1
print (params_index)
end_grid = time()
running_time_grid = end_grid - start_grid
Epoch 0: train loss 0.6715642980166844 Epoch 0: val loss 0.6928219199180603 Epoch 1: train loss 0.6705542547362191 Epoch 1: val loss 0.674240231513977 Epoch 2: train loss 0.6701717291559491 Epoch 2: val loss 0.6543846130371094 Epoch 3: train loss 0.6463924050331116 Epoch 3: val loss 0.6314519643783569 Epoch 4: train loss 0.6079713446753365 Epoch 4: val loss 0.6164222359657288 Epoch 5: train loss 0.6063820804868426 Epoch 5: val loss 0.5973367691040039 Epoch 6: train loss 0.6219964368002755 Epoch 6: val loss 0.5901148319244385 Epoch 7: train loss 0.612184464931488 Epoch 7: val loss 0.5815602540969849 Epoch 8: train loss 0.6180401529584613 Epoch 8: val loss 0.5710257291793823 Epoch 9: train loss 0.5997190220015389 Epoch 9: val loss 0.585863471031189 Epoch 10: train loss 0.5669413123811994 Epoch 10: val loss 0.5796632170677185 Epoch 11: train loss 0.5837877988815308 Epoch 11: val loss 0.5554513335227966 Epoch 12: train loss 0.5423993425709861 Epoch 12: val loss 0.5486589074134827 Epoch 13: train loss 0.5722302113260541 Epoch 13: val loss 0.552062451839447 Epoch 14: train loss 0.5416759635720935 Epoch 14: val loss 0.5572354197502136 Epoch 15: train loss 0.5586699885981423 Epoch 15: val loss 0.5664275884628296 Epoch 16: train loss 0.5445415803364345 Epoch 16: val loss 0.5743698477745056 Epoch 17: train loss 0.5867940187454224 Epoch 17: val loss 0.5723559856414795 Epoch 18: train loss 0.5209656315190452 Epoch 18: val loss 0.5712056159973145 Epoch 19: train loss 0.5744568364960807 Epoch 19: val loss 0.5800946950912476 Epoch 20: train loss 0.5806652435234615 Epoch 20: val loss 0.5950448513031006 Epoch 21: train loss 0.5984036113534655 Epoch 21: val loss 0.5895622372627258 Epoch 22: train loss 0.5643349758216313 Epoch 22: val loss 0.5708938241004944 Epoch 23: train loss 0.5647242196968624 Epoch 23: val loss 0.5566393733024597 Epoch 24: train loss 0.5624855416161674 Epoch 24: val loss 0.54775470495224
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7161681226321629 Epoch 0: val loss 0.701287567615509 Epoch 1: train loss 0.7012851153101239 Epoch 1: val loss 0.6883065104484558 Epoch 2: train loss 0.6963419999395098 Epoch 2: val loss 0.6751147508621216 Epoch 3: train loss 0.6590280703135899 Epoch 3: val loss 0.659736156463623 Epoch 4: train loss 0.6786387733050755 Epoch 4: val loss 0.645875871181488 Epoch 5: train loss 0.637402321611132 Epoch 5: val loss 0.6366515755653381 Epoch 6: train loss 0.6350091780935015 Epoch 6: val loss 0.6267271041870117 Epoch 7: train loss 0.6001926915986198 Epoch 7: val loss 0.6171947121620178 Epoch 8: train loss 0.5875019942011152 Epoch 8: val loss 0.6131923794746399 Epoch 9: train loss 0.612590491771698 Epoch 9: val loss 0.6103071570396423 Epoch 10: train loss 0.6170480293887002 Epoch 10: val loss 0.6085920333862305 Epoch 11: train loss 0.5852334499359131 Epoch 11: val loss 0.603973925113678 Epoch 12: train loss 0.5562644132546016 Epoch 12: val loss 0.6019946932792664 Epoch 13: train loss 0.6018508757863726 Epoch 13: val loss 0.5991787910461426 Epoch 14: train loss 0.6040815157549722 Epoch 14: val loss 0.5990949869155884 Epoch 15: train loss 0.5785707405635289 Epoch 15: val loss 0.5969551801681519 Epoch 16: train loss 0.5625947628702436 Epoch 16: val loss 0.5989424586296082 Epoch 17: train loss 0.5621133531842913 Epoch 17: val loss 0.5960992574691772 Epoch 18: train loss 0.5805429645947048 Epoch 18: val loss 0.6024590730667114 Epoch 19: train loss 0.560452265398843 Epoch 19: val loss 0.6080248951911926 Epoch 20: train loss 0.544825839144843 Epoch 20: val loss 0.616115927696228 Epoch 21: train loss 0.5214542703969138 Epoch 21: val loss 0.619403600692749 Epoch 22: train loss 0.5621991583279201 Epoch 22: val loss 0.6168621182441711 Epoch 23: train loss 0.6451768279075623 Epoch 23: val loss 0.6068918108940125 Epoch 24: train loss 0.5869414934090206 Epoch 24: val loss 0.6030218601226807
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7215496301651001 Epoch 0: val loss 0.7089601755142212 Epoch 1: train loss 0.6889938030924115 Epoch 1: val loss 0.6950243711471558 Epoch 2: train loss 0.6669026272637504 Epoch 2: val loss 0.6818302869796753 Epoch 3: train loss 0.6439823167664664 Epoch 3: val loss 0.6662390232086182 Epoch 4: train loss 0.6853544797216143 Epoch 4: val loss 0.6488272547721863 Epoch 5: train loss 0.645276061126164 Epoch 5: val loss 0.6374397873878479 Epoch 6: train loss 0.6165140015738351 Epoch 6: val loss 0.6242775321006775 Epoch 7: train loss 0.6047137039048331 Epoch 7: val loss 0.6138905882835388 Epoch 8: train loss 0.5915160093988691 Epoch 8: val loss 0.6019322276115417 Epoch 9: train loss 0.6044481907572065 Epoch 9: val loss 0.5974265933036804 Epoch 10: train loss 0.5470473510878426 Epoch 10: val loss 0.595832347869873 Epoch 11: train loss 0.5984078177383968 Epoch 11: val loss 0.5947847962379456 Epoch 12: train loss 0.5568753225462777 Epoch 12: val loss 0.5959655046463013 Epoch 13: train loss 0.5533498866217477 Epoch 13: val loss 0.5979648232460022 Epoch 14: train loss 0.5950216778687069 Epoch 14: val loss 0.5995094776153564 Epoch 15: train loss 0.5641294462340218 Epoch 15: val loss 0.6007103323936462 Epoch 16: train loss 0.5351525800568717 Epoch 16: val loss 0.6006554365158081 Epoch 17: train loss 0.5362184984343392 Epoch 17: val loss 0.6021566390991211 Epoch 18: train loss 0.5406815026487622 Epoch 18: val loss 0.6023834943771362 Epoch 19: train loss 0.5185949546950204 Epoch 19: val loss 0.6032992601394653 Epoch 20: train loss 0.5124561062880925 Epoch 20: val loss 0.6078791618347168 Epoch 21: train loss 0.5246328370911735 Epoch 21: val loss 0.613617479801178 Epoch 22: train loss 0.5187411436012813 Epoch 22: val loss 0.6131135821342468 Epoch 23: train loss 0.512135135275977 Epoch 23: val loss 0.6137229800224304 Epoch 24: train loss 0.6279764771461487 Epoch 24: val loss 0.6156291365623474
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925899641854423 Epoch 0: val loss 0.6859037280082703 Epoch 1: train loss 0.6580914429255894 Epoch 1: val loss 0.6756787896156311 Epoch 2: train loss 0.646507740020752 Epoch 2: val loss 0.6652714610099792 Epoch 3: train loss 0.6597482647214618 Epoch 3: val loss 0.6534170508384705 Epoch 4: train loss 0.6341134990964618 Epoch 4: val loss 0.64519202709198 Epoch 5: train loss 0.6013632331575666 Epoch 5: val loss 0.6358400583267212 Epoch 6: train loss 0.6199805395943778 Epoch 6: val loss 0.6275656223297119 Epoch 7: train loss 0.591161813054766 Epoch 7: val loss 0.6231477856636047 Epoch 8: train loss 0.5995940566062927 Epoch 8: val loss 0.61635422706604 Epoch 9: train loss 0.5762082806655339 Epoch 9: val loss 0.6111354827880859 Epoch 10: train loss 0.5945536323956081 Epoch 10: val loss 0.6073857545852661 Epoch 11: train loss 0.5592281350067684 Epoch 11: val loss 0.6033686399459839 Epoch 12: train loss 0.5559146063668388 Epoch 12: val loss 0.6027696132659912 Epoch 13: train loss 0.5937318333557674 Epoch 13: val loss 0.6032614707946777 Epoch 14: train loss 0.5694811940193176 Epoch 14: val loss 0.6013914942741394 Epoch 15: train loss 0.6208419586930957 Epoch 15: val loss 0.5983809232711792 Epoch 16: train loss 0.5845959527151925 Epoch 16: val loss 0.597998857498169 Epoch 17: train loss 0.5428755581378937 Epoch 17: val loss 0.5965712070465088 Epoch 18: train loss 0.5474284248692649 Epoch 18: val loss 0.5955135226249695 Epoch 19: train loss 0.5488146458353315 Epoch 19: val loss 0.5914111137390137 Epoch 20: train loss 0.5650747460978371 Epoch 20: val loss 0.5933457612991333 Epoch 21: train loss 0.5513074483190264 Epoch 21: val loss 0.591745138168335 Epoch 22: train loss 0.5236807380403791 Epoch 22: val loss 0.5881955027580261 Epoch 23: train loss 0.523570933512279 Epoch 23: val loss 0.5883394479751587 Epoch 24: train loss 0.5472377070358821 Epoch 24: val loss 0.5878168344497681
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846602890226576 Epoch 0: val loss 0.6260190606117249 Epoch 1: train loss 0.6248641146553887 Epoch 1: val loss 0.6180055141448975 Epoch 2: train loss 0.619761221938663 Epoch 2: val loss 0.6173037886619568 Epoch 3: train loss 0.5933655301729838 Epoch 3: val loss 0.618974506855011 Epoch 4: train loss 0.5973031487729814 Epoch 4: val loss 0.6163362264633179 Epoch 5: train loss 0.573019865486357 Epoch 5: val loss 0.6145980358123779 Epoch 6: train loss 0.5635498099856906 Epoch 6: val loss 0.6113642454147339 Epoch 7: train loss 0.5972888900174035 Epoch 7: val loss 0.6087958812713623 Epoch 8: train loss 0.5769046280119154 Epoch 8: val loss 0.6080853343009949 Epoch 9: train loss 0.5998044775591956 Epoch 9: val loss 0.6068524122238159 Epoch 10: train loss 0.5841925773355696 Epoch 10: val loss 0.6130109429359436 Epoch 11: train loss 0.5784846014446683 Epoch 11: val loss 0.6152065396308899 Epoch 12: train loss 0.5522556636068556 Epoch 12: val loss 0.6275192499160767 Epoch 13: train loss 0.5563968221346537 Epoch 13: val loss 0.629492461681366 Epoch 14: train loss 0.5625432564152612 Epoch 14: val loss 0.626389741897583 Epoch 15: train loss 0.5537484751807319 Epoch 15: val loss 0.6166159510612488 Epoch 16: train loss 0.54015937116411 Epoch 16: val loss 0.6210877299308777 Epoch 17: train loss 0.540546284781562 Epoch 17: val loss 0.627122700214386
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903659105300903 Epoch 0: val loss 0.682289183139801 Epoch 1: train loss 0.6657785326242447 Epoch 1: val loss 0.6708405017852783 Epoch 2: train loss 0.663513146340847 Epoch 2: val loss 0.6602134704589844 Epoch 3: train loss 0.6478512138128281 Epoch 3: val loss 0.6488122344017029 Epoch 4: train loss 0.6255582273006439 Epoch 4: val loss 0.6363176703453064 Epoch 5: train loss 0.6148941144347191 Epoch 5: val loss 0.6227831244468689 Epoch 6: train loss 0.6009515449404716 Epoch 6: val loss 0.6068160533905029 Epoch 7: train loss 0.5811421722173691 Epoch 7: val loss 0.5921019911766052 Epoch 8: train loss 0.5698927417397499 Epoch 8: val loss 0.5780864953994751 Epoch 9: train loss 0.5794146843254566 Epoch 9: val loss 0.5664775371551514 Epoch 10: train loss 0.5622114390134811 Epoch 10: val loss 0.5572469830513 Epoch 11: train loss 0.551365215331316 Epoch 11: val loss 0.5485224723815918 Epoch 12: train loss 0.5417949222028255 Epoch 12: val loss 0.5456358194351196 Epoch 13: train loss 0.5223045349121094 Epoch 13: val loss 0.5449337959289551 Epoch 14: train loss 0.5284810326993465 Epoch 14: val loss 0.5422709584236145 Epoch 15: train loss 0.4966735690832138 Epoch 15: val loss 0.5401930212974548 Epoch 16: train loss 0.5224352441728115 Epoch 16: val loss 0.5352450609207153 Epoch 17: train loss 0.49965257942676544 Epoch 17: val loss 0.5319634675979614 Epoch 18: train loss 0.5133306533098221 Epoch 18: val loss 0.533204197883606 Epoch 19: train loss 0.5190821401774883 Epoch 19: val loss 0.5305375456809998 Epoch 20: train loss 0.49883871898055077 Epoch 20: val loss 0.5265647172927856 Epoch 21: train loss 0.47089507430791855 Epoch 21: val loss 0.5281693339347839 Epoch 22: train loss 0.4905434735119343 Epoch 22: val loss 0.5293436646461487 Epoch 23: train loss 0.48200227692723274 Epoch 23: val loss 0.5323342680931091 Epoch 24: train loss 0.47812792658805847 Epoch 24: val loss 0.527890682220459
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6792862638831139 Epoch 0: val loss 0.6744950413703918 Epoch 1: train loss 0.6676657125353813 Epoch 1: val loss 0.6540245413780212 Epoch 2: train loss 0.6237283572554588 Epoch 2: val loss 0.6322312355041504 Epoch 3: train loss 0.638474591076374 Epoch 3: val loss 0.6135181188583374 Epoch 4: train loss 0.6025583669543266 Epoch 4: val loss 0.5966918468475342 Epoch 5: train loss 0.5897352024912834 Epoch 5: val loss 0.5875400304794312 Epoch 6: train loss 0.5765696801245213 Epoch 6: val loss 0.5787094235420227 Epoch 7: train loss 0.5515628829598427 Epoch 7: val loss 0.5678136944770813 Epoch 8: train loss 0.5639772713184357 Epoch 8: val loss 0.5607924461364746 Epoch 9: train loss 0.5324009172618389 Epoch 9: val loss 0.5457377433776855 Epoch 10: train loss 0.5227209329605103 Epoch 10: val loss 0.5408167839050293 Epoch 11: train loss 0.5137429460883141 Epoch 11: val loss 0.5367749333381653 Epoch 12: train loss 0.5108357071876526 Epoch 12: val loss 0.5334179401397705 Epoch 13: train loss 0.5230003669857979 Epoch 13: val loss 0.5387341380119324 Epoch 14: train loss 0.5090306252241135 Epoch 14: val loss 0.5429935455322266 Epoch 15: train loss 0.49457092583179474 Epoch 15: val loss 0.541230320930481 Epoch 16: train loss 0.48191051557660103 Epoch 16: val loss 0.5441595911979675 Epoch 17: train loss 0.5144577994942665 Epoch 17: val loss 0.5311998724937439 Epoch 18: train loss 0.49937357008457184 Epoch 18: val loss 0.5373088121414185 Epoch 19: train loss 0.4881499372422695 Epoch 19: val loss 0.553028404712677 Epoch 20: train loss 0.49257950484752655 Epoch 20: val loss 0.5513952970504761 Epoch 21: train loss 0.47332481294870377 Epoch 21: val loss 0.5485377311706543 Epoch 22: train loss 0.4764292314648628 Epoch 22: val loss 0.5479212403297424 Epoch 23: train loss 0.4806850738823414 Epoch 23: val loss 0.5511110424995422 Epoch 24: train loss 0.476955097168684 Epoch 24: val loss 0.5629532337188721
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6810617819428444 Epoch 0: val loss 0.6720090508460999 Epoch 1: train loss 0.6550531685352325 Epoch 1: val loss 0.6589054465293884 Epoch 2: train loss 0.6424104496836662 Epoch 2: val loss 0.6449539065361023 Epoch 3: train loss 0.6067871749401093 Epoch 3: val loss 0.6330247521400452 Epoch 4: train loss 0.6025879755616188 Epoch 4: val loss 0.6213847994804382 Epoch 5: train loss 0.5805652737617493 Epoch 5: val loss 0.6099680066108704 Epoch 6: train loss 0.5722025781869888 Epoch 6: val loss 0.5968550443649292 Epoch 7: train loss 0.5493542812764645 Epoch 7: val loss 0.5865702033042908 Epoch 8: train loss 0.5276274345815182 Epoch 8: val loss 0.5772246718406677 Epoch 9: train loss 0.5250075720250607 Epoch 9: val loss 0.5692388415336609 Epoch 10: train loss 0.5097431167960167 Epoch 10: val loss 0.5612785220146179 Epoch 11: train loss 0.5230215974152088 Epoch 11: val loss 0.5614428520202637 Epoch 12: train loss 0.5064957849681377 Epoch 12: val loss 0.5631154179573059 Epoch 13: train loss 0.519886776804924 Epoch 13: val loss 0.5622963905334473 Epoch 14: train loss 0.49896444380283356 Epoch 14: val loss 0.5595813393592834 Epoch 15: train loss 0.47795241698622704 Epoch 15: val loss 0.5519620180130005 Epoch 16: train loss 0.4989882595837116 Epoch 16: val loss 0.5473933219909668 Epoch 17: train loss 0.47742583230137825 Epoch 17: val loss 0.5455557107925415 Epoch 18: train loss 0.49539728462696075 Epoch 18: val loss 0.5530892610549927 Epoch 19: train loss 0.4914756938815117 Epoch 19: val loss 0.5513433218002319 Epoch 20: train loss 0.471878994256258 Epoch 20: val loss 0.5492767095565796 Epoch 21: train loss 0.4665064588189125 Epoch 21: val loss 0.549562931060791 Epoch 22: train loss 0.4746125601232052 Epoch 22: val loss 0.5458250045776367 Epoch 23: train loss 0.45257287472486496 Epoch 23: val loss 0.5402153134346008 Epoch 24: train loss 0.47227171063423157 Epoch 24: val loss 0.5435104966163635
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7139894589781761 Epoch 0: val loss 0.6974737644195557 Epoch 1: train loss 0.6723246946930885 Epoch 1: val loss 0.670278012752533 Epoch 2: train loss 0.6440670937299728 Epoch 2: val loss 0.6462050676345825 Epoch 3: train loss 0.6380358934402466 Epoch 3: val loss 0.6225946545600891 Epoch 4: train loss 0.5995734184980392 Epoch 4: val loss 0.5992764830589294 Epoch 5: train loss 0.5848157927393913 Epoch 5: val loss 0.5800444483757019 Epoch 6: train loss 0.5858053267002106 Epoch 6: val loss 0.5641895532608032 Epoch 7: train loss 0.5809364058077335 Epoch 7: val loss 0.5537217855453491 Epoch 8: train loss 0.5535774864256382 Epoch 8: val loss 0.5439643859863281 Epoch 9: train loss 0.5353336371481419 Epoch 9: val loss 0.5390980839729309 Epoch 10: train loss 0.54569186642766 Epoch 10: val loss 0.5373964905738831 Epoch 11: train loss 0.5436334349215031 Epoch 11: val loss 0.5390654802322388 Epoch 12: train loss 0.5053429827094078 Epoch 12: val loss 0.543003261089325 Epoch 13: train loss 0.5316703394055367 Epoch 13: val loss 0.5363234281539917 Epoch 14: train loss 0.5114197470247746 Epoch 14: val loss 0.5331058502197266 Epoch 15: train loss 0.5139822438359261 Epoch 15: val loss 0.534557044506073 Epoch 16: train loss 0.5123770423233509 Epoch 16: val loss 0.5277214050292969 Epoch 17: train loss 0.5241378583014011 Epoch 17: val loss 0.5360682606697083 Epoch 18: train loss 0.50643664970994 Epoch 18: val loss 0.5396390557289124 Epoch 19: train loss 0.5255153588950634 Epoch 19: val loss 0.537298858165741 Epoch 20: train loss 0.5130303539335728 Epoch 20: val loss 0.5305567979812622 Epoch 21: train loss 0.49885420873761177 Epoch 21: val loss 0.528547465801239 Epoch 22: train loss 0.5002524387091398 Epoch 22: val loss 0.5310595631599426 Epoch 23: train loss 0.49694525077939034 Epoch 23: val loss 0.5340518355369568 Epoch 24: train loss 0.5180137492716312 Epoch 24: val loss 0.5267611742019653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.705300894650546 Epoch 0: val loss 0.682632327079773 Epoch 1: train loss 0.6791497306390242 Epoch 1: val loss 0.670293927192688 Epoch 2: train loss 0.6651227690956809 Epoch 2: val loss 0.6537078022956848 Epoch 3: train loss 0.640682112086903 Epoch 3: val loss 0.6389411091804504 Epoch 4: train loss 0.6218492442911322 Epoch 4: val loss 0.6227883100509644 Epoch 5: train loss 0.6152034835381941 Epoch 5: val loss 0.6052438020706177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.717552900314331 Epoch 0: val loss 0.6819087862968445 Epoch 1: train loss 0.6945961654186249 Epoch 1: val loss 0.6621209979057312 Epoch 2: train loss 0.6523425579071045 Epoch 2: val loss 0.6403497457504272 Epoch 3: train loss 0.6248390436172485 Epoch 3: val loss 0.6220672130584717 Epoch 4: train loss 0.6001179218292236 Epoch 4: val loss 0.6008818745613098 Epoch 5: train loss 0.5768868386745453 Epoch 5: val loss 0.5692824721336365 Epoch 6: train loss 0.56224904358387 Epoch 6: val loss 0.5485835671424866 Epoch 7: train loss 0.5322031229734421 Epoch 7: val loss 0.54482501745224 Epoch 8: train loss 0.5388440161943435 Epoch 8: val loss 0.5410845279693604 Epoch 9: train loss 0.537719014286995 Epoch 9: val loss 0.5348392724990845 Epoch 10: train loss 0.549746623635292 Epoch 10: val loss 0.5421246886253357 Epoch 11: train loss 0.5107859015464783 Epoch 11: val loss 0.5349040031433105 Epoch 12: train loss 0.5120158493518829 Epoch 12: val loss 0.5302231311798096 Epoch 13: train loss 0.5106284648180008 Epoch 13: val loss 0.5366210341453552 Epoch 14: train loss 0.49248232543468473 Epoch 14: val loss 0.5414261221885681 Epoch 15: train loss 0.5328395277261734 Epoch 15: val loss 0.5251412391662598 Epoch 16: train loss 0.47975064218044283 Epoch 16: val loss 0.516243040561676 Epoch 17: train loss 0.5071540683507919 Epoch 17: val loss 0.523383617401123 Epoch 18: train loss 0.47408710420131683 Epoch 18: val loss 0.5328483581542969 Epoch 19: train loss 0.5374056786298752 Epoch 19: val loss 0.5170818567276001 Epoch 20: train loss 0.5031102627515793 Epoch 20: val loss 0.5277890563011169 Epoch 21: train loss 0.5260724365711212 Epoch 21: val loss 0.5142672657966614 Epoch 22: train loss 0.5176654368638992 Epoch 22: val loss 0.5244577527046204 Epoch 23: train loss 0.4902100771665573 Epoch 23: val loss 0.525590181350708 Epoch 24: train loss 0.4706592470407486 Epoch 24: val loss 0.5267049074172974
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.69794802069664 Epoch 0: val loss 0.690203845500946 Epoch 1: train loss 0.6838801145553589 Epoch 1: val loss 0.6772717237472534 Epoch 2: train loss 0.6685837388038636 Epoch 2: val loss 0.6651208996772766 Epoch 3: train loss 0.6515584409236908 Epoch 3: val loss 0.653637170791626 Epoch 4: train loss 0.6434535086154938 Epoch 4: val loss 0.6393974423408508 Epoch 5: train loss 0.6219142198562622 Epoch 5: val loss 0.6252893209457397 Epoch 6: train loss 0.6035061657428742 Epoch 6: val loss 0.6116174459457397 Epoch 7: train loss 0.5982543557882309 Epoch 7: val loss 0.5938228368759155 Epoch 8: train loss 0.5719314754009247 Epoch 8: val loss 0.580795168876648 Epoch 9: train loss 0.5473954200744628 Epoch 9: val loss 0.5709706544876099 Epoch 10: train loss 0.5597352057695388 Epoch 10: val loss 0.5578380823135376 Epoch 11: train loss 0.5253663152456284 Epoch 11: val loss 0.5480061173439026 Epoch 12: train loss 0.5745801478624344 Epoch 12: val loss 0.5464279055595398 Epoch 13: train loss 0.5516125410795212 Epoch 13: val loss 0.5454393625259399 Epoch 14: train loss 0.5350077390670777 Epoch 14: val loss 0.5457378029823303 Epoch 15: train loss 0.5113380163908005 Epoch 15: val loss 0.5445398688316345 Epoch 16: train loss 0.5333906531333923 Epoch 16: val loss 0.5397703647613525 Epoch 17: train loss 0.5408898711204528 Epoch 17: val loss 0.5355400443077087 Epoch 18: train loss 0.4980204313993454 Epoch 18: val loss 0.5342395901679993 Epoch 19: train loss 0.5036159127950668 Epoch 19: val loss 0.5330101251602173 Epoch 20: train loss 0.48964488208293916 Epoch 20: val loss 0.5280435681343079 Epoch 21: train loss 0.4982029229402542 Epoch 21: val loss 0.5214439630508423 Epoch 22: train loss 0.5010410219430923 Epoch 22: val loss 0.5199120044708252 Epoch 23: train loss 0.4882785797119141 Epoch 23: val loss 0.5220384001731873 Epoch 24: train loss 0.48961250483989716 Epoch 24: val loss 0.5244239568710327
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6736383497714996 Epoch 0: val loss 0.6576172113418579 Epoch 1: train loss 0.641831350326538 Epoch 1: val loss 0.6388244032859802 Epoch 2: train loss 0.6360719740390778 Epoch 2: val loss 0.6214534044265747 Epoch 3: train loss 0.6134985446929931 Epoch 3: val loss 0.6000540852546692 Epoch 4: train loss 0.5840738892555237 Epoch 4: val loss 0.5787568688392639 Epoch 5: train loss 0.5670607417821885 Epoch 5: val loss 0.5642468929290771 Epoch 6: train loss 0.5570582538843155 Epoch 6: val loss 0.5566653609275818 Epoch 7: train loss 0.535787296295166 Epoch 7: val loss 0.5551920533180237 Epoch 8: train loss 0.5498186230659485 Epoch 8: val loss 0.5522320866584778 Epoch 9: train loss 0.5329075515270233 Epoch 9: val loss 0.5517230033874512 Epoch 10: train loss 0.5174105316400528 Epoch 10: val loss 0.5523359775543213 Epoch 11: train loss 0.5337878912687302 Epoch 11: val loss 0.5510008335113525 Epoch 12: train loss 0.5122004747390747 Epoch 12: val loss 0.5516821146011353 Epoch 13: train loss 0.5254857271909714 Epoch 13: val loss 0.553825855255127 Epoch 14: train loss 0.5366212457418442 Epoch 14: val loss 0.5559601187705994 Epoch 15: train loss 0.5288451790809632 Epoch 15: val loss 0.5604285597801208 Epoch 16: train loss 0.523256978392601 Epoch 16: val loss 0.5592110753059387 Epoch 17: train loss 0.5074406862258911 Epoch 17: val loss 0.5583149194717407 Epoch 18: train loss 0.496084401011467 Epoch 18: val loss 0.5558724403381348 Epoch 19: train loss 0.5133083134889602 Epoch 19: val loss 0.5528454780578613 Epoch 20: train loss 0.5097631067037582 Epoch 20: val loss 0.5518200397491455 Epoch 21: train loss 0.5041528016328811 Epoch 21: val loss 0.5498232841491699 Epoch 22: train loss 0.49340773522853854 Epoch 22: val loss 0.5497949123382568 Epoch 23: train loss 0.48998922407627105 Epoch 23: val loss 0.5483852624893188 Epoch 24: train loss 0.4991673618555069 Epoch 24: val loss 0.5507222414016724
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6960716366767883 Epoch 0: val loss 0.6617053151130676 Epoch 1: train loss 0.6699846863746644 Epoch 1: val loss 0.6356313228607178 Epoch 2: train loss 0.6467062592506408 Epoch 2: val loss 0.6155607104301453 Epoch 3: train loss 0.608311128616333 Epoch 3: val loss 0.599829375743866 Epoch 4: train loss 0.5751613944768905 Epoch 4: val loss 0.5807605981826782 Epoch 5: train loss 0.5715509951114655 Epoch 5: val loss 0.5653097033500671 Epoch 6: train loss 0.5731645613908768 Epoch 6: val loss 0.5582722425460815 Epoch 7: train loss 0.5571071088314057 Epoch 7: val loss 0.5551546216011047 Epoch 8: train loss 0.57390798330307 Epoch 8: val loss 0.5483007431030273 Epoch 9: train loss 0.5326567173004151 Epoch 9: val loss 0.5450215935707092 Epoch 10: train loss 0.5392773658037185 Epoch 10: val loss 0.5451587438583374 Epoch 11: train loss 0.5162889242172242 Epoch 11: val loss 0.5436272621154785 Epoch 12: train loss 0.5279074877500534 Epoch 12: val loss 0.5418111681938171 Epoch 13: train loss 0.5133974760770798 Epoch 13: val loss 0.5464004278182983 Epoch 14: train loss 0.5339802414178848 Epoch 14: val loss 0.5487757325172424 Epoch 15: train loss 0.4957705080509186 Epoch 15: val loss 0.542904794216156 Epoch 16: train loss 0.5023883044719696 Epoch 16: val loss 0.5442188382148743 Epoch 17: train loss 0.5089129686355591 Epoch 17: val loss 0.5487126708030701 Epoch 18: train loss 0.4806243985891342 Epoch 18: val loss 0.5498723387718201 Epoch 19: train loss 0.5012813866138458 Epoch 19: val loss 0.5493143796920776 Epoch 20: train loss 0.4875400125980377 Epoch 20: val loss 0.5524371862411499 Epoch 21: train loss 0.4747796058654785 Epoch 21: val loss 0.5597106218338013 Epoch 22: train loss 0.4751338273286819 Epoch 22: val loss 0.569786787033081 Epoch 23: train loss 0.49644135534763334 Epoch 23: val loss 0.5701758861541748 Epoch 24: train loss 0.49394762217998506 Epoch 24: val loss 0.5739696025848389
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982444066267747 Epoch 0: val loss 0.6877166032791138 Epoch 1: train loss 0.6690927422963656 Epoch 1: val loss 0.6698300242424011 Epoch 2: train loss 0.6511910190949073 Epoch 2: val loss 0.6513234972953796 Epoch 3: train loss 0.6279913462125338 Epoch 3: val loss 0.634549081325531 Epoch 4: train loss 0.6035842161912185 Epoch 4: val loss 0.6177648901939392 Epoch 5: train loss 0.6002411200450017 Epoch 5: val loss 0.6030511856079102 Epoch 6: train loss 0.5718353574092572 Epoch 6: val loss 0.5952017903327942 Epoch 7: train loss 0.5581510892281165 Epoch 7: val loss 0.5838659405708313 Epoch 8: train loss 0.547953717983686 Epoch 8: val loss 0.5827530026435852 Epoch 9: train loss 0.5312367815237778 Epoch 9: val loss 0.5734509229660034 Epoch 10: train loss 0.5359615362607516 Epoch 10: val loss 0.5702833533287048 Epoch 11: train loss 0.5325023463139167 Epoch 11: val loss 0.5691894292831421 Epoch 12: train loss 0.5342559608129355 Epoch 12: val loss 0.562175452709198 Epoch 13: train loss 0.5162155880377843 Epoch 13: val loss 0.5577144026756287
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6884735822677612 Epoch 0: val loss 0.693729817867279 Epoch 1: train loss 0.6968756914138794 Epoch 1: val loss 0.683705747127533 Epoch 2: train loss 0.6871878902117411 Epoch 2: val loss 0.6813468933105469 Epoch 3: train loss 0.6683075229326884 Epoch 3: val loss 0.6805344223976135 Epoch 4: train loss 0.6432302859094408 Epoch 4: val loss 0.6774356961250305 Epoch 5: train loss 0.6386573910713196 Epoch 5: val loss 0.6802394986152649 Epoch 6: train loss 0.6367681754959954 Epoch 6: val loss 0.6742408871650696 Epoch 7: train loss 0.6510690251986185 Epoch 7: val loss 0.6771706938743591 Epoch 8: train loss 0.6167828639348348 Epoch 8: val loss 0.6776341795921326 Epoch 9: train loss 0.6253449387020535 Epoch 9: val loss 0.6709238886833191 Epoch 10: train loss 0.5999523003896078 Epoch 10: val loss 0.6695730090141296 Epoch 11: train loss 0.6141468286514282 Epoch 11: val loss 0.677854061126709 Epoch 12: train loss 0.5969797041681077 Epoch 12: val loss 0.6826462149620056 Epoch 13: train loss 0.5795565446217855 Epoch 13: val loss 0.6716845631599426 Epoch 14: train loss 0.5907884968651665 Epoch 14: val loss 0.679080069065094 Epoch 15: train loss 0.584860728846656 Epoch 15: val loss 0.6781237125396729 Epoch 16: train loss 0.5945160587628683 Epoch 16: val loss 0.6740171909332275 Epoch 17: train loss 0.5720792677667406 Epoch 17: val loss 0.6761495471000671 Epoch 18: train loss 0.5776395499706268 Epoch 18: val loss 0.6708705425262451 Epoch 19: train loss 0.5604513320657942 Epoch 19: val loss 0.6691122055053711 Epoch 20: train loss 0.5786667267481486 Epoch 20: val loss 0.6732612252235413 Epoch 21: train loss 0.5527727007865906 Epoch 21: val loss 0.6732226014137268 Epoch 22: train loss 0.5547797679901123 Epoch 22: val loss 0.6682801246643066 Epoch 23: train loss 0.5708717538250817 Epoch 23: val loss 0.6691780090332031 Epoch 24: train loss 0.5655295617050595 Epoch 24: val loss 0.6769018769264221
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7103947136137221 Epoch 0: val loss 0.6688048243522644 Epoch 1: train loss 0.6792943477630615 Epoch 1: val loss 0.6673061847686768 Epoch 2: train loss 0.6967845890257094 Epoch 2: val loss 0.6651400923728943 Epoch 3: train loss 0.6952626506487528 Epoch 3: val loss 0.6657214760780334 Epoch 4: train loss 0.677244140042199 Epoch 4: val loss 0.663640558719635 Epoch 5: train loss 0.678332957956526 Epoch 5: val loss 0.6611634492874146 Epoch 6: train loss 0.6735886335372925 Epoch 6: val loss 0.6578496098518372 Epoch 7: train loss 0.6615236666467454 Epoch 7: val loss 0.654503345489502 Epoch 8: train loss 0.6646518177456326 Epoch 8: val loss 0.6540656089782715 Epoch 9: train loss 0.673612117767334 Epoch 9: val loss 0.655830442905426 Epoch 10: train loss 0.651135676436954 Epoch 10: val loss 0.6508809924125671 Epoch 11: train loss 0.6366701126098633 Epoch 11: val loss 0.6395770907402039 Epoch 12: train loss 0.6458346512582567 Epoch 12: val loss 0.6346043944358826 Epoch 13: train loss 0.648447056611379 Epoch 13: val loss 0.6297629475593567 Epoch 14: train loss 0.6384951670964559 Epoch 14: val loss 0.6293701529502869 Epoch 15: train loss 0.6447151700655619 Epoch 15: val loss 0.6353979706764221 Epoch 16: train loss 0.6343377894825406 Epoch 16: val loss 0.6336743235588074 Epoch 17: train loss 0.6312168505456712 Epoch 17: val loss 0.6214159727096558 Epoch 18: train loss 0.6183920303980509 Epoch 18: val loss 0.6074540019035339 Epoch 19: train loss 0.6147478222846985 Epoch 19: val loss 0.6065395474433899 Epoch 20: train loss 0.5932065645853678 Epoch 20: val loss 0.6101540327072144 Epoch 21: train loss 0.6123982005649142 Epoch 21: val loss 0.6124737858772278 Epoch 22: train loss 0.5935785637961494 Epoch 22: val loss 0.6066961288452148 Epoch 23: train loss 0.6069375077883402 Epoch 23: val loss 0.5916951298713684 Epoch 24: train loss 0.5934919516245524 Epoch 24: val loss 0.6026753187179565
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6851544247733222 Epoch 0: val loss 0.6865253448486328 Epoch 1: train loss 0.6757805877261691 Epoch 1: val loss 0.6770959496498108 Epoch 2: train loss 0.6853962275716994 Epoch 2: val loss 0.6661266684532166 Epoch 3: train loss 0.6618231468730502 Epoch 3: val loss 0.6589581966400146 Epoch 4: train loss 0.6475357214609782 Epoch 4: val loss 0.652640163898468 Epoch 5: train loss 0.6546362439791361 Epoch 5: val loss 0.6459867358207703 Epoch 6: train loss 0.6386583712365892 Epoch 6: val loss 0.6404302716255188 Epoch 7: train loss 0.635995950963762 Epoch 7: val loss 0.634831964969635 Epoch 8: train loss 0.6241009698973762 Epoch 8: val loss 0.6283920407295227 Epoch 9: train loss 0.6108633279800415 Epoch 9: val loss 0.6248956322669983 Epoch 10: train loss 0.6228566633330451 Epoch 10: val loss 0.6216595768928528 Epoch 11: train loss 0.6190619270006815 Epoch 11: val loss 0.6194557547569275 Epoch 12: train loss 0.5938210818502638 Epoch 12: val loss 0.6172937750816345 Epoch 13: train loss 0.5856385429700216 Epoch 13: val loss 0.6145366430282593 Epoch 14: train loss 0.5751329726643033 Epoch 14: val loss 0.6108208298683167 Epoch 15: train loss 0.5859717263115777 Epoch 15: val loss 0.6083062887191772 Epoch 16: train loss 0.5943195025126139 Epoch 16: val loss 0.608120858669281 Epoch 17: train loss 0.5798867974016402 Epoch 17: val loss 0.6100477576255798 Epoch 18: train loss 0.5646538535753886 Epoch 18: val loss 0.6064726710319519 Epoch 19: train loss 0.5534515976905823 Epoch 19: val loss 0.5979858040809631 Epoch 20: train loss 0.5665745735168457 Epoch 20: val loss 0.5963608622550964 Epoch 21: train loss 0.5344716542296939 Epoch 21: val loss 0.589117705821991 Epoch 22: train loss 0.5660330189598931 Epoch 22: val loss 0.5890946984291077 Epoch 23: train loss 0.5549765626589457 Epoch 23: val loss 0.5928950905799866 Epoch 24: train loss 0.5497137241893344 Epoch 24: val loss 0.590204656124115
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012621429231432 Epoch 0: val loss 0.6863856315612793 Epoch 1: train loss 0.669234401649899 Epoch 1: val loss 0.675579845905304 Epoch 2: train loss 0.6808978451622857 Epoch 2: val loss 0.6651117205619812 Epoch 3: train loss 0.6804745329750909 Epoch 3: val loss 0.6565722823143005 Epoch 4: train loss 0.6739646328820122 Epoch 4: val loss 0.650721549987793 Epoch 5: train loss 0.6529976659350925 Epoch 5: val loss 0.6443738341331482 Epoch 6: train loss 0.6573411424954733 Epoch 6: val loss 0.6396183371543884 Epoch 7: train loss 0.6534601185056899 Epoch 7: val loss 0.6345380544662476 Epoch 8: train loss 0.6509200665685866 Epoch 8: val loss 0.6284890174865723 Epoch 9: train loss 0.6291978359222412 Epoch 9: val loss 0.62100750207901 Epoch 10: train loss 0.6421691841549344 Epoch 10: val loss 0.6141219735145569 Epoch 11: train loss 0.6288139224052429 Epoch 11: val loss 0.6078720688819885 Epoch 12: train loss 0.6182232101758321 Epoch 12: val loss 0.6005746722221375 Epoch 13: train loss 0.599383552869161 Epoch 13: val loss 0.5962356925010681 Epoch 14: train loss 0.6040768292215135 Epoch 14: val loss 0.5904905200004578 Epoch 15: train loss 0.6078760226567587 Epoch 15: val loss 0.5876960158348083 Epoch 16: train loss 0.6166678137249417 Epoch 16: val loss 0.5845167636871338 Epoch 17: train loss 0.60328076283137 Epoch 17: val loss 0.5829686522483826 Epoch 18: train loss 0.5738636056582133 Epoch 18: val loss 0.574231743812561 Epoch 19: train loss 0.592123978667789 Epoch 19: val loss 0.5711895823478699 Epoch 20: train loss 0.5840886831283569 Epoch 20: val loss 0.5672802329063416 Epoch 21: train loss 0.5945245557361178 Epoch 21: val loss 0.5629149675369263 Epoch 22: train loss 0.5807850625779893 Epoch 22: val loss 0.5595943331718445 Epoch 23: train loss 0.5722029341591729 Epoch 23: val loss 0.5603960752487183 Epoch 24: train loss 0.5763378375106387 Epoch 24: val loss 0.5574833750724792
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905381480852762 Epoch 0: val loss 0.6726760864257812 Epoch 1: train loss 0.6785234361886978 Epoch 1: val loss 0.6636804938316345 Epoch 2: train loss 0.6677405287822088 Epoch 2: val loss 0.6525404453277588 Epoch 3: train loss 0.662697638074557 Epoch 3: val loss 0.6436804533004761 Epoch 4: train loss 0.6528110504150391 Epoch 4: val loss 0.6362706422805786 Epoch 5: train loss 0.6460821976264318 Epoch 5: val loss 0.629131019115448 Epoch 6: train loss 0.6286807159582773 Epoch 6: val loss 0.6233721971511841 Epoch 7: train loss 0.6295726597309113 Epoch 7: val loss 0.6166595220565796 Epoch 8: train loss 0.626757025718689 Epoch 8: val loss 0.6102966666221619 Epoch 9: train loss 0.5999378065268198 Epoch 9: val loss 0.602403998374939 Epoch 10: train loss 0.6122752328713735 Epoch 10: val loss 0.6008709669113159 Epoch 11: train loss 0.5951163694262505 Epoch 11: val loss 0.5921589136123657 Epoch 12: train loss 0.5955493152141571 Epoch 12: val loss 0.5898966193199158 Epoch 13: train loss 0.5954541365305582 Epoch 13: val loss 0.5905383229255676 Epoch 14: train loss 0.5744295244415601 Epoch 14: val loss 0.5822962522506714 Epoch 15: train loss 0.585822989543279 Epoch 15: val loss 0.5818267464637756 Epoch 16: train loss 0.5874821444352468 Epoch 16: val loss 0.5818111896514893 Epoch 17: train loss 0.5736985852320989 Epoch 17: val loss 0.5832952857017517 Epoch 18: train loss 0.5713666081428528 Epoch 18: val loss 0.5737237334251404 Epoch 19: train loss 0.5760532716910044 Epoch 19: val loss 0.5779125690460205 Epoch 20: train loss 0.561866377790769 Epoch 20: val loss 0.5677666664123535 Epoch 21: train loss 0.5502959216634432 Epoch 21: val loss 0.5738555192947388 Epoch 22: train loss 0.5448919584353765 Epoch 22: val loss 0.5681222081184387 Epoch 23: train loss 0.5540548885862032 Epoch 23: val loss 0.5762256979942322 Epoch 24: train loss 0.5482756222287813 Epoch 24: val loss 0.5624144673347473
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967474655671553 Epoch 0: val loss 0.6829233169555664 Epoch 1: train loss 0.6767090071331371 Epoch 1: val loss 0.6740678548812866 Epoch 2: train loss 0.6736183383248069 Epoch 2: val loss 0.670043408870697 Epoch 3: train loss 0.6624349409883673 Epoch 3: val loss 0.6675981879234314 Epoch 4: train loss 0.6243454326282848 Epoch 4: val loss 0.666523814201355 Epoch 5: train loss 0.6249587915160439 Epoch 5: val loss 0.6635546684265137 Epoch 6: train loss 0.6111627383665605 Epoch 6: val loss 0.6583532094955444 Epoch 7: train loss 0.5990108522501859 Epoch 7: val loss 0.6561236381530762 Epoch 8: train loss 0.6000681898810647 Epoch 8: val loss 0.6474187970161438 Epoch 9: train loss 0.6037352626973932 Epoch 9: val loss 0.6380221247673035 Epoch 10: train loss 0.5651150291616266 Epoch 10: val loss 0.6321732997894287 Epoch 11: train loss 0.5693642171946439 Epoch 11: val loss 0.635802686214447 Epoch 12: train loss 0.571863824670965 Epoch 12: val loss 0.6367959380149841 Epoch 13: train loss 0.5606086985631422 Epoch 13: val loss 0.6269422173500061 Epoch 14: train loss 0.555457895452326 Epoch 14: val loss 0.6232243776321411 Epoch 15: train loss 0.5429337241432883 Epoch 15: val loss 0.6229681968688965 Epoch 16: train loss 0.5371307784860785 Epoch 16: val loss 0.6306872367858887 Epoch 17: train loss 0.5542438680475409 Epoch 17: val loss 0.616125226020813 Epoch 18: train loss 0.5378876870328729 Epoch 18: val loss 0.6011271476745605 Epoch 19: train loss 0.5303645540367473 Epoch 19: val loss 0.5924921035766602 Epoch 20: train loss 0.5293270945549011 Epoch 20: val loss 0.5999166965484619 Epoch 21: train loss 0.5412571944973685 Epoch 21: val loss 0.597544252872467 Epoch 22: train loss 0.540990796956149 Epoch 22: val loss 0.5974024534225464 Epoch 23: train loss 0.5279045917771079 Epoch 23: val loss 0.5850121974945068 Epoch 24: train loss 0.49129127914255316 Epoch 24: val loss 0.5781463384628296
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7399942116303877 Epoch 0: val loss 0.6874338388442993 Epoch 1: train loss 0.699864154512232 Epoch 1: val loss 0.6795206069946289 Epoch 2: train loss 0.6713473796844482 Epoch 2: val loss 0.6697221994400024 Epoch 3: train loss 0.6607547239823774 Epoch 3: val loss 0.6559718251228333 Epoch 4: train loss 0.659080136906017 Epoch 4: val loss 0.643683135509491 Epoch 5: train loss 0.6355237473141063 Epoch 5: val loss 0.6295578479766846 Epoch 6: train loss 0.6264015327800404 Epoch 6: val loss 0.6179192066192627 Epoch 7: train loss 0.6215129657225176 Epoch 7: val loss 0.6099439263343811 Epoch 8: train loss 0.6118594082919034 Epoch 8: val loss 0.6030481457710266 Epoch 9: train loss 0.623366816477342 Epoch 9: val loss 0.6006358861923218 Epoch 10: train loss 0.6043048392642628 Epoch 10: val loss 0.601566731929779 Epoch 11: train loss 0.6055660383267836 Epoch 11: val loss 0.6057645678520203 Epoch 12: train loss 0.5724747641520067 Epoch 12: val loss 0.5955996513366699 Epoch 13: train loss 0.5898085642944683 Epoch 13: val loss 0.59160977602005 Epoch 14: train loss 0.5790511613542383 Epoch 14: val loss 0.594506561756134 Epoch 15: train loss 0.5740728324109857 Epoch 15: val loss 0.5903733968734741 Epoch 16: train loss 0.5664172416383569 Epoch 16: val loss 0.5879089832305908 Epoch 17: train loss 0.5853960026394237 Epoch 17: val loss 0.5865837931632996 Epoch 18: train loss 0.564258253032511 Epoch 18: val loss 0.5896686911582947 Epoch 19: train loss 0.5501047101887789 Epoch 19: val loss 0.5915279984474182 Epoch 20: train loss 0.569347470998764 Epoch 20: val loss 0.5896049737930298 Epoch 21: train loss 0.5509389313784513 Epoch 21: val loss 0.5927394032478333 Epoch 22: train loss 0.5469427569345995 Epoch 22: val loss 0.5981909036636353 Epoch 23: train loss 0.5554702281951904 Epoch 23: val loss 0.6020613312721252 Epoch 24: train loss 0.5577945058996027 Epoch 24: val loss 0.6073246598243713
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.68285794691606 Epoch 0: val loss 0.6935535669326782 Epoch 1: train loss 0.6636445305564187 Epoch 1: val loss 0.6813070178031921 Epoch 2: train loss 0.6662085923281583 Epoch 2: val loss 0.6714866757392883 Epoch 3: train loss 0.6227548610080372 Epoch 3: val loss 0.6583361029624939 Epoch 4: train loss 0.6249280951239846 Epoch 4: val loss 0.6516336798667908 Epoch 5: train loss 0.6050790331580422 Epoch 5: val loss 0.6493295431137085 Epoch 6: train loss 0.6143599260937084 Epoch 6: val loss 0.6393542289733887 Epoch 7: train loss 0.5818512331355702 Epoch 7: val loss 0.6337820291519165 Epoch 8: train loss 0.5836586654186249 Epoch 8: val loss 0.6319718956947327 Epoch 9: train loss 0.5754189166155729 Epoch 9: val loss 0.6285390853881836 Epoch 10: train loss 0.5643250075253573 Epoch 10: val loss 0.6241022944450378 Epoch 11: train loss 0.5769010077823292 Epoch 11: val loss 0.6287680268287659 Epoch 12: train loss 0.543611699884588 Epoch 12: val loss 0.6210923790931702 Epoch 13: train loss 0.5441151749004017 Epoch 13: val loss 0.6225279569625854 Epoch 14: train loss 0.5179152217778292 Epoch 14: val loss 0.6248452663421631 Epoch 15: train loss 0.5300564738837156 Epoch 15: val loss 0.6217952370643616 Epoch 16: train loss 0.5398127111521634 Epoch 16: val loss 0.6370466947555542 Epoch 17: train loss 0.4908235018903559 Epoch 17: val loss 0.6140657067298889 Epoch 18: train loss 0.5164132091132078 Epoch 18: val loss 0.6127803921699524 Epoch 19: train loss 0.5340375737710432 Epoch 19: val loss 0.6243582367897034 Epoch 20: train loss 0.5288756923242048 Epoch 20: val loss 0.6128463745117188 Epoch 21: train loss 0.518523400480097 Epoch 21: val loss 0.6201947331428528 Epoch 22: train loss 0.4871057380329479 Epoch 22: val loss 0.6301781535148621 Epoch 23: train loss 0.4863771281459115 Epoch 23: val loss 0.6249539256095886 Epoch 24: train loss 0.49756418845870276 Epoch 24: val loss 0.615361213684082
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6987404714931141 Epoch 0: val loss 0.6886393427848816 Epoch 1: train loss 0.689038487997922 Epoch 1: val loss 0.6831804513931274 Epoch 2: train loss 0.6731725876981561 Epoch 2: val loss 0.675844669342041 Epoch 3: train loss 0.6650985262610696 Epoch 3: val loss 0.6671879887580872 Epoch 4: train loss 0.6597528566013683 Epoch 4: val loss 0.6564790606498718 Epoch 5: train loss 0.6428559476679022 Epoch 5: val loss 0.6501918435096741 Epoch 6: train loss 0.6351430145176974 Epoch 6: val loss 0.6449542045593262 Epoch 7: train loss 0.6273886669765819 Epoch 7: val loss 0.6372056007385254 Epoch 8: train loss 0.6166887852278623 Epoch 8: val loss 0.6296426057815552 Epoch 9: train loss 0.6254325617443431 Epoch 9: val loss 0.6243747472763062 Epoch 10: train loss 0.5924136909571561 Epoch 10: val loss 0.6265029311180115 Epoch 11: train loss 0.6022635806690563 Epoch 11: val loss 0.615230917930603 Epoch 12: train loss 0.5845234421166506 Epoch 12: val loss 0.6113354563713074 Epoch 13: train loss 0.593257340517911 Epoch 13: val loss 0.6093206405639648 Epoch 14: train loss 0.5788506919687445 Epoch 14: val loss 0.6132538318634033 Epoch 15: train loss 0.599819844419306 Epoch 15: val loss 0.6126353740692139 Epoch 16: train loss 0.5730208429423246 Epoch 16: val loss 0.6129531860351562 Epoch 17: train loss 0.5728096040812406 Epoch 17: val loss 0.6142656207084656 Epoch 18: train loss 0.5844731710173867 Epoch 18: val loss 0.6159323453903198 Epoch 19: train loss 0.5324603454633192 Epoch 19: val loss 0.6103836297988892 Epoch 20: train loss 0.5615772279826078 Epoch 20: val loss 0.6085399389266968 Epoch 21: train loss 0.5642183287577196 Epoch 21: val loss 0.6022571921348572 Epoch 22: train loss 0.5688364180651578 Epoch 22: val loss 0.6001113653182983 Epoch 23: train loss 0.5405109335075725 Epoch 23: val loss 0.6028387546539307 Epoch 24: train loss 0.5489623492414301 Epoch 24: val loss 0.599750816822052
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692319278206144 Epoch 0: val loss 0.687335193157196 Epoch 1: train loss 0.6682692553315844 Epoch 1: val loss 0.6719527244567871 Epoch 2: train loss 0.6439807329859052 Epoch 2: val loss 0.6564249396324158 Epoch 3: train loss 0.6421054261071342 Epoch 3: val loss 0.6503938436508179 Epoch 4: train loss 0.6226101049355098 Epoch 4: val loss 0.6530194878578186 Epoch 5: train loss 0.6167690285614559 Epoch 5: val loss 0.6519773602485657 Epoch 6: train loss 0.61650550365448 Epoch 6: val loss 0.6618879437446594 Epoch 7: train loss 0.6033556503908974 Epoch 7: val loss 0.6617819666862488 Epoch 8: train loss 0.5924494862556458 Epoch 8: val loss 0.6600474715232849 Epoch 9: train loss 0.5879624145371574 Epoch 9: val loss 0.6538008451461792 Epoch 10: train loss 0.5894128084182739 Epoch 10: val loss 0.6574962735176086 Epoch 11: train loss 0.5911921347890582 Epoch 11: val loss 0.6616411805152893 Epoch 12: train loss 0.5778875265802655 Epoch 12: val loss 0.6830787658691406 Epoch 13: train loss 0.5731416046619415 Epoch 13: val loss 0.6636289954185486 Epoch 14: train loss 0.5645351133176258 Epoch 14: val loss 0.6599293351173401 Epoch 15: train loss 0.5756431860583169 Epoch 15: val loss 0.6630516052246094 Epoch 16: train loss 0.5536654038088662 Epoch 16: val loss 0.66119784116745 Epoch 17: train loss 0.5347909884793418 Epoch 17: val loss 0.6666378378868103 Epoch 18: train loss 0.5434253513813019 Epoch 18: val loss 0.663214385509491 Epoch 19: train loss 0.5433263565812793 Epoch 19: val loss 0.6796265244483948 Epoch 20: train loss 0.5340966539723533 Epoch 20: val loss 0.6570329666137695 Epoch 21: train loss 0.5224727945668357 Epoch 21: val loss 0.6540864109992981 Epoch 22: train loss 0.5219930644546237 Epoch 22: val loss 0.6635231971740723
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7069220741589864 Epoch 0: val loss 0.7011411190032959 Epoch 1: train loss 0.7014115452766418 Epoch 1: val loss 0.692952036857605 Epoch 2: train loss 0.7002766132354736 Epoch 2: val loss 0.684243381023407 Epoch 3: train loss 0.6850302947892083 Epoch 3: val loss 0.6771565079689026 Epoch 4: train loss 0.6830648382504781 Epoch 4: val loss 0.6721861362457275 Epoch 5: train loss 0.6695234709315829 Epoch 5: val loss 0.6698599457740784 Epoch 6: train loss 0.6707478364308676 Epoch 6: val loss 0.6681350469589233 Epoch 7: train loss 0.671215189827813 Epoch 7: val loss 0.6641696691513062 Epoch 8: train loss 0.6754612790213691 Epoch 8: val loss 0.6588845252990723 Epoch 9: train loss 0.6617485019895766 Epoch 9: val loss 0.6476256847381592 Epoch 10: train loss 0.6415170762274001 Epoch 10: val loss 0.6439975500106812 Epoch 11: train loss 0.6524961921903822 Epoch 11: val loss 0.6444541811943054 Epoch 12: train loss 0.645909673637814 Epoch 12: val loss 0.6505540013313293 Epoch 13: train loss 0.6444393396377563 Epoch 13: val loss 0.6520623564720154 Epoch 14: train loss 0.6403512689802382 Epoch 14: val loss 0.637650191783905 Epoch 15: train loss 0.6417310701476203 Epoch 15: val loss 0.6307281255722046 Epoch 16: train loss 0.6376777754889594 Epoch 16: val loss 0.6347575783729553 Epoch 17: train loss 0.6349759234322442 Epoch 17: val loss 0.645970344543457 Epoch 18: train loss 0.6293481588363647 Epoch 18: val loss 0.6407872438430786 Epoch 19: train loss 0.6130916608704461 Epoch 19: val loss 0.6315332055091858 Epoch 20: train loss 0.6262078483899435 Epoch 20: val loss 0.6302887797355652 Epoch 21: train loss 0.6183901826540629 Epoch 21: val loss 0.6395324468612671 Epoch 22: train loss 0.6150012546115451 Epoch 22: val loss 0.6501226425170898 Epoch 23: train loss 0.6195387442906698 Epoch 23: val loss 0.6461247801780701 Epoch 24: train loss 0.6045317782296075 Epoch 24: val loss 0.6372097730636597
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7096119390593635 Epoch 0: val loss 0.7014772891998291 Epoch 1: train loss 0.7067736056115892 Epoch 1: val loss 0.6956973671913147 Epoch 2: train loss 0.6962918374273512 Epoch 2: val loss 0.6904783844947815 Epoch 3: train loss 0.6799785693486532 Epoch 3: val loss 0.6858434677124023 Epoch 4: train loss 0.6852401031388177 Epoch 4: val loss 0.6836872696876526 Epoch 5: train loss 0.6681384245554606 Epoch 5: val loss 0.6802788376808167 Epoch 6: train loss 0.6624730163150363 Epoch 6: val loss 0.6778953075408936 Epoch 7: train loss 0.6477553645769755 Epoch 7: val loss 0.6750154495239258 Epoch 8: train loss 0.6513693067762587 Epoch 8: val loss 0.6725014448165894 Epoch 9: train loss 0.6437843839327494 Epoch 9: val loss 0.670505940914154 Epoch 10: train loss 0.6320487062136332 Epoch 10: val loss 0.6647804975509644 Epoch 11: train loss 0.6240197486347623 Epoch 11: val loss 0.6607691049575806 Epoch 12: train loss 0.6131541662746005 Epoch 12: val loss 0.6623889803886414 Epoch 13: train loss 0.6091210179858737 Epoch 13: val loss 0.65964674949646 Epoch 14: train loss 0.6103661788834466 Epoch 14: val loss 0.6454852819442749 Epoch 15: train loss 0.5850409468015035 Epoch 15: val loss 0.6379964351654053 Epoch 16: train loss 0.5934321416748894 Epoch 16: val loss 0.6304061412811279 Epoch 17: train loss 0.5920001202159457 Epoch 17: val loss 0.634120523929596 Epoch 18: train loss 0.5850595401393043 Epoch 18: val loss 0.6204202175140381 Epoch 19: train loss 0.5537607073783875 Epoch 19: val loss 0.6274417042732239 Epoch 20: train loss 0.5447539157337613 Epoch 20: val loss 0.6315954923629761 Epoch 21: train loss 0.5432932840453254 Epoch 21: val loss 0.599982500076294 Epoch 22: train loss 0.5476079781850179 Epoch 22: val loss 0.6011186838150024 Epoch 23: train loss 0.5386420256561704 Epoch 23: val loss 0.5911053419113159 Epoch 24: train loss 0.530751903851827 Epoch 24: val loss 0.616280198097229
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6754975451363457 Epoch 0: val loss 0.6698406934738159 Epoch 1: train loss 0.669648203584883 Epoch 1: val loss 0.6633778810501099 Epoch 2: train loss 0.6633604500028822 Epoch 2: val loss 0.6578114628791809 Epoch 3: train loss 0.6482249564594693 Epoch 3: val loss 0.6531267166137695 Epoch 4: train loss 0.63584037621816 Epoch 4: val loss 0.6493063569068909 Epoch 5: train loss 0.6465249624517229 Epoch 5: val loss 0.6475315690040588 Epoch 6: train loss 0.6501004298528036 Epoch 6: val loss 0.6450157165527344 Epoch 7: train loss 0.629844069480896 Epoch 7: val loss 0.6443266272544861 Epoch 8: train loss 0.6328748464584351 Epoch 8: val loss 0.6442553400993347 Epoch 9: train loss 0.6305185225274827 Epoch 9: val loss 0.6414353251457214 Epoch 10: train loss 0.6248404582341512 Epoch 10: val loss 0.6377511620521545 Epoch 11: train loss 0.6228083504570855 Epoch 11: val loss 0.6359542608261108 Epoch 12: train loss 0.6198973655700684 Epoch 12: val loss 0.632370114326477 Epoch 13: train loss 0.6153335769971212 Epoch 13: val loss 0.6308192610740662 Epoch 14: train loss 0.6101083954175314 Epoch 14: val loss 0.6279785633087158 Epoch 15: train loss 0.5833745201428732 Epoch 15: val loss 0.6260651350021362 Epoch 16: train loss 0.6231980323791504 Epoch 16: val loss 0.624695897102356 Epoch 17: train loss 0.5981599423620436 Epoch 17: val loss 0.6216942667961121 Epoch 18: train loss 0.6124659644232856 Epoch 18: val loss 0.6196954846382141 Epoch 19: train loss 0.5871050126022763 Epoch 19: val loss 0.6182178854942322 Epoch 20: train loss 0.5746504233943092 Epoch 20: val loss 0.6219248175621033 Epoch 21: train loss 0.5819462802675035 Epoch 21: val loss 0.616544783115387 Epoch 22: train loss 0.5735385616620382 Epoch 22: val loss 0.6158232688903809 Epoch 23: train loss 0.5722515980402628 Epoch 23: val loss 0.61268150806427 Epoch 24: train loss 0.5616650283336639 Epoch 24: val loss 0.6057658195495605
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6926174759864807 Epoch 0: val loss 0.6829329133033752 Epoch 1: train loss 0.6632111536131965 Epoch 1: val loss 0.6777026057243347 Epoch 2: train loss 0.676816099219852 Epoch 2: val loss 0.6755602955818176 Epoch 3: train loss 0.6603078113661872 Epoch 3: val loss 0.6754291653633118 Epoch 4: train loss 0.6497215694851346 Epoch 4: val loss 0.6705525517463684 Epoch 5: train loss 0.6432332595189413 Epoch 5: val loss 0.6672233939170837 Epoch 6: train loss 0.6438962618509928 Epoch 6: val loss 0.6622422337532043 Epoch 7: train loss 0.6484172079298232 Epoch 7: val loss 0.6594960689544678 Epoch 8: train loss 0.6276983684963651 Epoch 8: val loss 0.6572611331939697 Epoch 9: train loss 0.6190953850746155 Epoch 9: val loss 0.6541805267333984 Epoch 10: train loss 0.5957581732008193 Epoch 10: val loss 0.648346483707428 Epoch 11: train loss 0.5945190191268921 Epoch 11: val loss 0.6493269801139832 Epoch 12: train loss 0.5922140015496148 Epoch 12: val loss 0.6423965096473694 Epoch 13: train loss 0.5873579780260721 Epoch 13: val loss 0.634346604347229 Epoch 14: train loss 0.5744871894518534 Epoch 14: val loss 0.6289190649986267 Epoch 15: train loss 0.5661158760388693 Epoch 15: val loss 0.6227536797523499 Epoch 16: train loss 0.560552352004581 Epoch 16: val loss 0.6295179128646851 Epoch 17: train loss 0.5484291116396586 Epoch 17: val loss 0.6281668543815613 Epoch 18: train loss 0.5430159601900313 Epoch 18: val loss 0.6284703016281128 Epoch 19: train loss 0.5378946959972382 Epoch 19: val loss 0.6251447796821594 Epoch 20: train loss 0.5345610843764411 Epoch 20: val loss 0.638708770275116 Epoch 21: train loss 0.5368767513169183 Epoch 21: val loss 0.6449959874153137 Epoch 22: train loss 0.5220091938972473 Epoch 22: val loss 0.6420857310295105 Epoch 23: train loss 0.5359925693935819 Epoch 23: val loss 0.6473511457443237 Epoch 24: train loss 0.5279883245627085 Epoch 24: val loss 0.6522493362426758
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6904158194859823 Epoch 0: val loss 0.6861464381217957 Epoch 1: train loss 0.6855530192454656 Epoch 1: val loss 0.6735420227050781 Epoch 2: train loss 0.6608167241017023 Epoch 2: val loss 0.6605454087257385 Epoch 3: train loss 0.6608613729476929 Epoch 3: val loss 0.6514132022857666 Epoch 4: train loss 0.6297348340352377 Epoch 4: val loss 0.645849347114563 Epoch 5: train loss 0.6338195204734802 Epoch 5: val loss 0.6392014026641846 Epoch 6: train loss 0.6176004807154337 Epoch 6: val loss 0.633433997631073 Epoch 7: train loss 0.627981906135877 Epoch 7: val loss 0.6261323094367981 Epoch 8: train loss 0.6164948145548502 Epoch 8: val loss 0.6201019883155823 Epoch 9: train loss 0.6354862203200659 Epoch 9: val loss 0.6177015900611877 Epoch 10: train loss 0.6203445643186569 Epoch 10: val loss 0.6142841577529907 Epoch 11: train loss 0.6055387109518051 Epoch 11: val loss 0.6142157912254333 Epoch 12: train loss 0.6167078241705894 Epoch 12: val loss 0.6135305762290955 Epoch 13: train loss 0.6143957475821177 Epoch 13: val loss 0.6158127188682556 Epoch 14: train loss 0.5955293700098991 Epoch 14: val loss 0.6116306781768799 Epoch 15: train loss 0.6054444263378779 Epoch 15: val loss 0.6062692403793335 Epoch 16: train loss 0.6059572945038477 Epoch 16: val loss 0.6083417534828186 Epoch 17: train loss 0.576957772175471 Epoch 17: val loss 0.6105908751487732 Epoch 18: train loss 0.5882388104995092 Epoch 18: val loss 0.6054951548576355 Epoch 19: train loss 0.6056688899795214 Epoch 19: val loss 0.6096245050430298
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.70500568151474 Epoch 0: val loss 0.6893659830093384 Epoch 1: train loss 0.6776920020580292 Epoch 1: val loss 0.6743105053901672 Epoch 2: train loss 0.651357638835907 Epoch 2: val loss 0.6563425660133362 Epoch 3: train loss 0.6099316775798798 Epoch 3: val loss 0.6376778483390808 Epoch 4: train loss 0.5807531535625458 Epoch 4: val loss 0.6159821152687073 Epoch 5: train loss 0.5537209689617157 Epoch 5: val loss 0.5902917981147766 Epoch 6: train loss 0.53298060297966 Epoch 6: val loss 0.5609768033027649 Epoch 7: train loss 0.5288889676332473 Epoch 7: val loss 0.528356671333313 Epoch 8: train loss 0.5274178862571717 Epoch 8: val loss 0.5065239071846008 Epoch 9: train loss 0.48087198436260226 Epoch 9: val loss 0.49492400884628296 Epoch 10: train loss 0.48047104477882385 Epoch 10: val loss 0.4658321142196655 Epoch 11: train loss 0.4539197638630867 Epoch 11: val loss 0.4395516514778137 Epoch 12: train loss 0.44105721414089205 Epoch 12: val loss 0.4327223300933838 Epoch 13: train loss 0.4355852365493774 Epoch 13: val loss 0.4345424175262451 Epoch 14: train loss 0.42029495537281036 Epoch 14: val loss 0.4282778799533844 Epoch 15: train loss 0.4133531659841537 Epoch 15: val loss 0.4249649941921234 Epoch 16: train loss 0.40169011652469633 Epoch 16: val loss 0.4115988314151764 Epoch 17: train loss 0.45248815417289734 Epoch 17: val loss 0.43841537833213806 Epoch 18: train loss 0.42245055735111237 Epoch 18: val loss 0.44618847966194153 Epoch 19: train loss 0.38461041152477266 Epoch 19: val loss 0.41440561413764954 Epoch 20: train loss 0.4765052288770676 Epoch 20: val loss 0.4160325229167938 Epoch 21: train loss 0.4255737900733948 Epoch 21: val loss 0.4143117666244507 Epoch 22: train loss 0.42200718224048617 Epoch 22: val loss 0.4124319851398468 Epoch 23: train loss 0.43373910784721376 Epoch 23: val loss 0.4291958808898926 Epoch 24: train loss 0.3830244347453117 Epoch 24: val loss 0.4301615357398987
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6429334282875061 Epoch 0: val loss 0.6340904831886292 Epoch 1: train loss 0.5758183181285859 Epoch 1: val loss 0.6077409386634827 Epoch 2: train loss 0.5621462792158127 Epoch 2: val loss 0.5713768005371094 Epoch 3: train loss 0.552573299407959 Epoch 3: val loss 0.5298904776573181 Epoch 4: train loss 0.4917837053537369 Epoch 4: val loss 0.4986652731895447 Epoch 5: train loss 0.44407995939254763 Epoch 5: val loss 0.46764206886291504 Epoch 6: train loss 0.46815702617168425 Epoch 6: val loss 0.4425148367881775 Epoch 7: train loss 0.43528780341148376 Epoch 7: val loss 0.4354734718799591 Epoch 8: train loss 0.42232105135917664 Epoch 8: val loss 0.4144391119480133 Epoch 9: train loss 0.41287118196487427 Epoch 9: val loss 0.42141300439834595 Epoch 10: train loss 0.42654704451560976 Epoch 10: val loss 0.45062941312789917 Epoch 11: train loss 0.40654965341091154 Epoch 11: val loss 0.41811463236808777 Epoch 12: train loss 0.388935486972332 Epoch 12: val loss 0.41079992055892944 Epoch 13: train loss 0.41529607176780703 Epoch 13: val loss 0.42282748222351074 Epoch 14: train loss 0.43667876720428467 Epoch 14: val loss 0.41581204533576965 Epoch 15: train loss 0.3951946794986725 Epoch 15: val loss 0.4088646173477173 Epoch 16: train loss 0.40339679419994356 Epoch 16: val loss 0.4093075692653656 Epoch 17: train loss 0.3883741036057472 Epoch 17: val loss 0.42173030972480774 Epoch 18: train loss 0.3696936458349228 Epoch 18: val loss 0.41990289092063904 Epoch 19: train loss 0.3816200613975525 Epoch 19: val loss 0.41746023297309875 Epoch 20: train loss 0.38798553347587583 Epoch 20: val loss 0.4133959710597992 Epoch 21: train loss 0.4635574907064438 Epoch 21: val loss 0.41308340430259705 Epoch 22: train loss 0.43825618624687196 Epoch 22: val loss 0.3993425965309143 Epoch 23: train loss 0.42317306697368623 Epoch 23: val loss 0.39763516187667847 Epoch 24: train loss 0.47888426184654237 Epoch 24: val loss 0.4078746736049652
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7178740859031677 Epoch 0: val loss 0.6940469145774841 Epoch 1: train loss 0.6831167340278625 Epoch 1: val loss 0.6705422401428223 Epoch 2: train loss 0.6573728322982788 Epoch 2: val loss 0.6294764876365662 Epoch 3: train loss 0.6159548580646514 Epoch 3: val loss 0.5808683633804321 Epoch 4: train loss 0.5842713475227356 Epoch 4: val loss 0.5385617017745972 Epoch 5: train loss 0.5186786681413651 Epoch 5: val loss 0.5084066987037659 Epoch 6: train loss 0.5213394969701767 Epoch 6: val loss 0.47319281101226807 Epoch 7: train loss 0.45487129092216494 Epoch 7: val loss 0.45755794644355774 Epoch 8: train loss 0.42162899672985077 Epoch 8: val loss 0.4427424967288971 Epoch 9: train loss 0.4208115339279175 Epoch 9: val loss 0.44174906611442566 Epoch 10: train loss 0.4281424731016159 Epoch 10: val loss 0.4470227062702179 Epoch 11: train loss 0.49305638372898103 Epoch 11: val loss 0.4514382481575012 Epoch 12: train loss 0.38291437476873397 Epoch 12: val loss 0.4460851848125458 Epoch 13: train loss 0.412659564614296 Epoch 13: val loss 0.44445890188217163 Epoch 14: train loss 0.4165256887674332 Epoch 14: val loss 0.4452539086341858 Epoch 15: train loss 0.40071953237056734 Epoch 15: val loss 0.44954898953437805 Epoch 16: train loss 0.4121816039085388 Epoch 16: val loss 0.4508518874645233 Epoch 17: train loss 0.4592272832989693 Epoch 17: val loss 0.45186224579811096 Epoch 18: train loss 0.4005102276802063 Epoch 18: val loss 0.455960750579834 Epoch 19: train loss 0.3816772073507309 Epoch 19: val loss 0.4588237702846527 Epoch 20: train loss 0.4060565233230591 Epoch 20: val loss 0.45814049243927 Epoch 21: train loss 0.4230526775121689 Epoch 21: val loss 0.45832765102386475 Epoch 22: train loss 0.42547198235988615 Epoch 22: val loss 0.45688775181770325 Epoch 23: train loss 0.4040172278881073 Epoch 23: val loss 0.45259565114974976 Epoch 24: train loss 0.3876305535435677 Epoch 24: val loss 0.456617146730423
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7215767800807953 Epoch 0: val loss 0.7128468155860901 Epoch 1: train loss 0.6930802047252655 Epoch 1: val loss 0.6919035911560059 Epoch 2: train loss 0.6699989318847657 Epoch 2: val loss 0.6706685423851013 Epoch 3: train loss 0.6589641869068146 Epoch 3: val loss 0.6461212038993835 Epoch 4: train loss 0.6308034539222718 Epoch 4: val loss 0.6174097061157227 Epoch 5: train loss 0.5865551412105561 Epoch 5: val loss 0.5914724469184875 Epoch 6: train loss 0.5590314745903016 Epoch 6: val loss 0.5667061805725098 Epoch 7: train loss 0.5227418810129165 Epoch 7: val loss 0.5427248477935791 Epoch 8: train loss 0.4915133059024811 Epoch 8: val loss 0.492508202791214 Epoch 9: train loss 0.5049637705087662 Epoch 9: val loss 0.462007999420166 Epoch 10: train loss 0.440470027923584 Epoch 10: val loss 0.45023754239082336 Epoch 11: train loss 0.41263817250728607 Epoch 11: val loss 0.47136715054512024 Epoch 12: train loss 0.4333600074052811 Epoch 12: val loss 0.4821641743183136 Epoch 13: train loss 0.455474379658699 Epoch 13: val loss 0.46151989698410034 Epoch 14: train loss 0.4030280441045761 Epoch 14: val loss 0.4477831721305847 Epoch 15: train loss 0.4295763671398163 Epoch 15: val loss 0.446936696767807 Epoch 16: train loss 0.4263921856880188 Epoch 16: val loss 0.4772481322288513 Epoch 17: train loss 0.3959104508161545 Epoch 17: val loss 0.4682992696762085 Epoch 18: train loss 0.40194410681724546 Epoch 18: val loss 0.4369181990623474 Epoch 19: train loss 0.48076982498168946 Epoch 19: val loss 0.4654580056667328 Epoch 20: train loss 0.3864155262708664 Epoch 20: val loss 0.482990026473999 Epoch 21: train loss 0.40769012570381163 Epoch 21: val loss 0.438162237405777 Epoch 22: train loss 0.38649135231971743 Epoch 22: val loss 0.4409164488315582 Epoch 23: train loss 0.47285979688167573 Epoch 23: val loss 0.41918468475341797 Epoch 24: train loss 0.3758567415177822 Epoch 24: val loss 0.40180641412734985
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6689856969393216 Epoch 0: val loss 0.6416704058647156 Epoch 1: train loss 0.6325459205187284 Epoch 1: val loss 0.6216306686401367 Epoch 2: train loss 0.619954567689162 Epoch 2: val loss 0.6045123338699341 Epoch 3: train loss 0.590009487592257 Epoch 3: val loss 0.586561381816864 Epoch 4: train loss 0.5607923888243161 Epoch 4: val loss 0.5683298110961914 Epoch 5: train loss 0.5394434493321639 Epoch 5: val loss 0.5476773977279663 Epoch 6: train loss 0.5474267028845273 Epoch 6: val loss 0.5249245166778564 Epoch 7: train loss 0.49629708895316493 Epoch 7: val loss 0.508354663848877 Epoch 8: train loss 0.47231815640742963 Epoch 8: val loss 0.49160274863243103 Epoch 9: train loss 0.45080986618995667 Epoch 9: val loss 0.47514575719833374 Epoch 10: train loss 0.43587974401620716 Epoch 10: val loss 0.4770412743091583 Epoch 11: train loss 0.4376382529735565 Epoch 11: val loss 0.4765538275241852 Epoch 12: train loss 0.416593067921125 Epoch 12: val loss 0.4671938419342041 Epoch 13: train loss 0.41399988990563613 Epoch 13: val loss 0.46087998151779175 Epoch 14: train loss 0.4249936422476402 Epoch 14: val loss 0.47673821449279785 Epoch 15: train loss 0.43134506849142223 Epoch 15: val loss 0.46207088232040405 Epoch 16: train loss 0.41337236991295445 Epoch 16: val loss 0.44820544123649597 Epoch 17: train loss 0.42647258593485904 Epoch 17: val loss 0.4632830321788788 Epoch 18: train loss 0.38460515898007613 Epoch 18: val loss 0.4676315188407898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6823525374585931 Epoch 0: val loss 0.6610192060470581 Epoch 1: train loss 0.6737803058190779 Epoch 1: val loss 0.6594119071960449 Epoch 2: train loss 0.6591157804835927 Epoch 2: val loss 0.6574822664260864 Epoch 3: train loss 0.6686473109505393 Epoch 3: val loss 0.6548513770103455 Epoch 4: train loss 0.6540306318889965 Epoch 4: val loss 0.6575127243995667 Epoch 5: train loss 0.6457827362147245 Epoch 5: val loss 0.6546990871429443 Epoch 6: train loss 0.6514129963788119 Epoch 6: val loss 0.6529922485351562 Epoch 7: train loss 0.647358238697052 Epoch 7: val loss 0.6456522941589355 Epoch 8: train loss 0.6465386531569741 Epoch 8: val loss 0.6405388116836548 Epoch 9: train loss 0.6304826899008318 Epoch 9: val loss 0.6352636218070984 Epoch 10: train loss 0.620207358490337 Epoch 10: val loss 0.6332230567932129 Epoch 11: train loss 0.6096634756435048 Epoch 11: val loss 0.6311350464820862 Epoch 12: train loss 0.6236254681240428 Epoch 12: val loss 0.6287605166435242 Epoch 13: train loss 0.6161377267404036 Epoch 13: val loss 0.6279087066650391 Epoch 14: train loss 0.605875860561024 Epoch 14: val loss 0.635913074016571 Epoch 15: train loss 0.6195243922146884 Epoch 15: val loss 0.633923351764679 Epoch 16: train loss 0.5935365774414756 Epoch 16: val loss 0.6323999166488647 Epoch 17: train loss 0.5841204009272836 Epoch 17: val loss 0.6321375370025635 Epoch 18: train loss 0.593923644586043 Epoch 18: val loss 0.6297692656517029 Epoch 19: train loss 0.585575518282977 Epoch 19: val loss 0.6380938291549683 Epoch 20: train loss 0.5810966112396934 Epoch 20: val loss 0.6296741962432861 Epoch 21: train loss 0.5948306105353616 Epoch 21: val loss 0.6334027647972107 Epoch 22: train loss 0.5911417738957838 Epoch 22: val loss 0.6328256726264954 Epoch 23: train loss 0.5628654360771179 Epoch 23: val loss 0.6288698315620422 Epoch 24: train loss 0.5644669722427021 Epoch 24: val loss 0.6213676333427429
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.714282897385684 Epoch 0: val loss 0.7029855251312256 Epoch 1: train loss 0.6811565160751343 Epoch 1: val loss 0.6844834089279175 Epoch 2: train loss 0.6614623394879428 Epoch 2: val loss 0.6680018901824951 Epoch 3: train loss 0.652888991615989 Epoch 3: val loss 0.6549466848373413 Epoch 4: train loss 0.6473567702553489 Epoch 4: val loss 0.6507518291473389 Epoch 5: train loss 0.6218300732699308 Epoch 5: val loss 0.648314356803894 Epoch 6: train loss 0.6259842948480085 Epoch 6: val loss 0.6483938694000244 Epoch 7: train loss 0.6206103509122675 Epoch 7: val loss 0.6498448848724365 Epoch 8: train loss 0.6216446703130548 Epoch 8: val loss 0.6496915221214294 Epoch 9: train loss 0.6089247952808033 Epoch 9: val loss 0.6471412777900696 Epoch 10: train loss 0.6154877326705239 Epoch 10: val loss 0.6445651054382324 Epoch 11: train loss 0.6211680932478472 Epoch 11: val loss 0.6468438506126404 Epoch 12: train loss 0.6043261072852395 Epoch 12: val loss 0.6479187607765198 Epoch 13: train loss 0.6167759949510748 Epoch 13: val loss 0.6462878584861755 Epoch 14: train loss 0.6125237128951333 Epoch 14: val loss 0.6489025354385376 Epoch 15: train loss 0.5999925515868447 Epoch 15: val loss 0.6468713283538818 Epoch 16: train loss 0.6022287715565074 Epoch 16: val loss 0.6458373665809631 Epoch 17: train loss 0.5837582674893466 Epoch 17: val loss 0.6460623145103455 Epoch 18: train loss 0.5736338712952354 Epoch 18: val loss 0.6442943811416626 Epoch 19: train loss 0.5852775411172346 Epoch 19: val loss 0.6430324912071228 Epoch 20: train loss 0.5780409709973768 Epoch 20: val loss 0.6456233859062195 Epoch 21: train loss 0.5695377046411688 Epoch 21: val loss 0.6458219885826111 Epoch 22: train loss 0.5935542773116719 Epoch 22: val loss 0.6360280513763428 Epoch 23: train loss 0.5712118555199016 Epoch 23: val loss 0.6306111812591553 Epoch 24: train loss 0.5678148107095198 Epoch 24: val loss 0.6288052201271057
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.689168241890994 Epoch 0: val loss 0.6790869235992432 Epoch 1: train loss 0.6701875762505964 Epoch 1: val loss 0.6708441972732544 Epoch 2: train loss 0.662007375196977 Epoch 2: val loss 0.6644853353500366 Epoch 3: train loss 0.6460933793674816 Epoch 3: val loss 0.6593084931373596 Epoch 4: train loss 0.6355264403603293 Epoch 4: val loss 0.6484703421592712 Epoch 5: train loss 0.6315580877390775 Epoch 5: val loss 0.6446459293365479 Epoch 6: train loss 0.6268882209604437 Epoch 6: val loss 0.6375744342803955 Epoch 7: train loss 0.6269757422533903 Epoch 7: val loss 0.6326776146888733 Epoch 8: train loss 0.6200698153539137 Epoch 8: val loss 0.6244335770606995 Epoch 9: train loss 0.619654509154233 Epoch 9: val loss 0.6197572946548462 Epoch 10: train loss 0.614210762760856 Epoch 10: val loss 0.6274163722991943 Epoch 11: train loss 0.5968499698422172 Epoch 11: val loss 0.624026894569397 Epoch 12: train loss 0.6027007400989532 Epoch 12: val loss 0.6233632564544678 Epoch 13: train loss 0.5973238159309734 Epoch 13: val loss 0.6134812831878662 Epoch 14: train loss 0.5923842300068248 Epoch 14: val loss 0.6148812770843506 Epoch 15: train loss 0.5712936899878762 Epoch 15: val loss 0.6165950894355774 Epoch 16: train loss 0.575369734655727 Epoch 16: val loss 0.6092070937156677 Epoch 17: train loss 0.5740460374138572 Epoch 17: val loss 0.6112514734268188 Epoch 18: train loss 0.566258739341389 Epoch 18: val loss 0.6101565957069397 Epoch 19: train loss 0.5651730109344829 Epoch 19: val loss 0.6095235347747803 Epoch 20: train loss 0.5516453168608926 Epoch 20: val loss 0.6089872717857361 Epoch 21: train loss 0.5484891154549338 Epoch 21: val loss 0.6159312129020691 Epoch 22: train loss 0.5498546497388319 Epoch 22: val loss 0.6044594049453735 Epoch 23: train loss 0.5460732552138242 Epoch 23: val loss 0.6022794842720032 Epoch 24: train loss 0.5507684946060181 Epoch 24: val loss 0.5979894995689392
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984803839163347 Epoch 0: val loss 0.690176248550415 Epoch 1: train loss 0.689481177113273 Epoch 1: val loss 0.6814757585525513 Epoch 2: train loss 0.6765310601754622 Epoch 2: val loss 0.6741378307342529 Epoch 3: train loss 0.6715539639646356 Epoch 3: val loss 0.6690313816070557 Epoch 4: train loss 0.657242628661069 Epoch 4: val loss 0.6626384854316711 Epoch 5: train loss 0.6431962305849249 Epoch 5: val loss 0.6548874378204346 Epoch 6: train loss 0.6392254721034657 Epoch 6: val loss 0.6487952470779419 Epoch 7: train loss 0.6351817792112177 Epoch 7: val loss 0.6394028663635254 Epoch 8: train loss 0.6271744966506958 Epoch 8: val loss 0.6288339495658875 Epoch 9: train loss 0.6111512996933677 Epoch 9: val loss 0.6249719262123108 Epoch 10: train loss 0.6039759083227678 Epoch 10: val loss 0.6199522614479065 Epoch 11: train loss 0.6109617840160023 Epoch 11: val loss 0.6109180450439453 Epoch 12: train loss 0.5879281705076044 Epoch 12: val loss 0.5994477868080139 Epoch 13: train loss 0.5968820127573881 Epoch 13: val loss 0.5960606932640076 Epoch 14: train loss 0.5816675316203724 Epoch 14: val loss 0.6055495738983154 Epoch 15: train loss 0.571812396699732 Epoch 15: val loss 0.5956565141677856 Epoch 16: train loss 0.5809359713034197 Epoch 16: val loss 0.5841930508613586 Epoch 17: train loss 0.5599986206401478 Epoch 17: val loss 0.5897426009178162 Epoch 18: train loss 0.5758710341020064 Epoch 18: val loss 0.5896510481834412 Epoch 19: train loss 0.547033120285381 Epoch 19: val loss 0.5790871381759644 Epoch 20: train loss 0.5525479289618406 Epoch 20: val loss 0.5760740041732788 Epoch 21: train loss 0.5535170517184518 Epoch 21: val loss 0.5801433324813843 Epoch 22: train loss 0.5377274832942269 Epoch 22: val loss 0.5752078890800476 Epoch 23: train loss 0.5372799201445146 Epoch 23: val loss 0.5739179849624634 Epoch 24: train loss 0.523463942787864 Epoch 24: val loss 0.5732356309890747
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846147656440735 Epoch 0: val loss 0.6700344085693359 Epoch 1: train loss 0.6715963085492452 Epoch 1: val loss 0.6617383360862732 Epoch 2: train loss 0.6601837237675985 Epoch 2: val loss 0.6545043587684631 Epoch 3: train loss 0.6482023954391479 Epoch 3: val loss 0.646919310092926 Epoch 4: train loss 0.6437024434407552 Epoch 4: val loss 0.64509117603302 Epoch 5: train loss 0.633622924486796 Epoch 5: val loss 0.6344724893569946 Epoch 6: train loss 0.6429046034812927 Epoch 6: val loss 0.6274310946464539 Epoch 7: train loss 0.624030605951945 Epoch 7: val loss 0.6233267784118652 Epoch 8: train loss 0.6189925948778788 Epoch 8: val loss 0.6120284199714661 Epoch 9: train loss 0.5947556376457215 Epoch 9: val loss 0.5999166369438171 Epoch 10: train loss 0.6072573860486349 Epoch 10: val loss 0.5985366106033325 Epoch 11: train loss 0.5950016955534617 Epoch 11: val loss 0.6002765893936157 Epoch 12: train loss 0.592961045106252 Epoch 12: val loss 0.5899533629417419 Epoch 13: train loss 0.5882047335306804 Epoch 13: val loss 0.5807121992111206 Epoch 14: train loss 0.579185837507248 Epoch 14: val loss 0.5801627039909363 Epoch 15: train loss 0.5841098149617513 Epoch 15: val loss 0.5725077986717224 Epoch 16: train loss 0.5752276301383972 Epoch 16: val loss 0.5703588724136353 Epoch 17: train loss 0.559375923871994 Epoch 17: val loss 0.5666078329086304 Epoch 18: train loss 0.5642279028892517 Epoch 18: val loss 0.5644667744636536 Epoch 19: train loss 0.5784160991509756 Epoch 19: val loss 0.5604611039161682 Epoch 20: train loss 0.5555013159910838 Epoch 20: val loss 0.5469563603401184 Epoch 21: train loss 0.5576422870159149 Epoch 21: val loss 0.5377082824707031 Epoch 22: train loss 0.5435206890106201 Epoch 22: val loss 0.537385106086731 Epoch 23: train loss 0.555803636709849 Epoch 23: val loss 0.5341715812683105 Epoch 24: train loss 0.5480534275372823 Epoch 24: val loss 0.5330187678337097
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6946504314740499 Epoch 0: val loss 0.6959646940231323 Epoch 1: train loss 0.6962500363588333 Epoch 1: val loss 0.6880300045013428 Epoch 2: train loss 0.6895342469215393 Epoch 2: val loss 0.6789836287498474 Epoch 3: train loss 0.6816609452168146 Epoch 3: val loss 0.6719973683357239 Epoch 4: train loss 0.6703161547581354 Epoch 4: val loss 0.6654390096664429 Epoch 5: train loss 0.6633148938417435 Epoch 5: val loss 0.6597403883934021 Epoch 6: train loss 0.6590240746736526 Epoch 6: val loss 0.655239999294281 Epoch 7: train loss 0.6416117052237192 Epoch 7: val loss 0.6509215235710144 Epoch 8: train loss 0.6310311009486517 Epoch 8: val loss 0.6411974430084229 Epoch 9: train loss 0.6374751528104147 Epoch 9: val loss 0.6363276839256287 Epoch 10: train loss 0.6265258689721426 Epoch 10: val loss 0.6274421215057373 Epoch 11: train loss 0.6133077541987101 Epoch 11: val loss 0.6326655745506287 Epoch 12: train loss 0.6130294799804688 Epoch 12: val loss 0.6303074359893799 Epoch 13: train loss 0.5967184404532114 Epoch 13: val loss 0.61674565076828 Epoch 14: train loss 0.595203643043836 Epoch 14: val loss 0.6096318364143372 Epoch 15: train loss 0.6108134438594183 Epoch 15: val loss 0.6055468916893005 Epoch 16: train loss 0.599788561463356 Epoch 16: val loss 0.6019683480262756 Epoch 17: train loss 0.5902010897795359 Epoch 17: val loss 0.5951956510543823 Epoch 18: train loss 0.5958752209941546 Epoch 18: val loss 0.5932811498641968 Epoch 19: train loss 0.6054454892873764 Epoch 19: val loss 0.6115853786468506 Epoch 20: train loss 0.584391916791598 Epoch 20: val loss 0.5915333032608032 Epoch 21: train loss 0.5877292652924856 Epoch 21: val loss 0.5906350016593933 Epoch 22: train loss 0.5939062982797623 Epoch 22: val loss 0.5887874364852905 Epoch 23: train loss 0.563104490439097 Epoch 23: val loss 0.580620288848877 Epoch 24: train loss 0.5595860481262207 Epoch 24: val loss 0.5871988534927368
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6842837284008662 Epoch 0: val loss 0.6911876797676086 Epoch 1: train loss 0.6721026947100958 Epoch 1: val loss 0.6768094301223755 Epoch 2: train loss 0.6516851782798767 Epoch 2: val loss 0.6636898517608643 Epoch 3: train loss 0.6238172600666682 Epoch 3: val loss 0.654151201248169 Epoch 4: train loss 0.6052783926328024 Epoch 4: val loss 0.6465191841125488 Epoch 5: train loss 0.5688940410812696 Epoch 5: val loss 0.6438392996788025 Epoch 6: train loss 0.5670851320028305 Epoch 6: val loss 0.65827476978302 Epoch 7: train loss 0.5651042759418488 Epoch 7: val loss 0.651218593120575 Epoch 8: train loss 0.5660129437843958 Epoch 8: val loss 0.648419976234436 Epoch 9: train loss 0.5592786570390066 Epoch 9: val loss 0.648583710193634 Epoch 10: train loss 0.5526732355356216 Epoch 10: val loss 0.6485574245452881 Epoch 11: train loss 0.5314802105228106 Epoch 11: val loss 0.6478056311607361 Epoch 12: train loss 0.5550610025723776 Epoch 12: val loss 0.6486126780509949 Epoch 13: train loss 0.5364304011066755 Epoch 13: val loss 0.6480978727340698 Epoch 14: train loss 0.5550532092650732 Epoch 14: val loss 0.6445224285125732 Epoch 15: train loss 0.5580525274078051 Epoch 15: val loss 0.6484160423278809 Epoch 16: train loss 0.5559364060560862 Epoch 16: val loss 0.6467249989509583 Epoch 17: train loss 0.5493676836291949 Epoch 17: val loss 0.656345546245575 Epoch 18: train loss 0.5353194226821264 Epoch 18: val loss 0.6341584324836731 Epoch 19: train loss 0.5308243880669276 Epoch 19: val loss 0.6296999454498291 Epoch 20: train loss 0.5460390572746595 Epoch 20: val loss 0.6413421630859375 Epoch 21: train loss 0.5455181946357092 Epoch 21: val loss 0.6287927031517029 Epoch 22: train loss 0.543969584008058 Epoch 22: val loss 0.6311891674995422 Epoch 23: train loss 0.5326486577590307 Epoch 23: val loss 0.6372933387756348 Epoch 24: train loss 0.533530575533708 Epoch 24: val loss 0.6418274641036987
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7133215616146723 Epoch 0: val loss 0.7015358805656433 Epoch 1: train loss 0.6805456628402075 Epoch 1: val loss 0.7028036117553711 Epoch 2: train loss 0.685566172003746 Epoch 2: val loss 0.701386570930481 Epoch 3: train loss 0.679803674419721 Epoch 3: val loss 0.7022192478179932 Epoch 4: train loss 0.6762955089410146 Epoch 4: val loss 0.7035672068595886 Epoch 5: train loss 0.6724809408187866 Epoch 5: val loss 0.7035682201385498 Epoch 6: train loss 0.6501238147417704 Epoch 6: val loss 0.7038136720657349 Epoch 7: train loss 0.6476762046416601 Epoch 7: val loss 0.706680417060852 Epoch 8: train loss 0.6437349170446396 Epoch 8: val loss 0.7081171870231628 Epoch 9: train loss 0.641653706630071 Epoch 9: val loss 0.7092751264572144 Epoch 10: train loss 0.619965597987175 Epoch 10: val loss 0.7094818353652954 Epoch 11: train loss 0.5988006194432577 Epoch 11: val loss 0.7054486870765686 Epoch 12: train loss 0.605399971206983 Epoch 12: val loss 0.7053144574165344 Epoch 13: train loss 0.5987015763918558 Epoch 13: val loss 0.7011273503303528 Epoch 14: train loss 0.580826478699843 Epoch 14: val loss 0.6974467039108276 Epoch 15: train loss 0.5832580750187238 Epoch 15: val loss 0.6923508048057556 Epoch 16: train loss 0.5906088650226593 Epoch 16: val loss 0.6882086396217346 Epoch 17: train loss 0.5671702350179354 Epoch 17: val loss 0.6814641952514648 Epoch 18: train loss 0.5779763832688332 Epoch 18: val loss 0.6771956086158752 Epoch 19: train loss 0.5533250520626704 Epoch 19: val loss 0.6784026622772217 Epoch 20: train loss 0.5677922318379084 Epoch 20: val loss 0.6822585463523865 Epoch 21: train loss 0.551336037615935 Epoch 21: val loss 0.6888917088508606 Epoch 22: train loss 0.569175568719705 Epoch 22: val loss 0.6903825402259827 Epoch 23: train loss 0.54259725411733 Epoch 23: val loss 0.6836153864860535 Epoch 24: train loss 0.535272533694903 Epoch 24: val loss 0.672860860824585
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7065492371718088 Epoch 0: val loss 0.68454509973526 Epoch 1: train loss 0.6985074828068415 Epoch 1: val loss 0.6839728355407715 Epoch 2: train loss 0.6962820291519165 Epoch 2: val loss 0.6823274493217468 Epoch 3: train loss 0.6848302086194357 Epoch 3: val loss 0.6800689101219177 Epoch 4: train loss 0.6774968802928925 Epoch 4: val loss 0.6769195199012756 Epoch 5: train loss 0.6826364447673162 Epoch 5: val loss 0.6726292371749878 Epoch 6: train loss 0.6815377672513326 Epoch 6: val loss 0.6675006747245789 Epoch 7: train loss 0.6690495510896047 Epoch 7: val loss 0.660961389541626 Epoch 8: train loss 0.6648629506429037 Epoch 8: val loss 0.6514652967453003 Epoch 9: train loss 0.6588803678750992 Epoch 9: val loss 0.6419960856437683 Epoch 10: train loss 0.6634678691625595 Epoch 10: val loss 0.6346864700317383 Epoch 11: train loss 0.6491897404193878 Epoch 11: val loss 0.6336527466773987 Epoch 12: train loss 0.6461182981729507 Epoch 12: val loss 0.6265998482704163 Epoch 13: train loss 0.6297072470188141 Epoch 13: val loss 0.6168485879898071 Epoch 14: train loss 0.6221961925427119 Epoch 14: val loss 0.6078510880470276 Epoch 15: train loss 0.6354204912980398 Epoch 15: val loss 0.6051617860794067 Epoch 16: train loss 0.6092170278231303 Epoch 16: val loss 0.6085218191146851 Epoch 17: train loss 0.6268645226955414 Epoch 17: val loss 0.5906942486763 Epoch 18: train loss 0.6149643510580063 Epoch 18: val loss 0.5990471243858337 Epoch 19: train loss 0.6043084015448889 Epoch 19: val loss 0.6023587584495544 Epoch 20: train loss 0.6041677445173264 Epoch 20: val loss 0.5971419811248779 Epoch 21: train loss 0.6091281846165657 Epoch 21: val loss 0.6014794111251831 Epoch 22: train loss 0.5936979701121649 Epoch 22: val loss 0.6096440553665161 Epoch 23: train loss 0.5829604541261991 Epoch 23: val loss 0.5967566967010498 Epoch 24: train loss 0.5982983460028967 Epoch 24: val loss 0.5970860719680786
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7041643224656582 Epoch 0: val loss 0.6914076209068298 Epoch 1: train loss 0.7029743678867817 Epoch 1: val loss 0.6849082708358765 Epoch 2: train loss 0.6850667148828506 Epoch 2: val loss 0.685476541519165 Epoch 3: train loss 0.6832389160990715 Epoch 3: val loss 0.681650698184967 Epoch 4: train loss 0.6648817509412766 Epoch 4: val loss 0.6775739192962646 Epoch 5: train loss 0.6637781634926796 Epoch 5: val loss 0.6629273891448975 Epoch 6: train loss 0.6391944549977779 Epoch 6: val loss 0.6521952748298645 Epoch 7: train loss 0.6293758787214756 Epoch 7: val loss 0.6392485499382019 Epoch 8: train loss 0.6031525731086731 Epoch 8: val loss 0.6330744624137878 Epoch 9: train loss 0.6002759411931038 Epoch 9: val loss 0.6280561089515686 Epoch 10: train loss 0.608274795114994 Epoch 10: val loss 0.6256861686706543 Epoch 11: train loss 0.5787980910390615 Epoch 11: val loss 0.6252901554107666 Epoch 12: train loss 0.5767640024423599 Epoch 12: val loss 0.6202375888824463 Epoch 13: train loss 0.5812270306050777 Epoch 13: val loss 0.6189236044883728 Epoch 14: train loss 0.5748641304671764 Epoch 14: val loss 0.6160160303115845 Epoch 15: train loss 0.5526545532047749 Epoch 15: val loss 0.6182681918144226 Epoch 16: train loss 0.5628563649952412 Epoch 16: val loss 0.6166201233863831 Epoch 17: train loss 0.5727897323668003 Epoch 17: val loss 0.6114993691444397 Epoch 18: train loss 0.5705929044634104 Epoch 18: val loss 0.6119351387023926 Epoch 19: train loss 0.5593258384615183 Epoch 19: val loss 0.6194491386413574 Epoch 20: train loss 0.5620124135166407 Epoch 20: val loss 0.6227303147315979 Epoch 21: train loss 0.5533252116292715 Epoch 21: val loss 0.6187339425086975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7049141029516856 Epoch 0: val loss 0.6846745610237122 Epoch 1: train loss 0.6973657707373301 Epoch 1: val loss 0.6796020269393921 Epoch 2: train loss 0.6862243364254633 Epoch 2: val loss 0.6731569170951843 Epoch 3: train loss 0.6800393462181091 Epoch 3: val loss 0.6688181161880493 Epoch 4: train loss 0.675082395474116 Epoch 4: val loss 0.6648171544075012 Epoch 5: train loss 0.6859260648488998 Epoch 5: val loss 0.6627240777015686 Epoch 6: train loss 0.6678394923607508 Epoch 6: val loss 0.6578385233879089 Epoch 7: train loss 0.6612877746423086 Epoch 7: val loss 0.6513910293579102 Epoch 8: train loss 0.6568101396163305 Epoch 8: val loss 0.6455831527709961 Epoch 9: train loss 0.6615663766860962 Epoch 9: val loss 0.6413828730583191 Epoch 10: train loss 0.6647142022848129 Epoch 10: val loss 0.6399373412132263 Epoch 11: train loss 0.6442187279462814 Epoch 11: val loss 0.6384572386741638 Epoch 12: train loss 0.647758404413859 Epoch 12: val loss 0.6320120692253113 Epoch 13: train loss 0.6363255431254705 Epoch 13: val loss 0.6318383812904358 Epoch 14: train loss 0.64539302388827 Epoch 14: val loss 0.6311448812484741 Epoch 15: train loss 0.6450013568003973 Epoch 15: val loss 0.6283490657806396 Epoch 16: train loss 0.6432908922433853 Epoch 16: val loss 0.6284536719322205 Epoch 17: train loss 0.6379142155249914 Epoch 17: val loss 0.6242973804473877 Epoch 18: train loss 0.6302452087402344 Epoch 18: val loss 0.6190793514251709 Epoch 19: train loss 0.6372545510530472 Epoch 19: val loss 0.6195982694625854 Epoch 20: train loss 0.6109076340993246 Epoch 20: val loss 0.6209147572517395 Epoch 21: train loss 0.6250774910052618 Epoch 21: val loss 0.6193928718566895 Epoch 22: train loss 0.6175225228071213 Epoch 22: val loss 0.6135127544403076 Epoch 23: train loss 0.6169292082389196 Epoch 23: val loss 0.6124223470687866 Epoch 24: train loss 0.6143399775028229 Epoch 24: val loss 0.61348557472229
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7142837842305502 Epoch 0: val loss 0.6940678954124451 Epoch 1: train loss 0.6939297765493393 Epoch 1: val loss 0.6925000548362732 Epoch 2: train loss 0.6874804198741913 Epoch 2: val loss 0.6902284026145935 Epoch 3: train loss 0.6801464607318243 Epoch 3: val loss 0.6889268159866333 Epoch 4: train loss 0.6633144716421763 Epoch 4: val loss 0.6888442635536194 Epoch 5: train loss 0.659808506568273 Epoch 5: val loss 0.690578281879425 Epoch 6: train loss 0.6513964980840683 Epoch 6: val loss 0.6943737864494324 Epoch 7: train loss 0.6533633172512054 Epoch 7: val loss 0.6987780928611755 Epoch 8: train loss 0.6409622877836227 Epoch 8: val loss 0.7014667987823486 Epoch 9: train loss 0.6438785394032797 Epoch 9: val loss 0.6994826197624207 Epoch 10: train loss 0.6323368201653162 Epoch 10: val loss 0.6992909908294678 Epoch 11: train loss 0.6329250087340673 Epoch 11: val loss 0.7015140652656555 Epoch 12: train loss 0.6207823803027471 Epoch 12: val loss 0.6995514035224915 Epoch 13: train loss 0.6229268660147985 Epoch 13: val loss 0.7022526264190674 Epoch 14: train loss 0.6184690644343694 Epoch 14: val loss 0.7021811604499817 Epoch 15: train loss 0.6025238285462061 Epoch 15: val loss 0.7034623622894287 Epoch 16: train loss 0.6202348421017329 Epoch 16: val loss 0.7065521478652954 Epoch 17: train loss 0.621365005771319 Epoch 17: val loss 0.704197108745575 Epoch 18: train loss 0.6142032196124395 Epoch 18: val loss 0.7030705213546753 Epoch 19: train loss 0.6337842841943105 Epoch 19: val loss 0.7017635107040405 Epoch 20: train loss 0.595488041639328 Epoch 20: val loss 0.6980069875717163 Epoch 21: train loss 0.5970778639117876 Epoch 21: val loss 0.6970347166061401 Epoch 22: train loss 0.6027053693930308 Epoch 22: val loss 0.6947321891784668 Epoch 23: train loss 0.5976520553231239 Epoch 23: val loss 0.6917089223861694 Epoch 24: train loss 0.5820244004329046 Epoch 24: val loss 0.6970484256744385
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7072670608758926 Epoch 0: val loss 0.6965191960334778 Epoch 1: train loss 0.6922236829996109 Epoch 1: val loss 0.6929997801780701 Epoch 2: train loss 0.671584814786911 Epoch 2: val loss 0.6892440319061279 Epoch 3: train loss 0.6680850138266882 Epoch 3: val loss 0.6833959221839905 Epoch 4: train loss 0.6656486342350642 Epoch 4: val loss 0.6793524026870728 Epoch 5: train loss 0.6681240797042847 Epoch 5: val loss 0.6729618906974792 Epoch 6: train loss 0.6652738402287165 Epoch 6: val loss 0.666036069393158 Epoch 7: train loss 0.6472161759932836 Epoch 7: val loss 0.6660469770431519 Epoch 8: train loss 0.6535612791776657 Epoch 8: val loss 0.6636630296707153 Epoch 9: train loss 0.6525924404462179 Epoch 9: val loss 0.6639508008956909 Epoch 10: train loss 0.6236370652914047 Epoch 10: val loss 0.6655496954917908 Epoch 11: train loss 0.6313019891579946 Epoch 11: val loss 0.6611396074295044 Epoch 12: train loss 0.6278956681489944 Epoch 12: val loss 0.6662329435348511 Epoch 13: train loss 0.6164655735095342 Epoch 13: val loss 0.6640945076942444 Epoch 14: train loss 0.6163681497176489 Epoch 14: val loss 0.6686702370643616 Epoch 15: train loss 0.6178562293450037 Epoch 15: val loss 0.6613079309463501 Epoch 16: train loss 0.6039728621641794 Epoch 16: val loss 0.6652706265449524 Epoch 17: train loss 0.6116149127483368 Epoch 17: val loss 0.6724236011505127 Epoch 18: train loss 0.5965156455834707 Epoch 18: val loss 0.665152907371521 Epoch 19: train loss 0.6032040789723396 Epoch 19: val loss 0.679024338722229 Epoch 20: train loss 0.6079722344875336 Epoch 20: val loss 0.6865804195404053 Epoch 21: train loss 0.6090672016143799 Epoch 21: val loss 0.6828634738922119 Epoch 22: train loss 0.5941234032313029 Epoch 22: val loss 0.6748253107070923 Epoch 23: train loss 0.5981789926687876 Epoch 23: val loss 0.6703700423240662 Epoch 24: train loss 0.585057906806469 Epoch 24: val loss 0.6721333861351013
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7079902291297913 Epoch 0: val loss 0.685058057308197 Epoch 1: train loss 0.6893782466650009 Epoch 1: val loss 0.685204267501831 Epoch 2: train loss 0.6962014387051264 Epoch 2: val loss 0.6854263544082642 Epoch 3: train loss 0.6862960110108057 Epoch 3: val loss 0.6851005554199219 Epoch 4: train loss 0.6853055953979492 Epoch 4: val loss 0.6840486526489258 Epoch 5: train loss 0.6792321105798086 Epoch 5: val loss 0.6833387017250061 Epoch 6: train loss 0.6718595375617346 Epoch 6: val loss 0.6839438676834106 Epoch 7: train loss 0.6666800528764725 Epoch 7: val loss 0.6834332942962646 Epoch 8: train loss 0.660099854071935 Epoch 8: val loss 0.6836353540420532 Epoch 9: train loss 0.6718544165293375 Epoch 9: val loss 0.684823215007782 Epoch 10: train loss 0.6620471725861231 Epoch 10: val loss 0.6830649375915527 Epoch 11: train loss 0.647869328657786 Epoch 11: val loss 0.6833499670028687 Epoch 12: train loss 0.6521805723508199 Epoch 12: val loss 0.683315098285675 Epoch 13: train loss 0.6467923521995544 Epoch 13: val loss 0.6849508881568909 Epoch 14: train loss 0.6302637110153834 Epoch 14: val loss 0.689814031124115 Epoch 15: train loss 0.632891058921814 Epoch 15: val loss 0.6938058733940125 Epoch 16: train loss 0.6434064904848734 Epoch 16: val loss 0.6917965412139893 Epoch 17: train loss 0.6352664232254028 Epoch 17: val loss 0.6930007934570312 Epoch 18: train loss 0.62927774588267 Epoch 18: val loss 0.6967140436172485 Epoch 19: train loss 0.6270419359207153 Epoch 19: val loss 0.697345495223999 Epoch 20: train loss 0.6298845410346985 Epoch 20: val loss 0.6977446675300598 Epoch 21: train loss 0.6199358205000559 Epoch 21: val loss 0.6998190879821777 Epoch 22: train loss 0.6185879906018575 Epoch 22: val loss 0.7020147442817688 Epoch 23: train loss 0.6092938929796219 Epoch 23: val loss 0.7028951644897461 Epoch 24: train loss 0.625026081999143 Epoch 24: val loss 0.7030560970306396
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958700530230999 Epoch 0: val loss 0.6894448399543762 Epoch 1: train loss 0.6927240677177906 Epoch 1: val loss 0.6818312406539917 Epoch 2: train loss 0.6809506192803383 Epoch 2: val loss 0.6694170236587524 Epoch 3: train loss 0.6696391850709915 Epoch 3: val loss 0.6554439067840576 Epoch 4: train loss 0.6638866029679775 Epoch 4: val loss 0.6423142552375793 Epoch 5: train loss 0.6545447781682014 Epoch 5: val loss 0.6301758885383606 Epoch 6: train loss 0.6536612398922443 Epoch 6: val loss 0.6206104755401611 Epoch 7: train loss 0.6471847556531429 Epoch 7: val loss 0.6192691326141357 Epoch 8: train loss 0.640273179858923 Epoch 8: val loss 0.6195988655090332 Epoch 9: train loss 0.6418081000447273 Epoch 9: val loss 0.6179314255714417 Epoch 10: train loss 0.6300462707877159 Epoch 10: val loss 0.6092662215232849 Epoch 11: train loss 0.6410232111811638 Epoch 11: val loss 0.6087932586669922 Epoch 12: train loss 0.6413743793964386 Epoch 12: val loss 0.6113100647926331 Epoch 13: train loss 0.6262939795851707 Epoch 13: val loss 0.6030275225639343 Epoch 14: train loss 0.6250648088753223 Epoch 14: val loss 0.5952911376953125 Epoch 15: train loss 0.626455832272768 Epoch 15: val loss 0.5936739444732666 Epoch 16: train loss 0.616047952324152 Epoch 16: val loss 0.6024957299232483 Epoch 17: train loss 0.6108119785785675 Epoch 17: val loss 0.5974143147468567 Epoch 18: train loss 0.6074658520519733 Epoch 18: val loss 0.5971680879592896 Epoch 19: train loss 0.6017849501222372 Epoch 19: val loss 0.5941237211227417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7063044580546293 Epoch 0: val loss 0.6952058672904968 Epoch 1: train loss 0.6912560896439985 Epoch 1: val loss 0.6927475929260254 Epoch 2: train loss 0.6944004243070429 Epoch 2: val loss 0.6883331537246704 Epoch 3: train loss 0.6790437535806135 Epoch 3: val loss 0.6825060248374939 Epoch 4: train loss 0.6679714593020353 Epoch 4: val loss 0.6786441206932068 Epoch 5: train loss 0.6580071720209989 Epoch 5: val loss 0.6762163639068604 Epoch 6: train loss 0.6635123057798906 Epoch 6: val loss 0.6730690598487854 Epoch 7: train loss 0.655673547224565 Epoch 7: val loss 0.6720625758171082 Epoch 8: train loss 0.6495761004361239 Epoch 8: val loss 0.6693761944770813 Epoch 9: train loss 0.643669301813299 Epoch 9: val loss 0.6700826287269592 Epoch 10: train loss 0.6455569050528787 Epoch 10: val loss 0.6692898869514465 Epoch 11: train loss 0.6413178281350569 Epoch 11: val loss 0.6697530150413513 Epoch 12: train loss 0.6413910497318615 Epoch 12: val loss 0.6684019565582275 Epoch 13: train loss 0.6335830038244074 Epoch 13: val loss 0.6644406914710999 Epoch 14: train loss 0.629599007693204 Epoch 14: val loss 0.6638467907905579 Epoch 15: train loss 0.629604231227528 Epoch 15: val loss 0.6622341275215149 Epoch 16: train loss 0.6270011121576483 Epoch 16: val loss 0.6609424352645874 Epoch 17: train loss 0.6157434501431205 Epoch 17: val loss 0.656724750995636 Epoch 18: train loss 0.6211763024330139 Epoch 18: val loss 0.654995858669281 Epoch 19: train loss 0.6124907352707603 Epoch 19: val loss 0.6558570265769958 Epoch 20: train loss 0.6218542890115217 Epoch 20: val loss 0.6546779870986938 Epoch 21: train loss 0.612537221475081 Epoch 21: val loss 0.6557461023330688 Epoch 22: train loss 0.5898358767682855 Epoch 22: val loss 0.6594632267951965 Epoch 23: train loss 0.611652905290777 Epoch 23: val loss 0.6564422249794006 Epoch 24: train loss 0.6036677848209034 Epoch 24: val loss 0.6551897525787354
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.709617403420535 Epoch 0: val loss 0.6951141357421875 Epoch 1: train loss 0.6961183168671348 Epoch 1: val loss 0.6879734992980957 Epoch 2: train loss 0.6843181956898082 Epoch 2: val loss 0.6816573739051819 Epoch 3: train loss 0.6738704280419783 Epoch 3: val loss 0.6738832592964172 Epoch 4: train loss 0.6766007921912454 Epoch 4: val loss 0.6684876680374146 Epoch 5: train loss 0.6607921773737128 Epoch 5: val loss 0.6618105173110962 Epoch 6: train loss 0.6653812852772799 Epoch 6: val loss 0.6552470922470093 Epoch 7: train loss 0.6634186885573647 Epoch 7: val loss 0.6474606394767761 Epoch 8: train loss 0.6557335961948741 Epoch 8: val loss 0.6412259936332703 Epoch 9: train loss 0.6494756449352611 Epoch 9: val loss 0.6352146863937378 Epoch 10: train loss 0.6504023346033964 Epoch 10: val loss 0.6319743990898132 Epoch 11: train loss 0.6522515632889487 Epoch 11: val loss 0.6305831670761108 Epoch 12: train loss 0.6475344300270081 Epoch 12: val loss 0.6265156865119934 Epoch 13: train loss 0.6350930766625837 Epoch 13: val loss 0.6224362254142761 Epoch 14: train loss 0.6261550025506453 Epoch 14: val loss 0.6210867762565613 Epoch 15: train loss 0.6423049785874106 Epoch 15: val loss 0.6198171973228455 Epoch 16: train loss 0.6251639832149852 Epoch 16: val loss 0.6202250123023987 Epoch 17: train loss 0.6356138099323619 Epoch 17: val loss 0.6275995969772339 Epoch 18: train loss 0.6409960660067472 Epoch 18: val loss 0.6194210648536682 Epoch 19: train loss 0.6369416984644803 Epoch 19: val loss 0.619086742401123 Epoch 20: train loss 0.6170078570192511 Epoch 20: val loss 0.6185426115989685 Epoch 21: train loss 0.6418877948414196 Epoch 21: val loss 0.6146575212478638 Epoch 22: train loss 0.6173458370295438 Epoch 22: val loss 0.613918662071228 Epoch 23: train loss 0.6220248287374323 Epoch 23: val loss 0.6134650111198425 Epoch 24: train loss 0.6247608336535367 Epoch 24: val loss 0.6150202751159668
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7169195684519681 Epoch 0: val loss 0.6994205713272095 Epoch 1: train loss 0.6931680657646873 Epoch 1: val loss 0.6919585466384888 Epoch 2: train loss 0.6625519719990817 Epoch 2: val loss 0.6873859167098999 Epoch 3: train loss 0.6760288856246255 Epoch 3: val loss 0.6845758557319641 Epoch 4: train loss 0.668779048052701 Epoch 4: val loss 0.6813931465148926 Epoch 5: train loss 0.6630099524151195 Epoch 5: val loss 0.6758561134338379 Epoch 6: train loss 0.6597634337165139 Epoch 6: val loss 0.6724256873130798 Epoch 7: train loss 0.6556249098344282 Epoch 7: val loss 0.6706805229187012 Epoch 8: train loss 0.6421521685340188 Epoch 8: val loss 0.669414222240448 Epoch 9: train loss 0.6457514871250499 Epoch 9: val loss 0.6682902574539185 Epoch 10: train loss 0.6421455903486772 Epoch 10: val loss 0.6666439175605774 Epoch 11: train loss 0.6347270878878507 Epoch 11: val loss 0.66557776927948 Epoch 12: train loss 0.6344514705918052 Epoch 12: val loss 0.6644186973571777 Epoch 13: train loss 0.625866022976962 Epoch 13: val loss 0.6641669273376465 Epoch 14: train loss 0.6215242418375883 Epoch 14: val loss 0.6638789176940918 Epoch 15: train loss 0.6260185458443381 Epoch 15: val loss 0.6595460176467896 Epoch 16: train loss 0.6139572154391896 Epoch 16: val loss 0.6594151258468628 Epoch 17: train loss 0.6087058240717108 Epoch 17: val loss 0.6599615216255188 Epoch 18: train loss 0.6320690783587369 Epoch 18: val loss 0.6619450449943542 Epoch 19: train loss 0.617997711355036 Epoch 19: val loss 0.6549670696258545 Epoch 20: train loss 0.5900894566015764 Epoch 20: val loss 0.6547538042068481 Epoch 21: train loss 0.5822360244664279 Epoch 21: val loss 0.6537664532661438 Epoch 22: train loss 0.5865023921836506 Epoch 22: val loss 0.6488844752311707 Epoch 23: train loss 0.5905598998069763 Epoch 23: val loss 0.6495814323425293 Epoch 24: train loss 0.5805639299479398 Epoch 24: val loss 0.6418895721435547
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955276727676392 Epoch 0: val loss 0.6851209998130798 Epoch 1: train loss 0.6822558695619757 Epoch 1: val loss 0.6780388951301575 Epoch 2: train loss 0.672786598855799 Epoch 2: val loss 0.6727563142776489 Epoch 3: train loss 0.6513183496215127 Epoch 3: val loss 0.6655349731445312 Epoch 4: train loss 0.6568161140788685 Epoch 4: val loss 0.6603765487670898 Epoch 5: train loss 0.6537494117563422 Epoch 5: val loss 0.6595290303230286 Epoch 6: train loss 0.6753744428808038 Epoch 6: val loss 0.6583554148674011 Epoch 7: train loss 0.6582536534829573 Epoch 7: val loss 0.6618213653564453 Epoch 8: train loss 0.6565636179663918 Epoch 8: val loss 0.660780668258667 Epoch 9: train loss 0.652832724831321 Epoch 9: val loss 0.6611723899841309 Epoch 10: train loss 0.6596783291209828 Epoch 10: val loss 0.6589035391807556 Epoch 11: train loss 0.6473161686550487 Epoch 11: val loss 0.6608731150627136 Epoch 12: train loss 0.6411103118549694 Epoch 12: val loss 0.6622170805931091 Epoch 13: train loss 0.644153199412606 Epoch 13: val loss 0.6633784770965576 Epoch 14: train loss 0.6412814096970991 Epoch 14: val loss 0.6642482280731201 Epoch 15: train loss 0.6527125835418701 Epoch 15: val loss 0.66280198097229 Epoch 16: train loss 0.6411036090417341 Epoch 16: val loss 0.6641748547554016 Epoch 17: train loss 0.6430548266931013 Epoch 17: val loss 0.6633205413818359 Epoch 18: train loss 0.6426011974161322 Epoch 18: val loss 0.6650626063346863 Epoch 19: train loss 0.62779193574732 Epoch 19: val loss 0.6623112559318542 Epoch 20: train loss 0.657172750342976 Epoch 20: val loss 0.6632612347602844 Epoch 21: train loss 0.6341469558802518 Epoch 21: val loss 0.6629262566566467 Epoch 22: train loss 0.6353438496589661 Epoch 22: val loss 0.6604254841804504 Epoch 23: train loss 0.6338473395867781 Epoch 23: val loss 0.6599351763725281 Epoch 24: train loss 0.6310467882589861 Epoch 24: val loss 0.6567621231079102
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6975141247113545 Epoch 0: val loss 0.6917620897293091 Epoch 1: train loss 0.6914232015609741 Epoch 1: val loss 0.6908881664276123 Epoch 2: train loss 0.6652434229850769 Epoch 2: val loss 0.6852325201034546 Epoch 3: train loss 0.6624841054280599 Epoch 3: val loss 0.6824769973754883 Epoch 4: train loss 0.6764155864715576 Epoch 4: val loss 0.6821988224983215 Epoch 5: train loss 0.6673851688702901 Epoch 5: val loss 0.6817988753318787 Epoch 6: train loss 0.6662524779637654 Epoch 6: val loss 0.6743997931480408 Epoch 7: train loss 0.6514139016469319 Epoch 7: val loss 0.6685948371887207 Epoch 8: train loss 0.6574483156204224 Epoch 8: val loss 0.6721710562705994 Epoch 9: train loss 0.669009538491567 Epoch 9: val loss 0.6736477017402649 Epoch 10: train loss 0.6500993450482686 Epoch 10: val loss 0.6737179160118103 Epoch 11: train loss 0.6543987631797791 Epoch 11: val loss 0.6725358366966248 Epoch 12: train loss 0.6424644033114115 Epoch 12: val loss 0.6697782278060913 Epoch 13: train loss 0.6375518083572388 Epoch 13: val loss 0.668798565864563 Epoch 14: train loss 0.62869260708491 Epoch 14: val loss 0.6742173433303833 Epoch 15: train loss 0.6586223125457764 Epoch 15: val loss 0.6749144196510315 Epoch 16: train loss 0.6650982618331909 Epoch 16: val loss 0.668396532535553 Epoch 17: train loss 0.6534569541613261 Epoch 17: val loss 0.6705611944198608 Epoch 18: train loss 0.6358622550964356 Epoch 18: val loss 0.6652947068214417 Epoch 19: train loss 0.6393965482711792 Epoch 19: val loss 0.664149820804596
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023488329007075 Epoch 0: val loss 0.6889092922210693 Epoch 1: train loss 0.69733392733794 Epoch 1: val loss 0.6832094788551331 Epoch 2: train loss 0.6938897508841294 Epoch 2: val loss 0.6783662438392639 Epoch 3: train loss 0.6824861168861389 Epoch 3: val loss 0.6748493909835815 Epoch 4: train loss 0.6908802481798025 Epoch 4: val loss 0.6728954911231995 Epoch 5: train loss 0.6840953185008123 Epoch 5: val loss 0.6702852845191956 Epoch 6: train loss 0.6730228570791391 Epoch 6: val loss 0.6697087287902832 Epoch 7: train loss 0.6760903917826139 Epoch 7: val loss 0.6699682474136353 Epoch 8: train loss 0.6612897423597482 Epoch 8: val loss 0.6701867580413818 Epoch 9: train loss 0.6593529261075534 Epoch 9: val loss 0.6707138419151306 Epoch 10: train loss 0.6584654083618751 Epoch 10: val loss 0.6714237928390503 Epoch 11: train loss 0.6613592780553378 Epoch 11: val loss 0.6707339882850647 Epoch 12: train loss 0.6513462846095746 Epoch 12: val loss 0.6666103601455688 Epoch 13: train loss 0.6328654105846698 Epoch 13: val loss 0.6647313833236694 Epoch 14: train loss 0.6399466166129479 Epoch 14: val loss 0.6611711382865906 Epoch 15: train loss 0.6397367119789124 Epoch 15: val loss 0.6585732102394104 Epoch 16: train loss 0.6417669149545523 Epoch 16: val loss 0.6574095487594604 Epoch 17: train loss 0.6299120096059946 Epoch 17: val loss 0.6546077132225037 Epoch 18: train loss 0.6383873132558969 Epoch 18: val loss 0.6518304944038391 Epoch 19: train loss 0.6185267613484309 Epoch 19: val loss 0.651355504989624 Epoch 20: train loss 0.6307658553123474 Epoch 20: val loss 0.6496339440345764 Epoch 21: train loss 0.6189816135626572 Epoch 21: val loss 0.6477868556976318 Epoch 22: train loss 0.6110871892708999 Epoch 22: val loss 0.6460384130477905 Epoch 23: train loss 0.6190862563940195 Epoch 23: val loss 0.6471742391586304 Epoch 24: train loss 0.6300013340436496 Epoch 24: val loss 0.648116409778595
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.701975519840534 Epoch 0: val loss 0.6979793906211853 Epoch 1: train loss 0.6842346787452698 Epoch 1: val loss 0.6914036273956299 Epoch 2: train loss 0.6801176208716172 Epoch 2: val loss 0.6898233294487 Epoch 3: train loss 0.6811703581076402 Epoch 3: val loss 0.689448893070221 Epoch 4: train loss 0.6684703735204843 Epoch 4: val loss 0.6897855401039124 Epoch 5: train loss 0.6636795034775367 Epoch 5: val loss 0.6874213218688965 Epoch 6: train loss 0.663147536607889 Epoch 6: val loss 0.683341383934021 Epoch 7: train loss 0.6608340235856863 Epoch 7: val loss 0.6801173090934753 Epoch 8: train loss 0.6545264399968661 Epoch 8: val loss 0.6803613901138306 Epoch 9: train loss 0.6512983395503118 Epoch 9: val loss 0.6784502863883972 Epoch 10: train loss 0.6546230362011836 Epoch 10: val loss 0.672526478767395 Epoch 11: train loss 0.6417295932769775 Epoch 11: val loss 0.6680125594139099 Epoch 12: train loss 0.635044093315418 Epoch 12: val loss 0.6650589108467102 Epoch 13: train loss 0.639354930474208 Epoch 13: val loss 0.6632246375083923 Epoch 14: train loss 0.6501234357173626 Epoch 14: val loss 0.6552853584289551 Epoch 15: train loss 0.6398758979944082 Epoch 15: val loss 0.6455563306808472 Epoch 16: train loss 0.634446185368758 Epoch 16: val loss 0.6408913135528564 Epoch 17: train loss 0.6311858479793255 Epoch 17: val loss 0.6389301419258118 Epoch 18: train loss 0.6328185659188491 Epoch 18: val loss 0.6386086344718933 Epoch 19: train loss 0.6391008817232572 Epoch 19: val loss 0.6370131373405457 Epoch 20: train loss 0.6186482952191279 Epoch 20: val loss 0.634684681892395 Epoch 21: train loss 0.6109177928704482 Epoch 21: val loss 0.637088418006897 Epoch 22: train loss 0.6183752784362206 Epoch 22: val loss 0.6320929527282715 Epoch 23: train loss 0.6178873273042532 Epoch 23: val loss 0.6276694536209106 Epoch 24: train loss 0.6111921209555405 Epoch 24: val loss 0.6271478533744812
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6945685835985037 Epoch 0: val loss 0.6900634169578552 Epoch 1: train loss 0.6812470922103295 Epoch 1: val loss 0.6882224082946777 Epoch 2: train loss 0.6817732499195979 Epoch 2: val loss 0.6853799819946289 Epoch 3: train loss 0.6693105605932382 Epoch 3: val loss 0.6785303950309753 Epoch 4: train loss 0.667418163556319 Epoch 4: val loss 0.6723189949989319 Epoch 5: train loss 0.6624132624039283 Epoch 5: val loss 0.666887104511261 Epoch 6: train loss 0.6546240632350628 Epoch 6: val loss 0.6625598669052124 Epoch 7: train loss 0.6550907996984628 Epoch 7: val loss 0.6605251431465149 Epoch 8: train loss 0.6467334994902978 Epoch 8: val loss 0.6574967503547668 Epoch 9: train loss 0.6407148654644306 Epoch 9: val loss 0.6542929410934448 Epoch 10: train loss 0.6261023145455581 Epoch 10: val loss 0.6532326340675354 Epoch 11: train loss 0.6195335800831134 Epoch 11: val loss 0.6554737091064453 Epoch 12: train loss 0.6148795393797067 Epoch 12: val loss 0.6587541699409485 Epoch 13: train loss 0.6114024978417617 Epoch 13: val loss 0.6530563831329346 Epoch 14: train loss 0.6153210676633395 Epoch 14: val loss 0.6511226892471313 Epoch 15: train loss 0.6065604732586787 Epoch 15: val loss 0.6521458625793457 Epoch 16: train loss 0.6147794173314021 Epoch 16: val loss 0.6488779783248901 Epoch 17: train loss 0.6090685129165649 Epoch 17: val loss 0.6500564217567444 Epoch 18: train loss 0.598554592866164 Epoch 18: val loss 0.6543467044830322 Epoch 19: train loss 0.5924586607859685 Epoch 19: val loss 0.6544800996780396 Epoch 20: train loss 0.6014421582221985 Epoch 20: val loss 0.6544854044914246 Epoch 21: train loss 0.6128049813784086 Epoch 21: val loss 0.657119870185852 Epoch 22: train loss 0.5946383751355685 Epoch 22: val loss 0.6600968241691589 Epoch 23: train loss 0.5761540577961848 Epoch 23: val loss 0.6593788862228394 Epoch 24: train loss 0.5839743958069727 Epoch 24: val loss 0.656968355178833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7109374816601093 Epoch 0: val loss 0.6875160336494446 Epoch 1: train loss 0.6991218649424039 Epoch 1: val loss 0.6855824589729309 Epoch 2: train loss 0.6985423381511981 Epoch 2: val loss 0.6851505041122437 Epoch 3: train loss 0.6953111290931702 Epoch 3: val loss 0.6844695210456848 Epoch 4: train loss 0.6758631926316482 Epoch 4: val loss 0.6849605441093445 Epoch 5: train loss 0.67468078319843 Epoch 5: val loss 0.6840835213661194 Epoch 6: train loss 0.6631787465168879 Epoch 6: val loss 0.6841773390769958 Epoch 7: train loss 0.6619269526921786 Epoch 7: val loss 0.6857194304466248 Epoch 8: train loss 0.641419516159938 Epoch 8: val loss 0.6864444613456726 Epoch 9: train loss 0.6538483913128192 Epoch 9: val loss 0.6853642463684082 Epoch 10: train loss 0.642738938331604 Epoch 10: val loss 0.6876864433288574 Epoch 11: train loss 0.632184780561007 Epoch 11: val loss 0.6917039155960083 Epoch 12: train loss 0.6329568532797006 Epoch 12: val loss 0.694638729095459 Epoch 13: train loss 0.6275205520483164 Epoch 13: val loss 0.69742351770401 Epoch 14: train loss 0.6140216313875638 Epoch 14: val loss 0.7007169127464294 Epoch 15: train loss 0.6210901966461768 Epoch 15: val loss 0.7106585502624512 Epoch 16: train loss 0.6054427119401785 Epoch 16: val loss 0.7145286798477173 Epoch 17: train loss 0.6101610247905438 Epoch 17: val loss 0.7251330018043518 Epoch 18: train loss 0.6081127661925095 Epoch 18: val loss 0.7141789793968201 Epoch 19: train loss 0.603678414454827 Epoch 19: val loss 0.7069913744926453 Epoch 20: train loss 0.5931625274511484 Epoch 20: val loss 0.7170946598052979 Epoch 21: train loss 0.6019442356549777 Epoch 21: val loss 0.7260573506355286 Epoch 22: train loss 0.5987978210816016 Epoch 22: val loss 0.7356300950050354 Epoch 23: train loss 0.5805369225832132 Epoch 23: val loss 0.7170616388320923 Epoch 24: train loss 0.5900589869572566 Epoch 24: val loss 0.7111684679985046
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6946459447636324 Epoch 0: val loss 0.6935127377510071 Epoch 1: train loss 0.6830162230659934 Epoch 1: val loss 0.6903252601623535 Epoch 2: train loss 0.6660420228453243 Epoch 2: val loss 0.6851457953453064 Epoch 3: train loss 0.6753528118133545 Epoch 3: val loss 0.6811862587928772 Epoch 4: train loss 0.6775822008357328 Epoch 4: val loss 0.6754194498062134 Epoch 5: train loss 0.6571041906581205 Epoch 5: val loss 0.6694214344024658 Epoch 6: train loss 0.6630209053263945 Epoch 6: val loss 0.6654788255691528 Epoch 7: train loss 0.6546361060703502 Epoch 7: val loss 0.6608011722564697 Epoch 8: train loss 0.6460218534750097 Epoch 8: val loss 0.6497148871421814 Epoch 9: train loss 0.649073344819686 Epoch 9: val loss 0.6453704237937927 Epoch 10: train loss 0.63252332981895 Epoch 10: val loss 0.632654070854187 Epoch 11: train loss 0.6288473746355843 Epoch 11: val loss 0.6312663555145264 Epoch 12: train loss 0.61635581184836 Epoch 12: val loss 0.633472204208374 Epoch 13: train loss 0.6237335029770347 Epoch 13: val loss 0.6328340768814087 Epoch 14: train loss 0.6193294735515819 Epoch 14: val loss 0.6310597658157349 Epoch 15: train loss 0.6254065597758574 Epoch 15: val loss 0.6279760003089905 Epoch 16: train loss 0.6225964987979216 Epoch 16: val loss 0.6376321315765381
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6937932521104813 Epoch 0: val loss 0.7053250670433044 Epoch 1: train loss 0.6780490775903066 Epoch 1: val loss 0.7191895246505737 Epoch 2: train loss 0.6778298715750376 Epoch 2: val loss 0.7213619351387024 Epoch 3: train loss 0.6593266328175863 Epoch 3: val loss 0.7217819690704346 Epoch 4: train loss 0.6636429727077484 Epoch 4: val loss 0.7213709354400635 Epoch 5: train loss 0.6605764528115591 Epoch 5: val loss 0.721378743648529 Epoch 6: train loss 0.6607193897167841 Epoch 6: val loss 0.715987503528595 Epoch 7: train loss 0.6614124079545339 Epoch 7: val loss 0.7162603139877319 Epoch 8: train loss 0.6594893286625544 Epoch 8: val loss 0.7071143388748169 Epoch 9: train loss 0.6561187704404196 Epoch 9: val loss 0.7122304439544678 Epoch 10: train loss 0.6549374659856161 Epoch 10: val loss 0.7196122407913208 Epoch 11: train loss 0.6449213375647863 Epoch 11: val loss 0.7155582904815674 Epoch 12: train loss 0.6439390480518341 Epoch 12: val loss 0.7069171071052551 Epoch 13: train loss 0.6244907528162003 Epoch 13: val loss 0.7124592065811157 Epoch 14: train loss 0.6365042924880981 Epoch 14: val loss 0.7287226915359497 Epoch 15: train loss 0.640906090537707 Epoch 15: val loss 0.7249018549919128 Epoch 16: train loss 0.6404057194789251 Epoch 16: val loss 0.7176056504249573 Epoch 17: train loss 0.6295373638470968 Epoch 17: val loss 0.7136925458908081 Epoch 18: train loss 0.6560161312421163 Epoch 18: val loss 0.6998268365859985 Epoch 19: train loss 0.6329850405454636 Epoch 19: val loss 0.7209257483482361 Epoch 20: train loss 0.6225129316250483 Epoch 20: val loss 0.7327223420143127 Epoch 21: train loss 0.6266439507404963 Epoch 21: val loss 0.7304990291595459 Epoch 22: train loss 0.6173887848854065 Epoch 22: val loss 0.7259183526039124 Epoch 23: train loss 0.6096830119689306 Epoch 23: val loss 0.7220075726509094 Epoch 24: train loss 0.6283292422691981 Epoch 24: val loss 0.7258676886558533
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7018128534158071 Epoch 0: val loss 0.6929424405097961 Epoch 1: train loss 0.7103452831506729 Epoch 1: val loss 0.691580593585968 Epoch 2: train loss 0.6945730596780777 Epoch 2: val loss 0.6911150813102722 Epoch 3: train loss 0.6957414746284485 Epoch 3: val loss 0.6911567449569702 Epoch 4: train loss 0.6943169633547465 Epoch 4: val loss 0.6903814077377319 Epoch 5: train loss 0.6825523475805918 Epoch 5: val loss 0.6890676021575928 Epoch 6: train loss 0.6873965561389923 Epoch 6: val loss 0.6868334412574768 Epoch 7: train loss 0.6738189508517584 Epoch 7: val loss 0.6860180497169495 Epoch 8: train loss 0.6730189174413681 Epoch 8: val loss 0.6844672560691833 Epoch 9: train loss 0.6691938290993372 Epoch 9: val loss 0.6844750046730042 Epoch 10: train loss 0.6727737138668696 Epoch 10: val loss 0.6839126348495483 Epoch 11: train loss 0.6730495542287827 Epoch 11: val loss 0.683766782283783 Epoch 12: train loss 0.6616705109675726 Epoch 12: val loss 0.6827396154403687 Epoch 13: train loss 0.6698717921972275 Epoch 13: val loss 0.6821890473365784 Epoch 14: train loss 0.6605415741602579 Epoch 14: val loss 0.6816637516021729 Epoch 15: train loss 0.6566379318634669 Epoch 15: val loss 0.6803711652755737 Epoch 16: train loss 0.659340704480807 Epoch 16: val loss 0.6808024644851685 Epoch 17: train loss 0.6579757233460745 Epoch 17: val loss 0.6787392497062683 Epoch 18: train loss 0.6493792235851288 Epoch 18: val loss 0.6784451603889465 Epoch 19: train loss 0.6517642637093862 Epoch 19: val loss 0.6786065101623535 Epoch 20: train loss 0.6455651273330053 Epoch 20: val loss 0.6799857020378113 Epoch 21: train loss 0.6584092229604721 Epoch 21: val loss 0.6805825233459473 Epoch 22: train loss 0.642210066318512 Epoch 22: val loss 0.6808582544326782 Epoch 23: train loss 0.6402560820182165 Epoch 23: val loss 0.6816793084144592 Epoch 24: train loss 0.6582873463630676 Epoch 24: val loss 0.6815118193626404
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7149547735850016 Epoch 0: val loss 0.6718087196350098 Epoch 1: train loss 0.6937027871608734 Epoch 1: val loss 0.672433078289032 Epoch 2: train loss 0.706074520945549 Epoch 2: val loss 0.6759252548217773 Epoch 3: train loss 0.6879772345225016 Epoch 3: val loss 0.6791874170303345 Epoch 4: train loss 0.6800963580608368 Epoch 4: val loss 0.67934250831604 Epoch 5: train loss 0.6884991228580475 Epoch 5: val loss 0.6809284090995789 Epoch 6: train loss 0.6945742418368658 Epoch 6: val loss 0.6852564215660095 Epoch 7: train loss 0.6819702039162318 Epoch 7: val loss 0.6875649094581604 Epoch 8: train loss 0.6785976241032282 Epoch 8: val loss 0.6866273880004883 Epoch 9: train loss 0.6894365648428599 Epoch 9: val loss 0.6851076483726501 Epoch 10: train loss 0.6775395721197128 Epoch 10: val loss 0.6809028387069702 Epoch 11: train loss 0.6804195692141851 Epoch 11: val loss 0.6809622049331665 Epoch 12: train loss 0.6756716817617416 Epoch 12: val loss 0.6759568452835083 Epoch 13: train loss 0.6714845697085062 Epoch 13: val loss 0.6771273612976074 Epoch 14: train loss 0.6630648324886957 Epoch 14: val loss 0.6787152886390686 Epoch 15: train loss 0.673481285572052 Epoch 15: val loss 0.6790838837623596 Epoch 16: train loss 0.6592515508333842 Epoch 16: val loss 0.684968113899231 Epoch 17: train loss 0.6553788036108017 Epoch 17: val loss 0.6880605220794678 Epoch 18: train loss 0.6562113364537557 Epoch 18: val loss 0.6772902011871338 Epoch 19: train loss 0.6566526194413503 Epoch 19: val loss 0.6744192838668823 Epoch 20: train loss 0.6548822820186615 Epoch 20: val loss 0.6807493567466736 Epoch 21: train loss 0.6553998440504074 Epoch 21: val loss 0.6781854033470154 Epoch 22: train loss 0.6522695571184158 Epoch 22: val loss 0.6795655488967896 Epoch 23: train loss 0.6523313820362091 Epoch 23: val loss 0.6772685647010803 Epoch 24: train loss 0.6504626572132111 Epoch 24: val loss 0.6764056086540222
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.719365860025088 Epoch 0: val loss 0.7041997909545898 Epoch 1: train loss 0.6968421836694082 Epoch 1: val loss 0.7024425864219666 Epoch 2: train loss 0.6912602186203003 Epoch 2: val loss 0.6994538903236389 Epoch 3: train loss 0.6889215360085169 Epoch 3: val loss 0.6951506733894348 Epoch 4: train loss 0.6810975621143976 Epoch 4: val loss 0.6919048428535461 Epoch 5: train loss 0.6865236510833105 Epoch 5: val loss 0.6907318234443665 Epoch 6: train loss 0.6786716133356094 Epoch 6: val loss 0.6892082095146179 Epoch 7: train loss 0.6741846154133478 Epoch 7: val loss 0.6885636448860168 Epoch 8: train loss 0.6764590293169022 Epoch 8: val loss 0.6873259544372559 Epoch 9: train loss 0.6686337639888128 Epoch 9: val loss 0.6862890124320984 Epoch 10: train loss 0.6577774385611216 Epoch 10: val loss 0.6868736743927002 Epoch 11: train loss 0.6659763554732004 Epoch 11: val loss 0.6859229803085327 Epoch 12: train loss 0.6583742499351501 Epoch 12: val loss 0.6871050000190735 Epoch 13: train loss 0.6584499279657999 Epoch 13: val loss 0.6837180256843567 Epoch 14: train loss 0.6578957090775172 Epoch 14: val loss 0.6833113431930542 Epoch 15: train loss 0.6579067607720693 Epoch 15: val loss 0.6848101615905762 Epoch 16: train loss 0.6476046939690908 Epoch 16: val loss 0.6858149170875549 Epoch 17: train loss 0.655776267250379 Epoch 17: val loss 0.6832452416419983 Epoch 18: train loss 0.6480886141459147 Epoch 18: val loss 0.6855261921882629 Epoch 19: train loss 0.6350394934415817 Epoch 19: val loss 0.6891596913337708 Epoch 20: train loss 0.6349681665500005 Epoch 20: val loss 0.6847178339958191 Epoch 21: train loss 0.6357397983471552 Epoch 21: val loss 0.68272864818573 Epoch 22: train loss 0.6466835290193558 Epoch 22: val loss 0.6793060302734375 Epoch 23: train loss 0.6287964085737864 Epoch 23: val loss 0.6798834204673767 Epoch 24: train loss 0.6370258132616679 Epoch 24: val loss 0.6821804642677307
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035840153694153 Epoch 0: val loss 0.696449875831604 Epoch 1: train loss 0.7030891217291355 Epoch 1: val loss 0.6931745409965515 Epoch 2: train loss 0.6833820529282093 Epoch 2: val loss 0.691734254360199 Epoch 3: train loss 0.6886591874063015 Epoch 3: val loss 0.6894513964653015 Epoch 4: train loss 0.6844878606498241 Epoch 4: val loss 0.6861975789070129 Epoch 5: train loss 0.6787408478558064 Epoch 5: val loss 0.6841146349906921 Epoch 6: train loss 0.6797169856727123 Epoch 6: val loss 0.6825321316719055 Epoch 7: train loss 0.676342710852623 Epoch 7: val loss 0.6786677837371826 Epoch 8: train loss 0.6719463840126991 Epoch 8: val loss 0.676031768321991 Epoch 9: train loss 0.6634492799639702 Epoch 9: val loss 0.6761754751205444 Epoch 10: train loss 0.6518571153283119 Epoch 10: val loss 0.6768233180046082 Epoch 11: train loss 0.6578729748725891 Epoch 11: val loss 0.6793212294578552 Epoch 12: train loss 0.6589635945856571 Epoch 12: val loss 0.6795585751533508 Epoch 13: train loss 0.6430378630757332 Epoch 13: val loss 0.6679160594940186 Epoch 14: train loss 0.6398174203932285 Epoch 14: val loss 0.667691171169281
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
1 Epoch 0: train loss 0.685000615460532 Epoch 0: val loss 0.6774811148643494 Epoch 1: train loss 0.6627189517021179 Epoch 1: val loss 0.6633894443511963 Epoch 2: train loss 0.6241168805531093 Epoch 2: val loss 0.6495197415351868 Epoch 3: train loss 0.6470972640173775 Epoch 3: val loss 0.633350670337677 Epoch 4: train loss 0.6174214226858956 Epoch 4: val loss 0.6216821670532227 Epoch 5: train loss 0.6172230669430324 Epoch 5: val loss 0.6152276396751404 Epoch 6: train loss 0.6079087257385254 Epoch 6: val loss 0.6069067716598511 Epoch 7: train loss 0.6245200889451163 Epoch 7: val loss 0.6033962368965149 Epoch 8: train loss 0.6027193665504456 Epoch 8: val loss 0.6032754182815552 Epoch 9: train loss 0.5889908671379089 Epoch 9: val loss 0.6034581661224365 Epoch 10: train loss 0.5554707050323486 Epoch 10: val loss 0.5998541712760925 Epoch 11: train loss 0.5282815439360482 Epoch 11: val loss 0.5983842611312866 Epoch 12: train loss 0.5434237165110452 Epoch 12: val loss 0.5971092581748962 Epoch 13: train loss 0.5762176556246621 Epoch 13: val loss 0.5978146195411682 Epoch 14: train loss 0.5396532842091152 Epoch 14: val loss 0.6001104712486267 Epoch 15: train loss 0.618557985339846 Epoch 15: val loss 0.6020268201828003 Epoch 16: train loss 0.5725525064127786 Epoch 16: val loss 0.6033347845077515 Epoch 17: train loss 0.5124220209462302 Epoch 17: val loss 0.6054396033287048 Epoch 18: train loss 0.542193591594696 Epoch 18: val loss 0.6028597354888916 Epoch 19: train loss 0.5031332245894841 Epoch 19: val loss 0.604134202003479 Epoch 20: train loss 0.5597695665700095 Epoch 20: val loss 0.6049445271492004 Epoch 21: train loss 0.4894005230494908 Epoch 21: val loss 0.6047560572624207 Epoch 22: train loss 0.5069765661443982 Epoch 22: val loss 0.6054843068122864 Epoch 23: train loss 0.5010560963835035 Epoch 23: val loss 0.6072712540626526 Epoch 24: train loss 0.5431267150810787 Epoch 24: val loss 0.6097462773323059
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.66665175982884 Epoch 0: val loss 0.6700754165649414 Epoch 1: train loss 0.6811048643929618 Epoch 1: val loss 0.6586987972259521 Epoch 2: train loss 0.6337123257773263 Epoch 2: val loss 0.6485671997070312 Epoch 3: train loss 0.6341454046113151 Epoch 3: val loss 0.6403519511222839 Epoch 4: train loss 0.6085700818470546 Epoch 4: val loss 0.6330721378326416 Epoch 5: train loss 0.61490227494921 Epoch 5: val loss 0.6232571005821228 Epoch 6: train loss 0.5880756548472813 Epoch 6: val loss 0.6163212060928345 Epoch 7: train loss 0.5929931487355914 Epoch 7: val loss 0.6118098497390747 Epoch 8: train loss 0.6083609887531826 Epoch 8: val loss 0.6090007424354553 Epoch 9: train loss 0.5742915187563215 Epoch 9: val loss 0.6116717457771301 Epoch 10: train loss 0.5644961808409009 Epoch 10: val loss 0.6108483076095581 Epoch 11: train loss 0.5491212521280561 Epoch 11: val loss 0.6100702285766602 Epoch 12: train loss 0.5610994270869664 Epoch 12: val loss 0.6101695895195007 Epoch 13: train loss 0.52787042089871 Epoch 13: val loss 0.610468327999115 Epoch 14: train loss 0.5203734891755241 Epoch 14: val loss 0.6121005415916443 Epoch 15: train loss 0.5332587829657963 Epoch 15: val loss 0.6140408515930176 Epoch 16: train loss 0.5346051624843052 Epoch 16: val loss 0.6183177828788757 Epoch 17: train loss 0.5133804849215916 Epoch 17: val loss 0.6210736036300659 Epoch 18: train loss 0.5045462931905474 Epoch 18: val loss 0.6228756904602051 Epoch 19: train loss 0.530332509960447 Epoch 19: val loss 0.6293441653251648 Epoch 20: train loss 0.5655907435076577 Epoch 20: val loss 0.6445547342300415 Epoch 21: train loss 0.5402006336620876 Epoch 21: val loss 0.6594944596290588 Epoch 22: train loss 0.536200259413038 Epoch 22: val loss 0.6561117768287659 Epoch 23: train loss 0.5555363340037209 Epoch 23: val loss 0.6396214962005615 Epoch 24: train loss 0.5704563856124878 Epoch 24: val loss 0.6336513161659241
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6735051444598606 Epoch 0: val loss 0.644101083278656 Epoch 1: train loss 0.6391561116491046 Epoch 1: val loss 0.625214159488678 Epoch 2: train loss 0.6639301862035479 Epoch 2: val loss 0.6065304279327393 Epoch 3: train loss 0.6114845531327384 Epoch 3: val loss 0.5931311249732971 Epoch 4: train loss 0.594842118876321 Epoch 4: val loss 0.5851953625679016 Epoch 5: train loss 0.6045453718730381 Epoch 5: val loss 0.5797218680381775 Epoch 6: train loss 0.6079350624765668 Epoch 6: val loss 0.5747103691101074 Epoch 7: train loss 0.5823614937918526 Epoch 7: val loss 0.572734534740448 Epoch 8: train loss 0.5719784540789468 Epoch 8: val loss 0.5765368938446045 Epoch 9: train loss 0.5624289427484784 Epoch 9: val loss 0.5736598968505859 Epoch 10: train loss 0.569270840712956 Epoch 10: val loss 0.5720398426055908 Epoch 11: train loss 0.5567581909043449 Epoch 11: val loss 0.5742315649986267 Epoch 12: train loss 0.5329141403947558 Epoch 12: val loss 0.5770138502120972 Epoch 13: train loss 0.548042778457914 Epoch 13: val loss 0.5785719752311707 Epoch 14: train loss 0.5946847030094692 Epoch 14: val loss 0.581159770488739 Epoch 15: train loss 0.5957269583429609 Epoch 15: val loss 0.5907654166221619 Epoch 16: train loss 0.5346175389630454 Epoch 16: val loss 0.5942723751068115 Epoch 17: train loss 0.5366172620228359 Epoch 17: val loss 0.5938135385513306 Epoch 18: train loss 0.5387214805398669 Epoch 18: val loss 0.5893560647964478 Epoch 19: train loss 0.5520406535693577 Epoch 19: val loss 0.5897548794746399 Epoch 20: train loss 0.5467803052493504 Epoch 20: val loss 0.5966655015945435 Epoch 21: train loss 0.5513452504362378 Epoch 21: val loss 0.6050848960876465 Epoch 22: train loss 0.5455844742911202 Epoch 22: val loss 0.6150121688842773 Epoch 23: train loss 0.6009791323116848 Epoch 23: val loss 0.6154705882072449 Epoch 24: train loss 0.5208174543721336 Epoch 24: val loss 0.6204380989074707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6977102330752781 Epoch 0: val loss 0.6920387148857117 Epoch 1: train loss 0.6587614417076111 Epoch 1: val loss 0.6802258491516113 Epoch 2: train loss 0.6564680848802839 Epoch 2: val loss 0.6682425737380981 Epoch 3: train loss 0.633828171661922 Epoch 3: val loss 0.6557123064994812 Epoch 4: train loss 0.6536674754960197 Epoch 4: val loss 0.6444171071052551 Epoch 5: train loss 0.6055538654327393 Epoch 5: val loss 0.6378628015518188 Epoch 6: train loss 0.6019670026642936 Epoch 6: val loss 0.63273686170578 Epoch 7: train loss 0.6092247026307243 Epoch 7: val loss 0.6280677914619446 Epoch 8: train loss 0.5714591486113412 Epoch 8: val loss 0.626419186592102 Epoch 9: train loss 0.5821030565670559 Epoch 9: val loss 0.6247472763061523 Epoch 10: train loss 0.5685453074319022 Epoch 10: val loss 0.6246913075447083 Epoch 11: train loss 0.5397222808429173 Epoch 11: val loss 0.6224428415298462 Epoch 12: train loss 0.5547614778791156 Epoch 12: val loss 0.6237345337867737 Epoch 13: train loss 0.5156896838120052 Epoch 13: val loss 0.6209830045700073 Epoch 14: train loss 0.5021852787051883 Epoch 14: val loss 0.6227846145629883 Epoch 15: train loss 0.5778767466545105 Epoch 15: val loss 0.6281462907791138 Epoch 16: train loss 0.5082405252116067 Epoch 16: val loss 0.6293984055519104 Epoch 17: train loss 0.5316290429660252 Epoch 17: val loss 0.636671781539917 Epoch 18: train loss 0.5187966461692538 Epoch 18: val loss 0.6423882246017456 Epoch 19: train loss 0.521680440221514 Epoch 19: val loss 0.6496002078056335 Epoch 20: train loss 0.5181877442768642 Epoch 20: val loss 0.653323233127594 Epoch 21: train loss 0.5337587382112231 Epoch 21: val loss 0.6511764526367188 Epoch 22: train loss 0.522343750510897 Epoch 22: val loss 0.6506913304328918 Epoch 23: train loss 0.50400168129376 Epoch 23: val loss 0.6612759232521057 Epoch 24: train loss 0.5345595649310521 Epoch 24: val loss 0.6642245054244995
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6685329013400607 Epoch 0: val loss 0.6244116425514221 Epoch 1: train loss 0.6434758570459154 Epoch 1: val loss 0.6073758602142334 Epoch 2: train loss 0.6286180151833428 Epoch 2: val loss 0.5991551876068115 Epoch 3: train loss 0.6217449572351244 Epoch 3: val loss 0.5909400582313538 Epoch 4: train loss 0.6318790051672194 Epoch 4: val loss 0.5885721445083618 Epoch 5: train loss 0.5694258378611671 Epoch 5: val loss 0.5901310443878174
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7304379716515541 Epoch 0: val loss 0.7264144420623779 Epoch 1: train loss 0.7028088718652725 Epoch 1: val loss 0.7125694751739502 Epoch 2: train loss 0.6903050467371941 Epoch 2: val loss 0.6958106160163879 Epoch 3: train loss 0.6647938042879105 Epoch 3: val loss 0.6747279167175293 Epoch 4: train loss 0.6414165943861008 Epoch 4: val loss 0.6532455086708069 Epoch 5: train loss 0.6211498975753784 Epoch 5: val loss 0.6309055089950562 Epoch 6: train loss 0.6025345623493195 Epoch 6: val loss 0.6070073843002319 Epoch 7: train loss 0.5820486843585968 Epoch 7: val loss 0.5858876705169678 Epoch 8: train loss 0.5598280280828476 Epoch 8: val loss 0.5655745267868042 Epoch 9: train loss 0.5306147150695324 Epoch 9: val loss 0.5504438877105713 Epoch 10: train loss 0.5314870700240135 Epoch 10: val loss 0.5365204215049744 Epoch 11: train loss 0.51477125659585 Epoch 11: val loss 0.5329318642616272 Epoch 12: train loss 0.5000474750995636 Epoch 12: val loss 0.5270599722862244 Epoch 13: train loss 0.4952777698636055 Epoch 13: val loss 0.5303428173065186 Epoch 14: train loss 0.4931281916797161 Epoch 14: val loss 0.5280267000198364 Epoch 15: train loss 0.502836424857378 Epoch 15: val loss 0.5266401171684265 Epoch 16: train loss 0.5005507953464985 Epoch 16: val loss 0.5243358612060547 Epoch 17: train loss 0.4828570857644081 Epoch 17: val loss 0.52439945936203 Epoch 18: train loss 0.4950798600912094 Epoch 18: val loss 0.5198846459388733 Epoch 19: train loss 0.4660489857196808 Epoch 19: val loss 0.5177937746047974 Epoch 20: train loss 0.48215485364198685 Epoch 20: val loss 0.514129638671875 Epoch 21: train loss 0.5010901466012001 Epoch 21: val loss 0.5097472667694092 Epoch 22: train loss 0.47987767308950424 Epoch 22: val loss 0.5117034912109375 Epoch 23: train loss 0.45597077533602715 Epoch 23: val loss 0.5106900930404663 Epoch 24: train loss 0.46490107849240303 Epoch 24: val loss 0.503699004650116
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7157695814967155 Epoch 0: val loss 0.729515552520752 Epoch 1: train loss 0.7188702300190926 Epoch 1: val loss 0.7118840217590332 Epoch 2: train loss 0.6759898737072945 Epoch 2: val loss 0.6942460536956787 Epoch 3: train loss 0.6651640012860298 Epoch 3: val loss 0.6757317185401917 Epoch 4: train loss 0.6512204557657242 Epoch 4: val loss 0.6587812900543213 Epoch 5: train loss 0.6203860267996788 Epoch 5: val loss 0.6390141844749451 Epoch 6: train loss 0.6071304157376289 Epoch 6: val loss 0.6202962398529053 Epoch 7: train loss 0.595930814743042 Epoch 7: val loss 0.5979189872741699 Epoch 8: train loss 0.5683377310633659 Epoch 8: val loss 0.5841872096061707 Epoch 9: train loss 0.5468949601054192 Epoch 9: val loss 0.5731956958770752 Epoch 10: train loss 0.5465258993208408 Epoch 10: val loss 0.5665217041969299 Epoch 11: train loss 0.5328106805682182 Epoch 11: val loss 0.563648521900177 Epoch 12: train loss 0.5012624971568584 Epoch 12: val loss 0.5603094696998596 Epoch 13: train loss 0.5359151028096676 Epoch 13: val loss 0.563737154006958 Epoch 14: train loss 0.5120628401637077 Epoch 14: val loss 0.553634762763977 Epoch 15: train loss 0.5267201513051987 Epoch 15: val loss 0.55647212266922 Epoch 16: train loss 0.4894849546253681 Epoch 16: val loss 0.5535432696342468 Epoch 17: train loss 0.48381293937563896 Epoch 17: val loss 0.551930844783783 Epoch 18: train loss 0.5144189484417439 Epoch 18: val loss 0.5466793179512024 Epoch 19: train loss 0.4726097993552685 Epoch 19: val loss 0.5577919483184814 Epoch 20: train loss 0.4789477623999119 Epoch 20: val loss 0.559685230255127 Epoch 21: train loss 0.4803101345896721 Epoch 21: val loss 0.5528813600540161 Epoch 22: train loss 0.4785284548997879 Epoch 22: val loss 0.5541824698448181 Epoch 23: train loss 0.45989443361759186 Epoch 23: val loss 0.5531806945800781 Epoch 24: train loss 0.4929654449224472 Epoch 24: val loss 0.5528916716575623
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6672106981277466 Epoch 0: val loss 0.6673762202262878 Epoch 1: train loss 0.6472249552607536 Epoch 1: val loss 0.6561816334724426 Epoch 2: train loss 0.6393426284193993 Epoch 2: val loss 0.644628643989563 Epoch 3: train loss 0.6240896880626678 Epoch 3: val loss 0.6357631683349609 Epoch 4: train loss 0.5986645668745041 Epoch 4: val loss 0.6255584359169006 Epoch 5: train loss 0.5717529058456421 Epoch 5: val loss 0.6123313307762146 Epoch 6: train loss 0.5638537555932999 Epoch 6: val loss 0.6006870269775391 Epoch 7: train loss 0.547422468662262 Epoch 7: val loss 0.5874794721603394 Epoch 8: train loss 0.5255090184509754 Epoch 8: val loss 0.5741738677024841 Epoch 9: train loss 0.5201202891767025 Epoch 9: val loss 0.5584993362426758 Epoch 10: train loss 0.5144107975065708 Epoch 10: val loss 0.5617363452911377 Epoch 11: train loss 0.504962582141161 Epoch 11: val loss 0.5657027363777161 Epoch 12: train loss 0.516714446246624 Epoch 12: val loss 0.5639364123344421 Epoch 13: train loss 0.4994483105838299 Epoch 13: val loss 0.556410014629364 Epoch 14: train loss 0.4892862141132355 Epoch 14: val loss 0.5613115429878235 Epoch 15: train loss 0.5032210946083069 Epoch 15: val loss 0.570730447769165 Epoch 16: train loss 0.5010529421269894 Epoch 16: val loss 0.5624890327453613 Epoch 17: train loss 0.4733225889503956 Epoch 17: val loss 0.5607730746269226 Epoch 18: train loss 0.4645962454378605 Epoch 18: val loss 0.5619525909423828 Epoch 19: train loss 0.4511416554450989 Epoch 19: val loss 0.5792270302772522 Epoch 20: train loss 0.4918358437716961 Epoch 20: val loss 0.5530629754066467 Epoch 21: train loss 0.4868230074644089 Epoch 21: val loss 0.5451010465621948 Epoch 22: train loss 0.490986455231905 Epoch 22: val loss 0.5555388331413269 Epoch 23: train loss 0.4932480715215206 Epoch 23: val loss 0.5470008254051208 Epoch 24: train loss 0.4691503196954727 Epoch 24: val loss 0.5555616617202759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7224787995219231 Epoch 0: val loss 0.6643101572990417 Epoch 1: train loss 0.682712696492672 Epoch 1: val loss 0.6417195200920105 Epoch 2: train loss 0.6592071577906609 Epoch 2: val loss 0.620800256729126 Epoch 3: train loss 0.6185882687568665 Epoch 3: val loss 0.6035237312316895 Epoch 4: train loss 0.6136737763881683 Epoch 4: val loss 0.5768960118293762 Epoch 5: train loss 0.5932619646191597 Epoch 5: val loss 0.5597417950630188 Epoch 6: train loss 0.5648140534758568 Epoch 6: val loss 0.5450994372367859 Epoch 7: train loss 0.562927283346653 Epoch 7: val loss 0.5391495227813721 Epoch 8: train loss 0.5356371477246284 Epoch 8: val loss 0.5318468809127808 Epoch 9: train loss 0.5067139640450478 Epoch 9: val loss 0.5270813703536987 Epoch 10: train loss 0.5259080491960049 Epoch 10: val loss 0.5235766172409058 Epoch 11: train loss 0.5113394595682621 Epoch 11: val loss 0.5154398083686829 Epoch 12: train loss 0.5154535956680775 Epoch 12: val loss 0.5329821109771729 Epoch 13: train loss 0.5072414763271809 Epoch 13: val loss 0.5228159427642822 Epoch 14: train loss 0.5036601237952709 Epoch 14: val loss 0.5370885133743286 Epoch 15: train loss 0.5237438082695007 Epoch 15: val loss 0.5397787094116211 Epoch 16: train loss 0.4852466583251953 Epoch 16: val loss 0.5289942622184753 Epoch 17: train loss 0.5034534484148026 Epoch 17: val loss 0.5326905846595764 Epoch 18: train loss 0.4860691800713539 Epoch 18: val loss 0.5537419319152832 Epoch 19: train loss 0.4834679625928402 Epoch 19: val loss 0.5587887167930603 Epoch 20: train loss 0.4594525694847107 Epoch 20: val loss 0.54473477602005 Epoch 21: train loss 0.4911394827067852 Epoch 21: val loss 0.5424086451530457 Epoch 22: train loss 0.46148696169257164 Epoch 22: val loss 0.5479824542999268 Epoch 23: train loss 0.45116980373859406 Epoch 23: val loss 0.5530003905296326 Epoch 24: train loss 0.46341441944241524 Epoch 24: val loss 0.5412563681602478
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7042489918795499 Epoch 0: val loss 0.6980665922164917 Epoch 1: train loss 0.6558190800926902 Epoch 1: val loss 0.6666199564933777 Epoch 2: train loss 0.6275126229632985 Epoch 2: val loss 0.6372272372245789 Epoch 3: train loss 0.5958975878628817 Epoch 3: val loss 0.610817015171051 Epoch 4: train loss 0.5624999322674491 Epoch 4: val loss 0.5891101360321045 Epoch 5: train loss 0.5439685799858787 Epoch 5: val loss 0.5704835057258606 Epoch 6: train loss 0.5316718193617734 Epoch 6: val loss 0.5611394047737122 Epoch 7: train loss 0.5275980125774037 Epoch 7: val loss 0.5572752952575684 Epoch 8: train loss 0.5201331214471296 Epoch 8: val loss 0.5447934865951538 Epoch 9: train loss 0.5035783838142048 Epoch 9: val loss 0.5330378413200378 Epoch 10: train loss 0.4973907389424064 Epoch 10: val loss 0.5372176170349121 Epoch 11: train loss 0.5290175703438845 Epoch 11: val loss 0.534639835357666 Epoch 12: train loss 0.4894571304321289 Epoch 12: val loss 0.5282492637634277 Epoch 13: train loss 0.5014970925721255 Epoch 13: val loss 0.5231797099113464 Epoch 14: train loss 0.4807216497984799 Epoch 14: val loss 0.521723210811615 Epoch 15: train loss 0.5232816284353082 Epoch 15: val loss 0.5200766921043396 Epoch 16: train loss 0.5095154697244818 Epoch 16: val loss 0.5210598707199097 Epoch 17: train loss 0.4760603335770694 Epoch 17: val loss 0.5217732191085815 Epoch 18: train loss 0.4731122986836867 Epoch 18: val loss 0.523063063621521
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.73288654088974 Epoch 0: val loss 0.7111434936523438 Epoch 1: train loss 0.6885109663009643 Epoch 1: val loss 0.6781965494155884 Epoch 2: train loss 0.6694440007209778 Epoch 2: val loss 0.6518492102622986 Epoch 3: train loss 0.6504229426383972 Epoch 3: val loss 0.6229946613311768 Epoch 4: train loss 0.616656917333603 Epoch 4: val loss 0.5970789194107056 Epoch 5: train loss 0.6169881939888 Epoch 5: val loss 0.5776138305664062 Epoch 6: train loss 0.5934462964534759 Epoch 6: val loss 0.5695421099662781 Epoch 7: train loss 0.5954371392726898 Epoch 7: val loss 0.5632885098457336 Epoch 8: train loss 0.5787438154220581 Epoch 8: val loss 0.5545786619186401 Epoch 9: train loss 0.5471210718154907 Epoch 9: val loss 0.5470070838928223 Epoch 10: train loss 0.548193684220314 Epoch 10: val loss 0.5433985590934753 Epoch 11: train loss 0.5482041746377945 Epoch 11: val loss 0.5392147302627563 Epoch 12: train loss 0.536163967847824 Epoch 12: val loss 0.5426580309867859 Epoch 13: train loss 0.5409153252840042 Epoch 13: val loss 0.5377939343452454 Epoch 14: train loss 0.5183356881141663 Epoch 14: val loss 0.5389845371246338 Epoch 15: train loss 0.5200039505958557 Epoch 15: val loss 0.5408218502998352 Epoch 16: train loss 0.5389136493206024 Epoch 16: val loss 0.5392811298370361 Epoch 17: train loss 0.5278895407915115 Epoch 17: val loss 0.5447399020195007 Epoch 18: train loss 0.5249221980571747 Epoch 18: val loss 0.5426170825958252 Epoch 19: train loss 0.5127410590648651 Epoch 19: val loss 0.5396499037742615 Epoch 20: train loss 0.5237347334623337 Epoch 20: val loss 0.5401249527931213 Epoch 21: train loss 0.4954964280128479 Epoch 21: val loss 0.5419632196426392 Epoch 22: train loss 0.4765165388584137 Epoch 22: val loss 0.53883957862854 Epoch 23: train loss 0.5095665186643601 Epoch 23: val loss 0.5378008484840393 Epoch 24: train loss 0.48722330331802366 Epoch 24: val loss 0.5398962497711182
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7188834190368653 Epoch 0: val loss 0.6869006156921387 Epoch 1: train loss 0.6859139800071716 Epoch 1: val loss 0.6727850437164307 Epoch 2: train loss 0.6639409482479095 Epoch 2: val loss 0.6569082736968994 Epoch 3: train loss 0.6359710454940796 Epoch 3: val loss 0.6390022039413452 Epoch 4: train loss 0.6152102470397949 Epoch 4: val loss 0.6216441988945007 Epoch 5: train loss 0.5851402103900909 Epoch 5: val loss 0.6069056987762451 Epoch 6: train loss 0.5613371014595032 Epoch 6: val loss 0.6006854772567749 Epoch 7: train loss 0.5593181312084198 Epoch 7: val loss 0.6025837063789368 Epoch 8: train loss 0.5468686312437058 Epoch 8: val loss 0.5981853008270264 Epoch 9: train loss 0.5525139927864074 Epoch 9: val loss 0.580957293510437 Epoch 10: train loss 0.5487374097108841 Epoch 10: val loss 0.5644407868385315 Epoch 11: train loss 0.5362114518880844 Epoch 11: val loss 0.554227352142334 Epoch 12: train loss 0.49934708774089814 Epoch 12: val loss 0.5505670309066772 Epoch 13: train loss 0.5100908666849137 Epoch 13: val loss 0.5503861904144287 Epoch 14: train loss 0.5049671858549118 Epoch 14: val loss 0.5512601733207703 Epoch 15: train loss 0.4996760874986649 Epoch 15: val loss 0.5522995591163635 Epoch 16: train loss 0.48631782829761505 Epoch 16: val loss 0.5504060983657837 Epoch 17: train loss 0.5007788598537445 Epoch 17: val loss 0.552293598651886 Epoch 18: train loss 0.5089952737092972 Epoch 18: val loss 0.545802116394043 Epoch 19: train loss 0.49091596603393556 Epoch 19: val loss 0.5338704586029053 Epoch 20: train loss 0.4900053471326828 Epoch 20: val loss 0.5299619436264038 Epoch 21: train loss 0.4782088041305542 Epoch 21: val loss 0.5237216949462891 Epoch 22: train loss 0.5013126492500305 Epoch 22: val loss 0.5246639251708984 Epoch 23: train loss 0.48439963459968566 Epoch 23: val loss 0.5374124646186829 Epoch 24: train loss 0.4765261232852936 Epoch 24: val loss 0.5374313592910767
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6991723716259003 Epoch 0: val loss 0.6792826652526855 Epoch 1: train loss 0.6663955867290496 Epoch 1: val loss 0.6603348255157471 Epoch 2: train loss 0.6478756606578827 Epoch 2: val loss 0.6360293030738831 Epoch 3: train loss 0.6194467067718505 Epoch 3: val loss 0.6070932745933533 Epoch 4: train loss 0.5957452476024627 Epoch 4: val loss 0.5864507555961609 Epoch 5: train loss 0.5761733949184418 Epoch 5: val loss 0.5694742798805237 Epoch 6: train loss 0.563267856836319 Epoch 6: val loss 0.5562619566917419 Epoch 7: train loss 0.5665634751319886 Epoch 7: val loss 0.543792188167572 Epoch 8: train loss 0.5702701568603515 Epoch 8: val loss 0.5399964451789856 Epoch 9: train loss 0.5425518572330474 Epoch 9: val loss 0.5432102084159851 Epoch 10: train loss 0.5335041642189026 Epoch 10: val loss 0.5433351397514343 Epoch 11: train loss 0.519843915104866 Epoch 11: val loss 0.5411259531974792 Epoch 12: train loss 0.5390502393245697 Epoch 12: val loss 0.5280098915100098 Epoch 13: train loss 0.5225244522094726 Epoch 13: val loss 0.535239577293396 Epoch 14: train loss 0.5206195443868638 Epoch 14: val loss 0.5371031761169434 Epoch 15: train loss 0.5355596959590911 Epoch 15: val loss 0.5262240171432495 Epoch 16: train loss 0.5170475095510483 Epoch 16: val loss 0.5287613868713379 Epoch 17: train loss 0.5193473637104035 Epoch 17: val loss 0.5223575830459595 Epoch 18: train loss 0.5146143913269043 Epoch 18: val loss 0.5252987146377563 Epoch 19: train loss 0.5088919043540955 Epoch 19: val loss 0.5220913887023926 Epoch 20: train loss 0.49116278886795045 Epoch 20: val loss 0.5168191194534302 Epoch 21: train loss 0.49780507683753966 Epoch 21: val loss 0.5109569430351257 Epoch 22: train loss 0.5145573616027832 Epoch 22: val loss 0.5113810300827026 Epoch 23: train loss 0.5078584522008895 Epoch 23: val loss 0.5076588988304138 Epoch 24: train loss 0.4899608552455902 Epoch 24: val loss 0.5088486075401306
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6898241877555847 Epoch 0: val loss 0.6830369830131531 Epoch 1: train loss 0.6526490271091461 Epoch 1: val loss 0.6788690090179443 Epoch 2: train loss 0.6199483036994934 Epoch 2: val loss 0.6724295020103455 Epoch 3: train loss 0.6147455453872681 Epoch 3: val loss 0.6669666171073914 Epoch 4: train loss 0.5897195219993592 Epoch 4: val loss 0.653381884098053 Epoch 5: train loss 0.582716304063797 Epoch 5: val loss 0.6338663101196289 Epoch 6: train loss 0.5694694280624389 Epoch 6: val loss 0.6144317984580994 Epoch 7: train loss 0.5600395649671555 Epoch 7: val loss 0.6162567734718323 Epoch 8: train loss 0.5372683793306351 Epoch 8: val loss 0.6205012202262878 Epoch 9: train loss 0.538120785355568 Epoch 9: val loss 0.6219775080680847 Epoch 10: train loss 0.5486260443925858 Epoch 10: val loss 0.636705756187439 Epoch 11: train loss 0.5321897089481353 Epoch 11: val loss 0.6118276715278625 Epoch 12: train loss 0.5256229311227798 Epoch 12: val loss 0.6068631410598755 Epoch 13: train loss 0.5262525349855423 Epoch 13: val loss 0.5861542820930481 Epoch 14: train loss 0.544336473941803 Epoch 14: val loss 0.6006898880004883 Epoch 15: train loss 0.5094213396310806 Epoch 15: val loss 0.624669075012207 Epoch 16: train loss 0.4888580620288849 Epoch 16: val loss 0.619414746761322 Epoch 17: train loss 0.5111667335033416 Epoch 17: val loss 0.644992470741272 Epoch 18: train loss 0.4886979639530182 Epoch 18: val loss 0.6307925581932068 Epoch 19: train loss 0.4897378146648407 Epoch 19: val loss 0.6289522051811218 Epoch 20: train loss 0.5003191292285919 Epoch 20: val loss 0.6112306118011475 Epoch 21: train loss 0.4946600586175919 Epoch 21: val loss 0.6066126227378845 Epoch 22: train loss 0.4621931672096252 Epoch 22: val loss 0.619655966758728 Epoch 23: train loss 0.483448389172554 Epoch 23: val loss 0.6347989439964294 Epoch 24: train loss 0.4582391917705536 Epoch 24: val loss 0.6442487835884094
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6868552703123826 Epoch 0: val loss 0.6509593725204468 Epoch 1: train loss 0.6262271312566904 Epoch 1: val loss 0.6251010298728943 Epoch 2: train loss 0.5920316256009616 Epoch 2: val loss 0.5950222015380859 Epoch 3: train loss 0.5618754487771255 Epoch 3: val loss 0.5716204047203064 Epoch 4: train loss 0.5517355730900397 Epoch 4: val loss 0.5526916980743408 Epoch 5: train loss 0.5348043625171368 Epoch 5: val loss 0.5468688011169434 Epoch 6: train loss 0.5368706973699423 Epoch 6: val loss 0.5409973859786987 Epoch 7: train loss 0.5077824867688693 Epoch 7: val loss 0.5387731194496155 Epoch 8: train loss 0.509140635912235 Epoch 8: val loss 0.534278392791748 Epoch 9: train loss 0.5141763778833243 Epoch 9: val loss 0.5297796726226807 Epoch 10: train loss 0.505083081813959 Epoch 10: val loss 0.5290043354034424 Epoch 11: train loss 0.5003900229930878 Epoch 11: val loss 0.5282875299453735 Epoch 12: train loss 0.49489813584547776 Epoch 12: val loss 0.527722179889679 Epoch 13: train loss 0.49970635771751404 Epoch 13: val loss 0.5262606739997864 Epoch 14: train loss 0.47408523009373593 Epoch 14: val loss 0.523257315158844 Epoch 15: train loss 0.48597681063872117 Epoch 15: val loss 0.5228341221809387 Epoch 16: train loss 0.49248235730024487 Epoch 16: val loss 0.5215997099876404 Epoch 17: train loss 0.48914587039213914 Epoch 17: val loss 0.5184432864189148 Epoch 18: train loss 0.47986680269241333 Epoch 18: val loss 0.5187695622444153 Epoch 19: train loss 0.47404797489826495 Epoch 19: val loss 0.5192191004753113 Epoch 20: train loss 0.47778221047841585 Epoch 20: val loss 0.5191377401351929
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7020756734742059 Epoch 0: val loss 0.6839938163757324 Epoch 1: train loss 0.6772884594069587 Epoch 1: val loss 0.6801192760467529 Epoch 2: train loss 0.691509399149153 Epoch 2: val loss 0.6751370429992676 Epoch 3: train loss 0.6773199505276151 Epoch 3: val loss 0.671925961971283 Epoch 4: train loss 0.6782802608278062 Epoch 4: val loss 0.6698525547981262 Epoch 5: train loss 0.6795484953456454 Epoch 5: val loss 0.6662812232971191 Epoch 6: train loss 0.67805325322681 Epoch 6: val loss 0.665686309337616 Epoch 7: train loss 0.6623023019896613 Epoch 7: val loss 0.6629241704940796 Epoch 8: train loss 0.6759318775600858 Epoch 8: val loss 0.6588525772094727 Epoch 9: train loss 0.6650080614619784 Epoch 9: val loss 0.656719982624054 Epoch 10: train loss 0.6518287393781874 Epoch 10: val loss 0.6535450220108032 Epoch 11: train loss 0.6422157949871488 Epoch 11: val loss 0.649629533290863 Epoch 12: train loss 0.6468331548902724 Epoch 12: val loss 0.6461954712867737 Epoch 13: train loss 0.6372918023003472 Epoch 13: val loss 0.6443961262702942 Epoch 14: train loss 0.6155813601281908 Epoch 14: val loss 0.6429635882377625 Epoch 15: train loss 0.6124011774857839 Epoch 15: val loss 0.641122043132782 Epoch 16: train loss 0.6174146400557624 Epoch 16: val loss 0.6368457674980164 Epoch 17: train loss 0.6035272677739462 Epoch 17: val loss 0.6284735202789307 Epoch 18: train loss 0.6058356894387139 Epoch 18: val loss 0.6333075165748596 Epoch 19: train loss 0.6061776015493605 Epoch 19: val loss 0.6408066153526306 Epoch 20: train loss 0.5993393527136909 Epoch 20: val loss 0.6432198882102966 Epoch 21: train loss 0.6030522518687778 Epoch 21: val loss 0.6358804106712341 Epoch 22: train loss 0.5944240954187181 Epoch 22: val loss 0.6281685829162598 Epoch 23: train loss 0.5842575828234354 Epoch 23: val loss 0.6242346167564392 Epoch 24: train loss 0.5682191848754883 Epoch 24: val loss 0.6257180571556091
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7167751987775167 Epoch 0: val loss 0.6948581337928772 Epoch 1: train loss 0.6955484814114041 Epoch 1: val loss 0.6930869221687317 Epoch 2: train loss 0.6890519791179233 Epoch 2: val loss 0.6911806464195251 Epoch 3: train loss 0.6732808086607192 Epoch 3: val loss 0.6887980103492737 Epoch 4: train loss 0.6706464754210578 Epoch 4: val loss 0.6935045123100281 Epoch 5: train loss 0.6724928749932183 Epoch 5: val loss 0.6914367079734802 Epoch 6: train loss 0.653203652964698 Epoch 6: val loss 0.6896786093711853 Epoch 7: train loss 0.6565632488992479 Epoch 7: val loss 0.6880449652671814 Epoch 8: train loss 0.6326321628358629 Epoch 8: val loss 0.6882326006889343 Epoch 9: train loss 0.6362116866641574 Epoch 9: val loss 0.6804025769233704 Epoch 10: train loss 0.6294578909873962 Epoch 10: val loss 0.6745939254760742 Epoch 11: train loss 0.6096177697181702 Epoch 11: val loss 0.6765233874320984 Epoch 12: train loss 0.6250297493404813 Epoch 12: val loss 0.6796402335166931 Epoch 13: train loss 0.6228596369425455 Epoch 13: val loss 0.672405481338501 Epoch 14: train loss 0.6181957059436374 Epoch 14: val loss 0.6616119742393494 Epoch 15: train loss 0.5969041254785326 Epoch 15: val loss 0.65725177526474 Epoch 16: train loss 0.6044197479883829 Epoch 16: val loss 0.6440008282661438 Epoch 17: train loss 0.5927822457419502 Epoch 17: val loss 0.6482382416725159 Epoch 18: train loss 0.5980056722958883 Epoch 18: val loss 0.6377776265144348 Epoch 19: train loss 0.5782311062018076 Epoch 19: val loss 0.639896810054779 Epoch 20: train loss 0.576667328675588 Epoch 20: val loss 0.6377696394920349 Epoch 21: train loss 0.6016431417730119 Epoch 21: val loss 0.6427615880966187 Epoch 22: train loss 0.5716700951258341 Epoch 22: val loss 0.6340312361717224 Epoch 23: train loss 0.5883202287885878 Epoch 23: val loss 0.6401248574256897 Epoch 24: train loss 0.5575321813424429 Epoch 24: val loss 0.6306682229042053
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6820693016052246 Epoch 0: val loss 0.686473548412323 Epoch 1: train loss 0.6767759985393949 Epoch 1: val loss 0.6837952733039856 Epoch 2: train loss 0.6748854120572408 Epoch 2: val loss 0.6834747791290283 Epoch 3: train loss 0.6528934836387634 Epoch 3: val loss 0.6832067370414734 Epoch 4: train loss 0.6439192030164931 Epoch 4: val loss 0.6845033168792725 Epoch 5: train loss 0.6313144299719069 Epoch 5: val loss 0.6862757802009583 Epoch 6: train loss 0.6251983178986443 Epoch 6: val loss 0.6882224082946777 Epoch 7: train loss 0.6220384240150452 Epoch 7: val loss 0.6938604712486267 Epoch 8: train loss 0.6141884525616964 Epoch 8: val loss 0.6984431147575378 Epoch 9: train loss 0.6012194156646729 Epoch 9: val loss 0.7015578150749207 Epoch 10: train loss 0.6008458269966973 Epoch 10: val loss 0.7046191692352295 Epoch 11: train loss 0.5932902362611558 Epoch 11: val loss 0.7099863886833191 Epoch 12: train loss 0.6006234023306105 Epoch 12: val loss 0.7165451049804688 Epoch 13: train loss 0.5897727409998575 Epoch 13: val loss 0.717031717300415 Epoch 14: train loss 0.579431970914205 Epoch 14: val loss 0.7180175185203552 Epoch 15: train loss 0.5816568632920583 Epoch 15: val loss 0.7198091149330139 Epoch 16: train loss 0.5678688751326667 Epoch 16: val loss 0.7250996232032776 Epoch 17: train loss 0.5716239280170865 Epoch 17: val loss 0.7283276915550232 Epoch 18: train loss 0.5580641329288483 Epoch 18: val loss 0.7274374961853027 Epoch 19: train loss 0.5818363991048601 Epoch 19: val loss 0.7310246825218201 Epoch 20: train loss 0.5577098329861959 Epoch 20: val loss 0.7330543398857117 Epoch 21: train loss 0.5612603293524848 Epoch 21: val loss 0.7328953146934509 Epoch 22: train loss 0.5492178267902799 Epoch 22: val loss 0.7330986857414246 Epoch 23: train loss 0.5345524085892571 Epoch 23: val loss 0.7330508232116699 Epoch 24: train loss 0.5751872758070627 Epoch 24: val loss 0.7377566695213318
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6841660208172269 Epoch 0: val loss 0.6872520446777344 Epoch 1: train loss 0.6690846482912699 Epoch 1: val loss 0.6817637085914612 Epoch 2: train loss 0.6525556511349149 Epoch 2: val loss 0.6721377372741699 Epoch 3: train loss 0.6482345792982314 Epoch 3: val loss 0.6652163863182068 Epoch 4: train loss 0.6530184282196893 Epoch 4: val loss 0.6609466075897217 Epoch 5: train loss 0.6430436505211724 Epoch 5: val loss 0.6604510545730591 Epoch 6: train loss 0.6239830586645339 Epoch 6: val loss 0.6582848429679871 Epoch 7: train loss 0.6456446448961893 Epoch 7: val loss 0.6571995615959167 Epoch 8: train loss 0.6202881402439542 Epoch 8: val loss 0.6548240780830383 Epoch 9: train loss 0.6138911644617716 Epoch 9: val loss 0.6508397459983826 Epoch 10: train loss 0.608379860719045 Epoch 10: val loss 0.6476370692253113 Epoch 11: train loss 0.622762143611908 Epoch 11: val loss 0.6444458961486816 Epoch 12: train loss 0.5893908672862582 Epoch 12: val loss 0.6446439027786255 Epoch 13: train loss 0.5945266882578532 Epoch 13: val loss 0.6439286470413208 Epoch 14: train loss 0.5908499028947618 Epoch 14: val loss 0.6483402848243713 Epoch 15: train loss 0.5965231127209134 Epoch 15: val loss 0.6442984342575073 Epoch 16: train loss 0.5863606532414755 Epoch 16: val loss 0.6428971886634827 Epoch 17: train loss 0.5834094749556648 Epoch 17: val loss 0.6427430510520935 Epoch 18: train loss 0.5725052919652727 Epoch 18: val loss 0.6442279815673828 Epoch 19: train loss 0.5922301808993021 Epoch 19: val loss 0.6449931263923645 Epoch 20: train loss 0.5915457407633463 Epoch 20: val loss 0.6404387950897217 Epoch 21: train loss 0.5648539000087314 Epoch 21: val loss 0.6375401020050049 Epoch 22: train loss 0.5652502311600579 Epoch 22: val loss 0.6352765560150146 Epoch 23: train loss 0.573704782459471 Epoch 23: val loss 0.6412842273712158 Epoch 24: train loss 0.5617894563410017 Epoch 24: val loss 0.6442943215370178
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909535378217697 Epoch 0: val loss 0.6651402711868286 Epoch 1: train loss 0.683319091796875 Epoch 1: val loss 0.6516858339309692 Epoch 2: train loss 0.671441783507665 Epoch 2: val loss 0.6433573961257935 Epoch 3: train loss 0.6575303425391515 Epoch 3: val loss 0.6365479230880737 Epoch 4: train loss 0.6599696427583694 Epoch 4: val loss 0.6293400526046753 Epoch 5: train loss 0.6443393379449844 Epoch 5: val loss 0.6241301894187927 Epoch 6: train loss 0.6410512874523798 Epoch 6: val loss 0.61891770362854 Epoch 7: train loss 0.6196190416812897 Epoch 7: val loss 0.6111315488815308 Epoch 8: train loss 0.6258883575598398 Epoch 8: val loss 0.6067289113998413 Epoch 9: train loss 0.6143669585386912 Epoch 9: val loss 0.6044585108757019 Epoch 10: train loss 0.6070713152488073 Epoch 10: val loss 0.598181962966919 Epoch 11: train loss 0.5914642711480459 Epoch 11: val loss 0.5934175252914429 Epoch 12: train loss 0.6012016236782074 Epoch 12: val loss 0.5850568413734436 Epoch 13: train loss 0.5946089426676432 Epoch 13: val loss 0.5797183513641357 Epoch 14: train loss 0.5962627629439036 Epoch 14: val loss 0.5736175179481506 Epoch 15: train loss 0.5902412459254265 Epoch 15: val loss 0.5696624517440796 Epoch 16: train loss 0.5945758447051048 Epoch 16: val loss 0.5686116218566895 Epoch 17: train loss 0.5676115155220032 Epoch 17: val loss 0.5654772520065308
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001748572696339 Epoch 0: val loss 0.6818821430206299 Epoch 1: train loss 0.6873880137096752 Epoch 1: val loss 0.6735143065452576 Epoch 2: train loss 0.6733323606577787 Epoch 2: val loss 0.6678548455238342 Epoch 3: train loss 0.6534899419004266 Epoch 3: val loss 0.6626057624816895 Epoch 4: train loss 0.6445680585774508 Epoch 4: val loss 0.6557048559188843 Epoch 5: train loss 0.6454729004339739 Epoch 5: val loss 0.6478381156921387 Epoch 6: train loss 0.6418230045925487 Epoch 6: val loss 0.6415473818778992 Epoch 7: train loss 0.6467799977822737 Epoch 7: val loss 0.6343625783920288 Epoch 8: train loss 0.6095906550234015 Epoch 8: val loss 0.6344209909439087 Epoch 9: train loss 0.6315569064833901 Epoch 9: val loss 0.6226246356964111 Epoch 10: train loss 0.611474644054066 Epoch 10: val loss 0.6103226542472839 Epoch 11: train loss 0.6010949557477777 Epoch 11: val loss 0.6062004566192627 Epoch 12: train loss 0.5769160173156045 Epoch 12: val loss 0.6001082062721252 Epoch 13: train loss 0.5766504515301097 Epoch 13: val loss 0.5828402638435364 Epoch 14: train loss 0.5670475201173262 Epoch 14: val loss 0.5656594634056091 Epoch 15: train loss 0.5591530447656458 Epoch 15: val loss 0.5574561953544617 Epoch 16: train loss 0.5616901598193429 Epoch 16: val loss 0.548682451248169 Epoch 17: train loss 0.5455090295184742 Epoch 17: val loss 0.5389642119407654 Epoch 18: train loss 0.5736836330457167 Epoch 18: val loss 0.5341678261756897 Epoch 19: train loss 0.5541851439259269 Epoch 19: val loss 0.5240256190299988 Epoch 20: train loss 0.5631195442243055 Epoch 20: val loss 0.5214211344718933 Epoch 21: train loss 0.5380433093417775 Epoch 21: val loss 0.5336321592330933 Epoch 22: train loss 0.5402757146141746 Epoch 22: val loss 0.5386518239974976 Epoch 23: train loss 0.5368577946316112 Epoch 23: val loss 0.5281293988227844 Epoch 24: train loss 0.547406321222132 Epoch 24: val loss 0.5213925242424011
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7219966758381237 Epoch 0: val loss 0.6909417510032654 Epoch 1: train loss 0.6874830506064675 Epoch 1: val loss 0.6817982196807861 Epoch 2: train loss 0.6752100586891174 Epoch 2: val loss 0.6724411249160767 Epoch 3: train loss 0.6615738597783175 Epoch 3: val loss 0.6647043228149414 Epoch 4: train loss 0.6452037475325845 Epoch 4: val loss 0.6598002910614014 Epoch 5: train loss 0.6471987908536737 Epoch 5: val loss 0.6564590334892273 Epoch 6: train loss 0.6328952854329889 Epoch 6: val loss 0.6546527743339539 Epoch 7: train loss 0.6214623722163114 Epoch 7: val loss 0.6571075916290283 Epoch 8: train loss 0.5934190262447704 Epoch 8: val loss 0.6623048186302185 Epoch 9: train loss 0.6078119386326183 Epoch 9: val loss 0.6655585765838623 Epoch 10: train loss 0.6201010048389435 Epoch 10: val loss 0.6685442924499512 Epoch 11: train loss 0.5758731392296877 Epoch 11: val loss 0.6611581444740295 Epoch 12: train loss 0.6084590554237366 Epoch 12: val loss 0.6647732257843018 Epoch 13: train loss 0.5612213015556335 Epoch 13: val loss 0.6497139930725098 Epoch 14: train loss 0.6109600310975855 Epoch 14: val loss 0.6456389427185059 Epoch 15: train loss 0.5744804062626578 Epoch 15: val loss 0.642331600189209 Epoch 16: train loss 0.5750314430757002 Epoch 16: val loss 0.6582621932029724 Epoch 17: train loss 0.5780169855464589 Epoch 17: val loss 0.6577466726303101 Epoch 18: train loss 0.5509812886064703 Epoch 18: val loss 0.6528120040893555 Epoch 19: train loss 0.5667728727514093 Epoch 19: val loss 0.6514230966567993 Epoch 20: train loss 0.5446967049078508 Epoch 20: val loss 0.6488625407218933 Epoch 21: train loss 0.5513986023989591 Epoch 21: val loss 0.64634108543396 Epoch 22: train loss 0.5602674863555215 Epoch 22: val loss 0.6495277881622314 Epoch 23: train loss 0.5573433962735262 Epoch 23: val loss 0.6416597962379456 Epoch 24: train loss 0.5429249947721307 Epoch 24: val loss 0.6438354253768921
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6841584985906427 Epoch 0: val loss 0.6874004602432251 Epoch 1: train loss 0.683543021028692 Epoch 1: val loss 0.6778717637062073 Epoch 2: train loss 0.6761979027227922 Epoch 2: val loss 0.6683781743049622 Epoch 3: train loss 0.6590878529982134 Epoch 3: val loss 0.6607012748718262 Epoch 4: train loss 0.6578541452234442 Epoch 4: val loss 0.6504024267196655 Epoch 5: train loss 0.6436243165623058 Epoch 5: val loss 0.6414446830749512 Epoch 6: train loss 0.6471080454913053 Epoch 6: val loss 0.6355530023574829 Epoch 7: train loss 0.625324162569913 Epoch 7: val loss 0.6307761669158936 Epoch 8: train loss 0.6158589774912054 Epoch 8: val loss 0.6266254186630249 Epoch 9: train loss 0.6119375283067877 Epoch 9: val loss 0.6176015734672546 Epoch 10: train loss 0.5998960462483492 Epoch 10: val loss 0.6161172389984131 Epoch 11: train loss 0.5786340697245165 Epoch 11: val loss 0.6100023984909058 Epoch 12: train loss 0.5728082900697534 Epoch 12: val loss 0.6065011620521545 Epoch 13: train loss 0.5834262533621355 Epoch 13: val loss 0.6086578369140625 Epoch 14: train loss 0.5551309124989943 Epoch 14: val loss 0.6125776171684265 Epoch 15: train loss 0.5582775256850503 Epoch 15: val loss 0.609246551990509 Epoch 16: train loss 0.5638042715462771 Epoch 16: val loss 0.6092714071273804 Epoch 17: train loss 0.5252970023588701 Epoch 17: val loss 0.6093907952308655 Epoch 18: train loss 0.5391326465389945 Epoch 18: val loss 0.6137675642967224 Epoch 19: train loss 0.5198426463387229 Epoch 19: val loss 0.6116018891334534 Epoch 20: train loss 0.5204498930410906 Epoch 20: val loss 0.6157768368721008 Epoch 21: train loss 0.47299760580062866 Epoch 21: val loss 0.613366425037384 Epoch 22: train loss 0.5380299958315763 Epoch 22: val loss 0.6120328307151794 Epoch 23: train loss 0.4932808225805109 Epoch 23: val loss 0.6021901965141296 Epoch 24: train loss 0.49312848394567316 Epoch 24: val loss 0.5965179204940796
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983943744139238 Epoch 0: val loss 0.6942887306213379 Epoch 1: train loss 0.6794274611906572 Epoch 1: val loss 0.6895066499710083 Epoch 2: train loss 0.6646618301218207 Epoch 2: val loss 0.6854509711265564 Epoch 3: train loss 0.6565079363909635 Epoch 3: val loss 0.6806025505065918 Epoch 4: train loss 0.6453771537000482 Epoch 4: val loss 0.6787264943122864 Epoch 5: train loss 0.6440815763040022 Epoch 5: val loss 0.6733285188674927 Epoch 6: train loss 0.6325302069837396 Epoch 6: val loss 0.6708202958106995 Epoch 7: train loss 0.607145141471516 Epoch 7: val loss 0.6713734865188599 Epoch 8: train loss 0.6306910081343218 Epoch 8: val loss 0.674292266368866 Epoch 9: train loss 0.5880154967308044 Epoch 9: val loss 0.6679888367652893 Epoch 10: train loss 0.5957260131835938 Epoch 10: val loss 0.6699999570846558 Epoch 11: train loss 0.5982071486386386 Epoch 11: val loss 0.6673417091369629 Epoch 12: train loss 0.5704329122196544 Epoch 12: val loss 0.6748173236846924 Epoch 13: train loss 0.5834962779825384 Epoch 13: val loss 0.6907232999801636 Epoch 14: train loss 0.554127885536714 Epoch 14: val loss 0.6688442826271057 Epoch 15: train loss 0.5660318786447699 Epoch 15: val loss 0.667874276638031 Epoch 16: train loss 0.585926811803471 Epoch 16: val loss 0.6709887981414795 Epoch 17: train loss 0.5139344199137255 Epoch 17: val loss 0.6824676990509033 Epoch 18: train loss 0.5535952232100747 Epoch 18: val loss 0.6695273518562317 Epoch 19: train loss 0.537476656111804 Epoch 19: val loss 0.6568818092346191 Epoch 20: train loss 0.5463694117285989 Epoch 20: val loss 0.6680156588554382 Epoch 21: train loss 0.5456218909133564 Epoch 21: val loss 0.6536532044410706 Epoch 22: train loss 0.5566962198777632 Epoch 22: val loss 0.6813455820083618 Epoch 23: train loss 0.5386881747029044 Epoch 23: val loss 0.6804906129837036 Epoch 24: train loss 0.5348985520276156 Epoch 24: val loss 0.6666577458381653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965184892926898 Epoch 0: val loss 0.6877679228782654 Epoch 1: train loss 0.6795081879411425 Epoch 1: val loss 0.6794471144676208 Epoch 2: train loss 0.6656080228941781 Epoch 2: val loss 0.6708508133888245 Epoch 3: train loss 0.6625803709030151 Epoch 3: val loss 0.6645993590354919 Epoch 4: train loss 0.652927394424166 Epoch 4: val loss 0.6602689027786255 Epoch 5: train loss 0.632444999047688 Epoch 5: val loss 0.6551934480667114 Epoch 6: train loss 0.6284693990434919 Epoch 6: val loss 0.6483892798423767 Epoch 7: train loss 0.6148916057177952 Epoch 7: val loss 0.639653205871582 Epoch 8: train loss 0.6035181454249791 Epoch 8: val loss 0.6328960657119751 Epoch 9: train loss 0.5911826193332672 Epoch 9: val loss 0.6349377632141113 Epoch 10: train loss 0.5759326411145074 Epoch 10: val loss 0.6313271522521973 Epoch 11: train loss 0.5490326178925378 Epoch 11: val loss 0.6376081109046936 Epoch 12: train loss 0.5506586262157985 Epoch 12: val loss 0.6263717412948608 Epoch 13: train loss 0.570107815521104 Epoch 13: val loss 0.6395021677017212 Epoch 14: train loss 0.5447953343391418 Epoch 14: val loss 0.647109866142273 Epoch 15: train loss 0.5454783886671066 Epoch 15: val loss 0.6355087161064148 Epoch 16: train loss 0.5396799445152283 Epoch 16: val loss 0.6241952776908875 Epoch 17: train loss 0.5331291556358337 Epoch 17: val loss 0.6292688250541687 Epoch 18: train loss 0.5138334184885025 Epoch 18: val loss 0.6418792009353638 Epoch 19: train loss 0.52216018310615 Epoch 19: val loss 0.6293439269065857 Epoch 20: train loss 0.5206958076783589 Epoch 20: val loss 0.6211891174316406 Epoch 21: train loss 0.5048470454556602 Epoch 21: val loss 0.6212634444236755 Epoch 22: train loss 0.5043092923504966 Epoch 22: val loss 0.6126037240028381
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.729516605536143 Epoch 0: val loss 0.7042047381401062 Epoch 1: train loss 0.6986493137147691 Epoch 1: val loss 0.6968149542808533 Epoch 2: train loss 0.6912723580996195 Epoch 2: val loss 0.6939331889152527 Epoch 3: train loss 0.6832199957635667 Epoch 3: val loss 0.6912844181060791 Epoch 4: train loss 0.6653781400786506 Epoch 4: val loss 0.6901789307594299 Epoch 5: train loss 0.6684123277664185 Epoch 5: val loss 0.6901080012321472 Epoch 6: train loss 0.6568567156791687 Epoch 6: val loss 0.6928685903549194 Epoch 7: train loss 0.6517795787917243 Epoch 7: val loss 0.6895567774772644 Epoch 8: train loss 0.6567079424858093 Epoch 8: val loss 0.6838631629943848 Epoch 9: train loss 0.624864485528734 Epoch 9: val loss 0.6824502944946289 Epoch 10: train loss 0.6372459133466085 Epoch 10: val loss 0.6845434904098511 Epoch 11: train loss 0.6280132399664985 Epoch 11: val loss 0.6821956038475037 Epoch 12: train loss 0.6195942494604323 Epoch 12: val loss 0.6796836853027344 Epoch 13: train loss 0.6127642922931247 Epoch 13: val loss 0.6863336563110352 Epoch 14: train loss 0.6340286268128289 Epoch 14: val loss 0.6913622617721558 Epoch 15: train loss 0.6350705424944559 Epoch 15: val loss 0.6817351579666138 Epoch 16: train loss 0.6257305211491055 Epoch 16: val loss 0.6786192655563354 Epoch 17: train loss 0.6211136943764157 Epoch 17: val loss 0.6821432709693909 Epoch 18: train loss 0.6093472937742869 Epoch 18: val loss 0.6798439025878906 Epoch 19: train loss 0.6110945542653402 Epoch 19: val loss 0.6689992547035217 Epoch 20: train loss 0.5995506578021579 Epoch 20: val loss 0.6717646718025208 Epoch 21: train loss 0.620002332660887 Epoch 21: val loss 0.6721310019493103 Epoch 22: train loss 0.603775163491567 Epoch 22: val loss 0.6686052680015564 Epoch 23: train loss 0.5976894100507101 Epoch 23: val loss 0.6627401113510132 Epoch 24: train loss 0.5705520974265205 Epoch 24: val loss 0.6650989055633545
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022330231136746 Epoch 0: val loss 0.679187536239624 Epoch 1: train loss 0.6691121657689413 Epoch 1: val loss 0.6708495020866394 Epoch 2: train loss 0.674308697382609 Epoch 2: val loss 0.6634559035301208 Epoch 3: train loss 0.6583199832174513 Epoch 3: val loss 0.6585156321525574 Epoch 4: train loss 0.653660966290368 Epoch 4: val loss 0.6520438194274902 Epoch 5: train loss 0.6286132666799757 Epoch 5: val loss 0.6459354162216187 Epoch 6: train loss 0.656025853421953 Epoch 6: val loss 0.6364841461181641 Epoch 7: train loss 0.6127301586998833 Epoch 7: val loss 0.6265560388565063 Epoch 8: train loss 0.619487550523546 Epoch 8: val loss 0.620499312877655 Epoch 9: train loss 0.587890131605996 Epoch 9: val loss 0.6143852472305298 Epoch 10: train loss 0.5939100119802687 Epoch 10: val loss 0.6081032752990723 Epoch 11: train loss 0.5974939796659682 Epoch 11: val loss 0.6018369197845459 Epoch 12: train loss 0.5855191085073683 Epoch 12: val loss 0.5967587232589722 Epoch 13: train loss 0.5780934823883904 Epoch 13: val loss 0.5951120853424072 Epoch 14: train loss 0.567016945944892 Epoch 14: val loss 0.5880106091499329 Epoch 15: train loss 0.5562005903985765 Epoch 15: val loss 0.5810940265655518 Epoch 16: train loss 0.5842721197340224 Epoch 16: val loss 0.5763726234436035 Epoch 17: train loss 0.5620724856853485 Epoch 17: val loss 0.5744593739509583 Epoch 18: train loss 0.5531112783484988 Epoch 18: val loss 0.5784270167350769 Epoch 19: train loss 0.549968292315801 Epoch 19: val loss 0.5805399417877197 Epoch 20: train loss 0.5486760901080238 Epoch 20: val loss 0.5813016891479492 Epoch 21: train loss 0.5274304184648726 Epoch 21: val loss 0.5802278518676758 Epoch 22: train loss 0.5636013017760383 Epoch 22: val loss 0.5772628784179688 Epoch 23: train loss 0.5828203161557516 Epoch 23: val loss 0.5747321844100952 Epoch 24: train loss 0.5373450153403811 Epoch 24: val loss 0.5811052322387695
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.706587897406684 Epoch 0: val loss 0.6628124713897705 Epoch 1: train loss 0.699291831917233 Epoch 1: val loss 0.6564216017723083 Epoch 2: train loss 0.675205773777432 Epoch 2: val loss 0.645119309425354 Epoch 3: train loss 0.6655217144224379 Epoch 3: val loss 0.6386430859565735 Epoch 4: train loss 0.6529902484681871 Epoch 4: val loss 0.6355410814285278 Epoch 5: train loss 0.6497661338912116 Epoch 5: val loss 0.6287243366241455 Epoch 6: train loss 0.6563377645280626 Epoch 6: val loss 0.621964693069458 Epoch 7: train loss 0.6484003398153517 Epoch 7: val loss 0.6209303140640259 Epoch 8: train loss 0.6297991010877821 Epoch 8: val loss 0.6149784326553345 Epoch 9: train loss 0.6336817675166659 Epoch 9: val loss 0.6163291931152344 Epoch 10: train loss 0.627665811114841 Epoch 10: val loss 0.6166869401931763 Epoch 11: train loss 0.6429742243554857 Epoch 11: val loss 0.6142999529838562 Epoch 12: train loss 0.5941855178938972 Epoch 12: val loss 0.6109619736671448 Epoch 13: train loss 0.6073906421661377 Epoch 13: val loss 0.607700526714325 Epoch 14: train loss 0.5953121913803948 Epoch 14: val loss 0.6210558414459229 Epoch 15: train loss 0.5776302317778269 Epoch 15: val loss 0.6208234429359436 Epoch 16: train loss 0.5804339779747857 Epoch 16: val loss 0.6131837368011475 Epoch 17: train loss 0.5836142069763608 Epoch 17: val loss 0.6115110516548157 Epoch 18: train loss 0.5706949366463555 Epoch 18: val loss 0.6098911166191101 Epoch 19: train loss 0.5623077584637536 Epoch 19: val loss 0.6058045625686646 Epoch 20: train loss 0.5489619506729974 Epoch 20: val loss 0.6035764217376709 Epoch 21: train loss 0.5783588588237762 Epoch 21: val loss 0.6164964437484741 Epoch 22: train loss 0.5247940719127655 Epoch 22: val loss 0.6096524000167847 Epoch 23: train loss 0.534501185019811 Epoch 23: val loss 0.6019772291183472 Epoch 24: train loss 0.559450219074885 Epoch 24: val loss 0.5948423147201538
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6784641080432467 Epoch 0: val loss 0.6698509454727173 Epoch 1: train loss 0.6740625831815932 Epoch 1: val loss 0.6675830483436584 Epoch 2: train loss 0.6541185643937852 Epoch 2: val loss 0.6641997694969177 Epoch 3: train loss 0.6489443712764316 Epoch 3: val loss 0.659463107585907 Epoch 4: train loss 0.6469285090764364 Epoch 4: val loss 0.6592620015144348 Epoch 5: train loss 0.6405930386649238 Epoch 5: val loss 0.6549964547157288 Epoch 6: train loss 0.646825459268358 Epoch 6: val loss 0.6520786881446838 Epoch 7: train loss 0.6481535368495517 Epoch 7: val loss 0.6522185206413269 Epoch 8: train loss 0.636741472615136 Epoch 8: val loss 0.654140830039978 Epoch 9: train loss 0.6338982317182753 Epoch 9: val loss 0.6547585129737854 Epoch 10: train loss 0.6222086548805237 Epoch 10: val loss 0.6582343578338623 Epoch 11: train loss 0.6386932068400912 Epoch 11: val loss 0.6578542590141296 Epoch 12: train loss 0.5966433750258552 Epoch 12: val loss 0.6549004316329956 Epoch 13: train loss 0.611397299501631 Epoch 13: val loss 0.6597898006439209 Epoch 14: train loss 0.5887863569789462 Epoch 14: val loss 0.6618510484695435 Epoch 15: train loss 0.5995894935395982 Epoch 15: val loss 0.6604883670806885 Epoch 16: train loss 0.6238488290044997 Epoch 16: val loss 0.6646384596824646 Epoch 17: train loss 0.6068445245424906 Epoch 17: val loss 0.6576637029647827 Epoch 18: train loss 0.6000640127393935 Epoch 18: val loss 0.6525914669036865 Epoch 19: train loss 0.5960676636960771 Epoch 19: val loss 0.6512241959571838 Epoch 20: train loss 0.5955121848318312 Epoch 20: val loss 0.6484512090682983 Epoch 21: train loss 0.5987719893455505 Epoch 21: val loss 0.6409986019134521 Epoch 22: train loss 0.584943089220259 Epoch 22: val loss 0.6344895958900452 Epoch 23: train loss 0.5807520416047838 Epoch 23: val loss 0.6446501016616821 Epoch 24: train loss 0.5985935264163547 Epoch 24: val loss 0.6410452723503113
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6759362369775772 Epoch 0: val loss 0.6750679016113281 Epoch 1: train loss 0.6564863324165344 Epoch 1: val loss 0.6678305268287659 Epoch 2: train loss 0.6664581894874573 Epoch 2: val loss 0.6617019772529602 Epoch 3: train loss 0.6484931707382202 Epoch 3: val loss 0.6587596535682678 Epoch 4: train loss 0.6462565859158834 Epoch 4: val loss 0.6615413427352905 Epoch 5: train loss 0.6280955026547114 Epoch 5: val loss 0.6602762937545776 Epoch 6: train loss 0.6359354307254156 Epoch 6: val loss 0.6614803671836853 Epoch 7: train loss 0.6259288390477499 Epoch 7: val loss 0.6603367328643799 Epoch 8: train loss 0.6235189090172449 Epoch 8: val loss 0.6508340835571289 Epoch 9: train loss 0.6227066914240519 Epoch 9: val loss 0.64180588722229 Epoch 10: train loss 0.6281595677137375 Epoch 10: val loss 0.6371485590934753 Epoch 11: train loss 0.6303214728832245 Epoch 11: val loss 0.6315942406654358 Epoch 12: train loss 0.6213440398375193 Epoch 12: val loss 0.6316017508506775 Epoch 13: train loss 0.6063432693481445 Epoch 13: val loss 0.6317431926727295 Epoch 14: train loss 0.6026550134023031 Epoch 14: val loss 0.6290650963783264 Epoch 15: train loss 0.6193747917811075 Epoch 15: val loss 0.6270111799240112 Epoch 16: train loss 0.6116801798343658 Epoch 16: val loss 0.6275671720504761 Epoch 17: train loss 0.6018859048684438 Epoch 17: val loss 0.6286451816558838 Epoch 18: train loss 0.6081410298744837 Epoch 18: val loss 0.624065637588501 Epoch 19: train loss 0.5954970469077429 Epoch 19: val loss 0.6258285045623779 Epoch 20: train loss 0.58346010496219 Epoch 20: val loss 0.6233439445495605 Epoch 21: train loss 0.5724573681751887 Epoch 21: val loss 0.6201068162918091 Epoch 22: train loss 0.6004314124584198 Epoch 22: val loss 0.6217134594917297
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6537375032901764 Epoch 0: val loss 0.6426798105239868 Epoch 1: train loss 0.625996059179306 Epoch 1: val loss 0.6237500905990601 Epoch 2: train loss 0.6151032984256745 Epoch 2: val loss 0.6027004718780518 Epoch 3: train loss 0.5839675813913345 Epoch 3: val loss 0.5813052654266357 Epoch 4: train loss 0.5733835816383361 Epoch 4: val loss 0.5597538948059082 Epoch 5: train loss 0.542783972620964 Epoch 5: val loss 0.5341025590896606 Epoch 6: train loss 0.5118721932172775 Epoch 6: val loss 0.5128051042556763 Epoch 7: train loss 0.5098761320114136 Epoch 7: val loss 0.49031901359558105 Epoch 8: train loss 0.4641915768384933 Epoch 8: val loss 0.4768785238265991 Epoch 9: train loss 0.45889408588409425 Epoch 9: val loss 0.4673408269882202 Epoch 10: train loss 0.45632128417491913 Epoch 10: val loss 0.456598699092865 Epoch 11: train loss 0.3999008029699326 Epoch 11: val loss 0.44835442304611206 Epoch 12: train loss 0.4056960090994835 Epoch 12: val loss 0.44110721349716187 Epoch 13: train loss 0.4711491078138351 Epoch 13: val loss 0.43861767649650574 Epoch 14: train loss 0.3987082839012146 Epoch 14: val loss 0.4409661889076233 Epoch 15: train loss 0.3803506433963776 Epoch 15: val loss 0.4477978050708771 Epoch 16: train loss 0.38710465133190153 Epoch 16: val loss 0.43814489245414734 Epoch 17: train loss 0.38073967546224596 Epoch 17: val loss 0.4344129264354706 Epoch 18: train loss 0.33351046293973924 Epoch 18: val loss 0.44177067279815674 Epoch 19: train loss 0.46209065020084383 Epoch 19: val loss 0.4479198455810547 Epoch 20: train loss 0.37248354852199556 Epoch 20: val loss 0.4498405158519745 Epoch 21: train loss 0.38849835842847824 Epoch 21: val loss 0.44777780771255493 Epoch 22: train loss 0.374528269469738 Epoch 22: val loss 0.4443366825580597 Epoch 23: train loss 0.37442142963409425 Epoch 23: val loss 0.44170841574668884 Epoch 24: train loss 0.3689385250210762 Epoch 24: val loss 0.44275376200675964
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6613341867923737 Epoch 0: val loss 0.6571947336196899 Epoch 1: train loss 0.6397079408168793 Epoch 1: val loss 0.6365479230880737 Epoch 2: train loss 0.6124634385108948 Epoch 2: val loss 0.6177563667297363 Epoch 3: train loss 0.5923495829105377 Epoch 3: val loss 0.5898392200469971 Epoch 4: train loss 0.5754333972930908 Epoch 4: val loss 0.5698028206825256 Epoch 5: train loss 0.5685155898332596 Epoch 5: val loss 0.5488440990447998 Epoch 6: train loss 0.49900672435760496 Epoch 6: val loss 0.5317659974098206 Epoch 7: train loss 0.5170422077178956 Epoch 7: val loss 0.5128462910652161 Epoch 8: train loss 0.465058833360672 Epoch 8: val loss 0.5011827349662781 Epoch 9: train loss 0.4691085427999496 Epoch 9: val loss 0.49472925066947937 Epoch 10: train loss 0.45988687723875044 Epoch 10: val loss 0.49369317293167114 Epoch 11: train loss 0.4508144974708557 Epoch 11: val loss 0.4801999628543854 Epoch 12: train loss 0.41588054299354554 Epoch 12: val loss 0.47278502583503723 Epoch 13: train loss 0.4301107883453369 Epoch 13: val loss 0.46571043133735657 Epoch 14: train loss 0.46097822189331056 Epoch 14: val loss 0.4604177176952362 Epoch 15: train loss 0.47930935621261594 Epoch 15: val loss 0.4621824622154236 Epoch 16: train loss 0.42723189294338226 Epoch 16: val loss 0.46554693579673767 Epoch 17: train loss 0.48966888189315794 Epoch 17: val loss 0.4625351130962372 Epoch 18: train loss 0.45096287727355955 Epoch 18: val loss 0.46030402183532715 Epoch 19: train loss 0.4209186226129532 Epoch 19: val loss 0.4611358940601349 Epoch 20: train loss 0.5082475036382675 Epoch 20: val loss 0.4608086049556732 Epoch 21: train loss 0.40541087090969086 Epoch 21: val loss 0.48108750581741333 Epoch 22: train loss 0.38977491557598115 Epoch 22: val loss 0.47769397497177124 Epoch 23: train loss 0.40109966695308685 Epoch 23: val loss 0.46463868021965027 Epoch 24: train loss 0.3825242221355438 Epoch 24: val loss 0.4620235860347748
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6936791002750397 Epoch 0: val loss 0.6699934601783752 Epoch 1: train loss 0.6551063060760498 Epoch 1: val loss 0.6497399806976318 Epoch 2: train loss 0.6252685546875 Epoch 2: val loss 0.6277421116828918 Epoch 3: train loss 0.6161697924137115 Epoch 3: val loss 0.5941444039344788 Epoch 4: train loss 0.5545210540294647 Epoch 4: val loss 0.5552937984466553 Epoch 5: train loss 0.54807368516922 Epoch 5: val loss 0.5192206501960754 Epoch 6: train loss 0.4992226481437683 Epoch 6: val loss 0.4831259846687317 Epoch 7: train loss 0.4777624398469925 Epoch 7: val loss 0.45891621708869934 Epoch 8: train loss 0.4725291520357132 Epoch 8: val loss 0.4440249502658844 Epoch 9: train loss 0.48003390431404114 Epoch 9: val loss 0.43043503165245056 Epoch 10: train loss 0.4262538105249405 Epoch 10: val loss 0.42958760261535645 Epoch 11: train loss 0.3974624782800674 Epoch 11: val loss 0.41993555426597595 Epoch 12: train loss 0.4620332598686218 Epoch 12: val loss 0.42283374071121216 Epoch 13: train loss 0.407865309715271 Epoch 13: val loss 0.41797685623168945 Epoch 14: train loss 0.39152122288942337 Epoch 14: val loss 0.4167412519454956 Epoch 15: train loss 0.4545016288757324 Epoch 15: val loss 0.4271129071712494 Epoch 16: train loss 0.4535101860761642 Epoch 16: val loss 0.45242545008659363 Epoch 17: train loss 0.40862980484962463 Epoch 17: val loss 0.42344433069229126 Epoch 18: train loss 0.3993905156850815 Epoch 18: val loss 0.41216421127319336 Epoch 19: train loss 0.41768639981746675 Epoch 19: val loss 0.4142971336841583 Epoch 20: train loss 0.3887339159846306 Epoch 20: val loss 0.4172242283821106 Epoch 21: train loss 0.432865796983242 Epoch 21: val loss 0.42356228828430176 Epoch 22: train loss 0.40494192838668824 Epoch 22: val loss 0.42417722940444946 Epoch 23: train loss 0.3942674070596695 Epoch 23: val loss 0.41357776522636414 Epoch 24: train loss 0.3718843936920166 Epoch 24: val loss 0.4072631299495697
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7158207178115845 Epoch 0: val loss 0.6906462907791138 Epoch 1: train loss 0.6423920214176178 Epoch 1: val loss 0.661735475063324 Epoch 2: train loss 0.6388416409492492 Epoch 2: val loss 0.6311070322990417 Epoch 3: train loss 0.5970608353614807 Epoch 3: val loss 0.6067788600921631 Epoch 4: train loss 0.5513742834329605 Epoch 4: val loss 0.5720584392547607 Epoch 5: train loss 0.508286663889885 Epoch 5: val loss 0.533499002456665 Epoch 6: train loss 0.5166452616453171 Epoch 6: val loss 0.503671407699585 Epoch 7: train loss 0.47934251427650454 Epoch 7: val loss 0.479898601770401 Epoch 8: train loss 0.5037549376487732 Epoch 8: val loss 0.4683762788772583 Epoch 9: train loss 0.4522820919752121 Epoch 9: val loss 0.44413843750953674 Epoch 10: train loss 0.43004401922225954 Epoch 10: val loss 0.4669163227081299 Epoch 11: train loss 0.3985167518258095 Epoch 11: val loss 0.48075637221336365 Epoch 12: train loss 0.4043989822268486 Epoch 12: val loss 0.4784576892852783 Epoch 13: train loss 0.4419033318758011 Epoch 13: val loss 0.46689578890800476 Epoch 14: train loss 0.4899712592363358 Epoch 14: val loss 0.46090424060821533 Epoch 15: train loss 0.442242294549942 Epoch 15: val loss 0.4668574035167694 Epoch 16: train loss 0.4611371695995331 Epoch 16: val loss 0.477520614862442 Epoch 17: train loss 0.44557212591171264 Epoch 17: val loss 0.48622095584869385 Epoch 18: train loss 0.424241891503334 Epoch 18: val loss 0.461905300617218 Epoch 19: train loss 0.4389401972293854 Epoch 19: val loss 0.4536052942276001 Epoch 20: train loss 0.4074702814221382 Epoch 20: val loss 0.4582490921020508 Epoch 21: train loss 0.3778602972626686 Epoch 21: val loss 0.46578264236450195 Epoch 22: train loss 0.41706874072551725 Epoch 22: val loss 0.46505704522132874 Epoch 23: train loss 0.39153707325458526 Epoch 23: val loss 0.46379974484443665 Epoch 24: train loss 0.45584765523672105 Epoch 24: val loss 0.46115273237228394
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7197769330098078 Epoch 0: val loss 0.6588264107704163 Epoch 1: train loss 0.6490618036343501 Epoch 1: val loss 0.6047734618186951 Epoch 2: train loss 0.5893139655773456 Epoch 2: val loss 0.552850067615509 Epoch 3: train loss 0.5662971230653616 Epoch 3: val loss 0.5089167356491089 Epoch 4: train loss 0.5104408883131467 Epoch 4: val loss 0.48549020290374756 Epoch 5: train loss 0.4630598998986758 Epoch 5: val loss 0.4743494391441345 Epoch 6: train loss 0.44352931586595684 Epoch 6: val loss 0.46881967782974243 Epoch 7: train loss 0.4251666355591554 Epoch 7: val loss 0.466805100440979 Epoch 8: train loss 0.4248570753977849 Epoch 8: val loss 0.4660446047782898 Epoch 9: train loss 0.4471504115141355 Epoch 9: val loss 0.4695832431316376 Epoch 10: train loss 0.4260439666417929 Epoch 10: val loss 0.4705947935581207 Epoch 11: train loss 0.42026447447446674 Epoch 11: val loss 0.46287044882774353 Epoch 12: train loss 0.4142321508664351 Epoch 12: val loss 0.4657926857471466 Epoch 13: train loss 0.4061677444439668 Epoch 13: val loss 0.4739358723163605 Epoch 14: train loss 0.4054941970568437 Epoch 14: val loss 0.46905064582824707 Epoch 15: train loss 0.41093892890673417 Epoch 15: val loss 0.4545704126358032
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6678264520385049 Epoch 0: val loss 0.673205554485321 Epoch 1: train loss 0.6744236024943265 Epoch 1: val loss 0.6545724272727966 Epoch 2: train loss 0.6479906223037026 Epoch 2: val loss 0.6467746496200562 Epoch 3: train loss 0.6276246471838518 Epoch 3: val loss 0.6331252455711365 Epoch 4: train loss 0.6263456507162615 Epoch 4: val loss 0.6245774030685425 Epoch 5: train loss 0.6061967015266418 Epoch 5: val loss 0.615993082523346 Epoch 6: train loss 0.6165819384834983 Epoch 6: val loss 0.6069919466972351 Epoch 7: train loss 0.6123758148063313 Epoch 7: val loss 0.6026037931442261 Epoch 8: train loss 0.5968945216048848 Epoch 8: val loss 0.5938381552696228 Epoch 9: train loss 0.590603308244185 Epoch 9: val loss 0.5978328585624695 Epoch 10: train loss 0.5856422185897827 Epoch 10: val loss 0.5926748514175415 Epoch 11: train loss 0.5908559560775757 Epoch 11: val loss 0.5799960494041443 Epoch 12: train loss 0.5789255445653742 Epoch 12: val loss 0.5972322821617126 Epoch 13: train loss 0.5696862069043246 Epoch 13: val loss 0.5809303522109985 Epoch 14: train loss 0.5744290541518818 Epoch 14: val loss 0.5734550356864929 Epoch 15: train loss 0.5659374350851233 Epoch 15: val loss 0.5664275884628296 Epoch 16: train loss 0.5813924832777544 Epoch 16: val loss 0.5679047703742981 Epoch 17: train loss 0.5635703016411174 Epoch 17: val loss 0.5688628554344177 Epoch 18: train loss 0.5596976334398444 Epoch 18: val loss 0.5726668238639832 Epoch 19: train loss 0.5512443482875824 Epoch 19: val loss 0.569471001625061 Epoch 20: train loss 0.5505225658416748 Epoch 20: val loss 0.5704856514930725 Epoch 21: train loss 0.5504107556559823 Epoch 21: val loss 0.5790938138961792 Epoch 22: train loss 0.5511544102972205 Epoch 22: val loss 0.5688509345054626 Epoch 23: train loss 0.5521867248145017 Epoch 23: val loss 0.5716889500617981 Epoch 24: train loss 0.5644260888749902 Epoch 24: val loss 0.5696322321891785
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7065571546554565 Epoch 0: val loss 0.6930313110351562 Epoch 1: train loss 0.6829679012298584 Epoch 1: val loss 0.6790149211883545 Epoch 2: train loss 0.6670338240536776 Epoch 2: val loss 0.669766366481781 Epoch 3: train loss 0.6553299806334756 Epoch 3: val loss 0.6658719182014465 Epoch 4: train loss 0.6461920250545848 Epoch 4: val loss 0.6602467894554138 Epoch 5: train loss 0.6428201036019758 Epoch 5: val loss 0.6548871397972107 Epoch 6: train loss 0.6369331262328408 Epoch 6: val loss 0.651296079158783 Epoch 7: train loss 0.6406493837183173 Epoch 7: val loss 0.6510763764381409 Epoch 8: train loss 0.6277760484001853 Epoch 8: val loss 0.6523147821426392 Epoch 9: train loss 0.6075929186560891 Epoch 9: val loss 0.6569199562072754 Epoch 10: train loss 0.6272345239465887 Epoch 10: val loss 0.6471487283706665 Epoch 11: train loss 0.6092202338305387 Epoch 11: val loss 0.6489335298538208 Epoch 12: train loss 0.6231898719614203 Epoch 12: val loss 0.6511048078536987 Epoch 13: train loss 0.5962903174487028 Epoch 13: val loss 0.6496810913085938 Epoch 14: train loss 0.5768492492762479 Epoch 14: val loss 0.6545644998550415 Epoch 15: train loss 0.59563978693702 Epoch 15: val loss 0.6537879705429077 Epoch 16: train loss 0.6004852056503296 Epoch 16: val loss 0.6546601057052612 Epoch 17: train loss 0.5823099586096677 Epoch 17: val loss 0.6559458374977112 Epoch 18: train loss 0.5702765827829187 Epoch 18: val loss 0.6457979679107666 Epoch 19: train loss 0.5695437003265728 Epoch 19: val loss 0.6398043632507324 Epoch 20: train loss 0.5596765631979163 Epoch 20: val loss 0.6343532204627991 Epoch 21: train loss 0.5709247372367166 Epoch 21: val loss 0.6329382061958313 Epoch 22: train loss 0.5415247949686918 Epoch 22: val loss 0.6228061318397522 Epoch 23: train loss 0.5384932973168113 Epoch 23: val loss 0.625105619430542 Epoch 24: train loss 0.5464935058897192 Epoch 24: val loss 0.6310656070709229
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002275423570112 Epoch 0: val loss 0.6876450777053833 Epoch 1: train loss 0.6917826370759443 Epoch 1: val loss 0.6773934960365295 Epoch 2: train loss 0.68426175550981 Epoch 2: val loss 0.6686689853668213 Epoch 3: train loss 0.6720450954003767 Epoch 3: val loss 0.6599674820899963 Epoch 4: train loss 0.6494791507720947 Epoch 4: val loss 0.6501477360725403 Epoch 5: train loss 0.6486008384011008 Epoch 5: val loss 0.6420829892158508 Epoch 6: train loss 0.630456192926927 Epoch 6: val loss 0.6351361870765686 Epoch 7: train loss 0.6300559423186562 Epoch 7: val loss 0.6327989101409912 Epoch 8: train loss 0.623930503021587 Epoch 8: val loss 0.629286527633667 Epoch 9: train loss 0.6269623149525035 Epoch 9: val loss 0.6261318325996399 Epoch 10: train loss 0.6043849479068409 Epoch 10: val loss 0.6286351680755615 Epoch 11: train loss 0.6001709428700533 Epoch 11: val loss 0.6336184740066528 Epoch 12: train loss 0.6042436496777968 Epoch 12: val loss 0.6302014589309692 Epoch 13: train loss 0.5815146944739602 Epoch 13: val loss 0.6295079588890076 Epoch 14: train loss 0.5908792181448503 Epoch 14: val loss 0.6313108801841736 Epoch 15: train loss 0.5895507444034923 Epoch 15: val loss 0.6325849890708923 Epoch 16: train loss 0.5592487779530612 Epoch 16: val loss 0.6334001421928406 Epoch 17: train loss 0.5674227611585096 Epoch 17: val loss 0.6307743787765503 Epoch 18: train loss 0.5688698427243666 Epoch 18: val loss 0.6288082599639893 Epoch 19: train loss 0.5562700520862233 Epoch 19: val loss 0.6323595643043518 Epoch 20: train loss 0.5639044967564669 Epoch 20: val loss 0.6262207627296448 Epoch 21: train loss 0.5514203228733756 Epoch 21: val loss 0.6217271089553833 Epoch 22: train loss 0.5303798643025485 Epoch 22: val loss 0.6228853464126587 Epoch 23: train loss 0.5403392829678275 Epoch 23: val loss 0.6154164671897888 Epoch 24: train loss 0.5358119959181006 Epoch 24: val loss 0.6117458343505859
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6928656480529092 Epoch 0: val loss 0.6656689643859863 Epoch 1: train loss 0.6764704368331216 Epoch 1: val loss 0.6593844890594482 Epoch 2: train loss 0.6625288724899292 Epoch 2: val loss 0.6557557582855225 Epoch 3: train loss 0.6461114558306608 Epoch 3: val loss 0.6599754095077515 Epoch 4: train loss 0.6467365676706488 Epoch 4: val loss 0.6558541655540466 Epoch 5: train loss 0.6316359422423623 Epoch 5: val loss 0.6508567929267883 Epoch 6: train loss 0.6329833269119263 Epoch 6: val loss 0.6459430456161499 Epoch 7: train loss 0.617470459504561 Epoch 7: val loss 0.644604504108429 Epoch 8: train loss 0.6176232858137651 Epoch 8: val loss 0.6442432999610901 Epoch 9: train loss 0.616905385797674 Epoch 9: val loss 0.6412443518638611 Epoch 10: train loss 0.6061905188993975 Epoch 10: val loss 0.641737699508667 Epoch 11: train loss 0.6079546077684923 Epoch 11: val loss 0.6461415886878967 Epoch 12: train loss 0.5955896242098375 Epoch 12: val loss 0.6603265404701233 Epoch 13: train loss 0.6097399267283353 Epoch 13: val loss 0.6452816724777222 Epoch 14: train loss 0.5936137139797211 Epoch 14: val loss 0.6374049782752991 Epoch 15: train loss 0.6013873598792336 Epoch 15: val loss 0.6448366641998291 Epoch 16: train loss 0.5809497535228729 Epoch 16: val loss 0.6452987194061279 Epoch 17: train loss 0.5890473885969683 Epoch 17: val loss 0.654923677444458 Epoch 18: train loss 0.57144956426187 Epoch 18: val loss 0.6495063900947571 Epoch 19: train loss 0.5779403231360696 Epoch 19: val loss 0.6563688516616821 Epoch 20: train loss 0.5717512965202332 Epoch 20: val loss 0.6553874611854553 Epoch 21: train loss 0.554607938636433 Epoch 21: val loss 0.6580914258956909 Epoch 22: train loss 0.5560400973666798 Epoch 22: val loss 0.6519595980644226 Epoch 23: train loss 0.5697155892848969 Epoch 23: val loss 0.6564143896102905 Epoch 24: train loss 0.550000629641793 Epoch 24: val loss 0.6472963094711304
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7136789997418721 Epoch 0: val loss 0.6915982365608215 Epoch 1: train loss 0.6898707230885823 Epoch 1: val loss 0.6711925268173218 Epoch 2: train loss 0.6690401275952657 Epoch 2: val loss 0.6548230051994324 Epoch 3: train loss 0.6610226432482401 Epoch 3: val loss 0.6416495442390442 Epoch 4: train loss 0.6548268477121989 Epoch 4: val loss 0.6277218461036682 Epoch 5: train loss 0.6196596622467041 Epoch 5: val loss 0.6145690679550171 Epoch 6: train loss 0.6254623691240947 Epoch 6: val loss 0.6049119830131531 Epoch 7: train loss 0.6147237499554952 Epoch 7: val loss 0.6020370721817017 Epoch 8: train loss 0.6145481586456298 Epoch 8: val loss 0.5969910025596619 Epoch 9: train loss 0.6079542160034179 Epoch 9: val loss 0.5951151847839355 Epoch 10: train loss 0.6113150397936503 Epoch 10: val loss 0.5924002528190613 Epoch 11: train loss 0.6072490294774373 Epoch 11: val loss 0.5919568538665771 Epoch 12: train loss 0.6089338382085164 Epoch 12: val loss 0.5874530673027039 Epoch 13: train loss 0.5998905420303344 Epoch 13: val loss 0.5790374875068665 Epoch 14: train loss 0.587962152560552 Epoch 14: val loss 0.571993350982666 Epoch 15: train loss 0.5933813552061716 Epoch 15: val loss 0.5680335164070129 Epoch 16: train loss 0.5803838451703389 Epoch 16: val loss 0.5672891139984131 Epoch 17: train loss 0.5745620369911194 Epoch 17: val loss 0.5624029636383057 Epoch 18: train loss 0.5851647973060607 Epoch 18: val loss 0.5645560622215271 Epoch 19: train loss 0.5646868606408437 Epoch 19: val loss 0.5535774827003479
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7059191713730494 Epoch 0: val loss 0.7119635343551636 Epoch 1: train loss 0.6966995944579443 Epoch 1: val loss 0.7098114490509033 Epoch 2: train loss 0.6967294712861379 Epoch 2: val loss 0.7095066905021667 Epoch 3: train loss 0.6895480553309122 Epoch 3: val loss 0.7060994505882263 Epoch 4: train loss 0.6812369028727213 Epoch 4: val loss 0.7056430578231812 Epoch 5: train loss 0.6828719079494476 Epoch 5: val loss 0.7014076709747314 Epoch 6: train loss 0.6822476238012314 Epoch 6: val loss 0.7017889618873596 Epoch 7: train loss 0.6791985382636389 Epoch 7: val loss 0.6998502612113953 Epoch 8: train loss 0.6747458229462305 Epoch 8: val loss 0.6990649700164795 Epoch 9: train loss 0.6720846047004064 Epoch 9: val loss 0.6937041282653809 Epoch 10: train loss 0.6639413237571716 Epoch 10: val loss 0.6909054517745972 Epoch 11: train loss 0.6593842605749766 Epoch 11: val loss 0.6917838454246521 Epoch 12: train loss 0.6547755002975464 Epoch 12: val loss 0.6913868188858032 Epoch 13: train loss 0.6582562277714411 Epoch 13: val loss 0.686279296875 Epoch 14: train loss 0.6388135403394699 Epoch 14: val loss 0.6743263006210327 Epoch 15: train loss 0.6382109671831131 Epoch 15: val loss 0.6656619310379028 Epoch 16: train loss 0.6212864716847738 Epoch 16: val loss 0.6621147990226746 Epoch 17: train loss 0.6244253516197205 Epoch 17: val loss 0.6551415324211121 Epoch 18: train loss 0.6201254725456238 Epoch 18: val loss 0.6496335864067078 Epoch 19: train loss 0.6033350427945455 Epoch 19: val loss 0.6469695568084717 Epoch 20: train loss 0.6084251900513967 Epoch 20: val loss 0.6381561160087585 Epoch 21: train loss 0.5984478096167246 Epoch 21: val loss 0.6361761689186096 Epoch 22: train loss 0.5952914555867513 Epoch 22: val loss 0.6315236687660217 Epoch 23: train loss 0.5726639876763026 Epoch 23: val loss 0.6274129152297974 Epoch 24: train loss 0.5862650175889333 Epoch 24: val loss 0.631634533405304
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6935873180627823 Epoch 0: val loss 0.6910507082939148 Epoch 1: train loss 0.6861627747615179 Epoch 1: val loss 0.6880154013633728 Epoch 2: train loss 0.681203285853068 Epoch 2: val loss 0.681998610496521 Epoch 3: train loss 0.6692249377568563 Epoch 3: val loss 0.6769728064537048 Epoch 4: train loss 0.6743257542451223 Epoch 4: val loss 0.6684510111808777 Epoch 5: train loss 0.6537811160087585 Epoch 5: val loss 0.6614944934844971 Epoch 6: train loss 0.6388569325208664 Epoch 6: val loss 0.6566363573074341 Epoch 7: train loss 0.6427460561196009 Epoch 7: val loss 0.6510319113731384 Epoch 8: train loss 0.6317267815272013 Epoch 8: val loss 0.6479461193084717 Epoch 9: train loss 0.6056742519140244 Epoch 9: val loss 0.6410278081893921 Epoch 10: train loss 0.6044870018959045 Epoch 10: val loss 0.6381860375404358 Epoch 11: train loss 0.5806432763735453 Epoch 11: val loss 0.6379438042640686 Epoch 12: train loss 0.5991400852799416 Epoch 12: val loss 0.6321427226066589 Epoch 13: train loss 0.5798377469182014 Epoch 13: val loss 0.6286993622779846 Epoch 14: train loss 0.5876469934980074 Epoch 14: val loss 0.6306771636009216 Epoch 15: train loss 0.580383429924647 Epoch 15: val loss 0.6283499002456665 Epoch 16: train loss 0.5680282885829607 Epoch 16: val loss 0.6244049072265625 Epoch 17: train loss 0.5651162068049113 Epoch 17: val loss 0.6271998286247253 Epoch 18: train loss 0.5490114564696947 Epoch 18: val loss 0.6285305619239807 Epoch 19: train loss 0.5491852362950643 Epoch 19: val loss 0.6286203861236572 Epoch 20: train loss 0.5518966491023699 Epoch 20: val loss 0.6296327710151672 Epoch 21: train loss 0.5313204949100813 Epoch 21: val loss 0.6273293495178223 Epoch 22: train loss 0.5322890703876814 Epoch 22: val loss 0.6286171078681946 Epoch 23: train loss 0.529421441257 Epoch 23: val loss 0.6314063668251038 Epoch 24: train loss 0.5352418993910154 Epoch 24: val loss 0.6331287026405334
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6987445404132208 Epoch 0: val loss 0.6845678091049194 Epoch 1: train loss 0.676265815893809 Epoch 1: val loss 0.681085467338562 Epoch 2: train loss 0.6728412359952927 Epoch 2: val loss 0.6799198985099792 Epoch 3: train loss 0.6724658658107122 Epoch 3: val loss 0.6775233149528503 Epoch 4: train loss 0.6766271243492762 Epoch 4: val loss 0.678778886795044 Epoch 5: train loss 0.6729603459437689 Epoch 5: val loss 0.6794432401657104 Epoch 6: train loss 0.6566387017567953 Epoch 6: val loss 0.6798285841941833 Epoch 7: train loss 0.6485551645358404 Epoch 7: val loss 0.6782723069190979 Epoch 8: train loss 0.6521148880322775 Epoch 8: val loss 0.6764509081840515 Epoch 9: train loss 0.6412922739982605 Epoch 9: val loss 0.6757236123085022 Epoch 10: train loss 0.6281185249487559 Epoch 10: val loss 0.6722281575202942 Epoch 11: train loss 0.6252470562855402 Epoch 11: val loss 0.6692391633987427 Epoch 12: train loss 0.6302385926246643 Epoch 12: val loss 0.6619676351547241 Epoch 13: train loss 0.6136597394943237 Epoch 13: val loss 0.6556328535079956 Epoch 14: train loss 0.5985933939615885 Epoch 14: val loss 0.6550940871238708 Epoch 15: train loss 0.5844351053237915 Epoch 15: val loss 0.6469031572341919 Epoch 16: train loss 0.5808907796939214 Epoch 16: val loss 0.6482104659080505 Epoch 17: train loss 0.5875132208069166 Epoch 17: val loss 0.6515787839889526 Epoch 18: train loss 0.5668825482328733 Epoch 18: val loss 0.6380858421325684 Epoch 19: train loss 0.546361635128657 Epoch 19: val loss 0.6487180590629578 Epoch 20: train loss 0.5401830350359281 Epoch 20: val loss 0.6509486436843872 Epoch 21: train loss 0.5561618780096372 Epoch 21: val loss 0.6356387138366699 Epoch 22: train loss 0.5428483759363493 Epoch 22: val loss 0.646030843257904 Epoch 23: train loss 0.5507781803607941 Epoch 23: val loss 0.6413589119911194 Epoch 24: train loss 0.5455349485079447 Epoch 24: val loss 0.6414190530776978
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7051957001288732 Epoch 0: val loss 0.6961017847061157 Epoch 1: train loss 0.69594872991244 Epoch 1: val loss 0.6936297416687012 Epoch 2: train loss 0.6750253935654958 Epoch 2: val loss 0.6889014840126038 Epoch 3: train loss 0.6843860745429993 Epoch 3: val loss 0.6874163746833801 Epoch 4: train loss 0.6765213112036387 Epoch 4: val loss 0.6877396106719971 Epoch 5: train loss 0.668414702018102 Epoch 5: val loss 0.6823400259017944 Epoch 6: train loss 0.6581530024607977 Epoch 6: val loss 0.674392580986023 Epoch 7: train loss 0.6566265126069387 Epoch 7: val loss 0.6714909672737122 Epoch 8: train loss 0.635322650273641 Epoch 8: val loss 0.6734129190444946 Epoch 9: train loss 0.6450712780157725 Epoch 9: val loss 0.6726435422897339 Epoch 10: train loss 0.6424315571784973 Epoch 10: val loss 0.6567342281341553 Epoch 11: train loss 0.6414919892946879 Epoch 11: val loss 0.6521793007850647 Epoch 12: train loss 0.6244332691033682 Epoch 12: val loss 0.6505967974662781 Epoch 13: train loss 0.6298184245824814 Epoch 13: val loss 0.6400881409645081 Epoch 14: train loss 0.6072471886873245 Epoch 14: val loss 0.6290715336799622 Epoch 15: train loss 0.6292251944541931 Epoch 15: val loss 0.6333008408546448 Epoch 16: train loss 0.6170349617799123 Epoch 16: val loss 0.632985532283783 Epoch 17: train loss 0.6068377395470937 Epoch 17: val loss 0.6280357837677002 Epoch 18: train loss 0.6029385179281235 Epoch 18: val loss 0.6205249428749084 Epoch 19: train loss 0.5972243050734202 Epoch 19: val loss 0.6226996183395386 Epoch 20: train loss 0.6017269641160965 Epoch 20: val loss 0.6280646920204163 Epoch 21: train loss 0.5892383207877477 Epoch 21: val loss 0.604168176651001 Epoch 22: train loss 0.5929973945021629 Epoch 22: val loss 0.5957077145576477 Epoch 23: train loss 0.5809007535378138 Epoch 23: val loss 0.599948525428772 Epoch 24: train loss 0.5784305930137634 Epoch 24: val loss 0.6069673895835876
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001580856740475 Epoch 0: val loss 0.6892502307891846 Epoch 1: train loss 0.6905753389000893 Epoch 1: val loss 0.6874589323997498 Epoch 2: train loss 0.6975357122719288 Epoch 2: val loss 0.6839377284049988 Epoch 3: train loss 0.6844900734722614 Epoch 3: val loss 0.6853398680686951 Epoch 4: train loss 0.6815093792974949 Epoch 4: val loss 0.6826649308204651 Epoch 5: train loss 0.673439659178257 Epoch 5: val loss 0.6800187826156616 Epoch 6: train loss 0.6766621433198452 Epoch 6: val loss 0.6729604005813599 Epoch 7: train loss 0.6642716377973557 Epoch 7: val loss 0.6713311076164246 Epoch 8: train loss 0.6432438157498837 Epoch 8: val loss 0.6661792993545532 Epoch 9: train loss 0.644566260278225 Epoch 9: val loss 0.6526456475257874 Epoch 10: train loss 0.6277937926352024 Epoch 10: val loss 0.6584542393684387 Epoch 11: train loss 0.610958045348525 Epoch 11: val loss 0.6581261157989502 Epoch 12: train loss 0.6138555742800236 Epoch 12: val loss 0.650445818901062 Epoch 13: train loss 0.6011818796396255 Epoch 13: val loss 0.6518092155456543 Epoch 14: train loss 0.6038847994059324 Epoch 14: val loss 0.6563037037849426 Epoch 15: train loss 0.6111678518354893 Epoch 15: val loss 0.6508486866950989 Epoch 16: train loss 0.5984254088252783 Epoch 16: val loss 0.634753406047821 Epoch 17: train loss 0.5934384763240814 Epoch 17: val loss 0.6423133611679077 Epoch 18: train loss 0.5910319723188877 Epoch 18: val loss 0.6461167335510254 Epoch 19: train loss 0.5860719569027424 Epoch 19: val loss 0.6453849077224731 Epoch 20: train loss 0.5722846519201994 Epoch 20: val loss 0.6510763168334961
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919163316488266 Epoch 0: val loss 0.6946790814399719 Epoch 1: train loss 0.6838874518871307 Epoch 1: val loss 0.6898038983345032 Epoch 2: train loss 0.6873675336440405 Epoch 2: val loss 0.6876818537712097 Epoch 3: train loss 0.671525796254476 Epoch 3: val loss 0.6879041194915771 Epoch 4: train loss 0.6754522969325384 Epoch 4: val loss 0.6851362586021423 Epoch 5: train loss 0.6767222732305527 Epoch 5: val loss 0.6824015378952026 Epoch 6: train loss 0.6657320310672125 Epoch 6: val loss 0.6839949488639832 Epoch 7: train loss 0.6794774880011877 Epoch 7: val loss 0.6806946992874146 Epoch 8: train loss 0.661197746793429 Epoch 8: val loss 0.6797637343406677 Epoch 9: train loss 0.6599263648192087 Epoch 9: val loss 0.6714287400245667 Epoch 10: train loss 0.6433673799037933 Epoch 10: val loss 0.6625015139579773 Epoch 11: train loss 0.6616421838601431 Epoch 11: val loss 0.6708733439445496 Epoch 12: train loss 0.6512686411539713 Epoch 12: val loss 0.6611385941505432 Epoch 13: train loss 0.6265141268571218 Epoch 13: val loss 0.6556334495544434 Epoch 14: train loss 0.6313487042983373 Epoch 14: val loss 0.661811351776123 Epoch 15: train loss 0.6248131344715754 Epoch 15: val loss 0.6654316782951355 Epoch 16: train loss 0.6312344123919805 Epoch 16: val loss 0.6616151928901672 Epoch 17: train loss 0.62250055372715 Epoch 17: val loss 0.6733868718147278 Epoch 18: train loss 0.6177946726481119 Epoch 18: val loss 0.6449389457702637 Epoch 19: train loss 0.617492231229941 Epoch 19: val loss 0.6543640494346619 Epoch 20: train loss 0.6228262037038803 Epoch 20: val loss 0.6495668292045593 Epoch 21: train loss 0.6092572808265686 Epoch 21: val loss 0.646635115146637 Epoch 22: train loss 0.5970754822095236 Epoch 22: val loss 0.6528075933456421 Epoch 23: train loss 0.6142446994781494 Epoch 23: val loss 0.6432929039001465 Epoch 24: train loss 0.6077339152495066 Epoch 24: val loss 0.6378141045570374
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7105899254480997 Epoch 0: val loss 0.6980854868888855 Epoch 1: train loss 0.698332225282987 Epoch 1: val loss 0.6935117244720459 Epoch 2: train loss 0.6896216670672098 Epoch 2: val loss 0.6878891587257385 Epoch 3: train loss 0.6935746868451437 Epoch 3: val loss 0.6828749179840088 Epoch 4: train loss 0.6863949249188105 Epoch 4: val loss 0.6768617630004883 Epoch 5: train loss 0.6793267478545507 Epoch 5: val loss 0.6690481901168823 Epoch 6: train loss 0.6737498342990875 Epoch 6: val loss 0.6592803597450256 Epoch 7: train loss 0.6719645907481512 Epoch 7: val loss 0.648695707321167 Epoch 8: train loss 0.6594150712092718 Epoch 8: val loss 0.6391391158103943 Epoch 9: train loss 0.6550049384435018 Epoch 9: val loss 0.6347469687461853 Epoch 10: train loss 0.6498031218846639 Epoch 10: val loss 0.6309699416160583 Epoch 11: train loss 0.6489092061916987 Epoch 11: val loss 0.6234033107757568 Epoch 12: train loss 0.6415966103474299 Epoch 12: val loss 0.6204814314842224 Epoch 13: train loss 0.631549596786499 Epoch 13: val loss 0.619387686252594 Epoch 14: train loss 0.6401923398176829 Epoch 14: val loss 0.6203677654266357 Epoch 15: train loss 0.6455130527416865 Epoch 15: val loss 0.614634096622467 Epoch 16: train loss 0.6427107900381088 Epoch 16: val loss 0.6125215888023376 Epoch 17: train loss 0.6173763076464335 Epoch 17: val loss 0.6115921139717102 Epoch 18: train loss 0.6353477090597153 Epoch 18: val loss 0.6118196845054626 Epoch 19: train loss 0.623433326681455 Epoch 19: val loss 0.6124176383018494 Epoch 20: train loss 0.6371759921312332 Epoch 20: val loss 0.620170533657074 Epoch 21: train loss 0.6194840917984644 Epoch 21: val loss 0.6159061193466187 Epoch 22: train loss 0.6214876572291056 Epoch 22: val loss 0.609402596950531 Epoch 23: train loss 0.6354298740625381 Epoch 23: val loss 0.6105508804321289 Epoch 24: train loss 0.6249899963537852 Epoch 24: val loss 0.6117789149284363
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7016426076491674 Epoch 0: val loss 0.6952409744262695 Epoch 1: train loss 0.6841168502966563 Epoch 1: val loss 0.6922316551208496 Epoch 2: train loss 0.6764065225919088 Epoch 2: val loss 0.6900114417076111 Epoch 3: train loss 0.6833936671415964 Epoch 3: val loss 0.6894680261611938 Epoch 4: train loss 0.6632602761189142 Epoch 4: val loss 0.6918637752532959 Epoch 5: train loss 0.6264653354883194 Epoch 5: val loss 0.6923221349716187 Epoch 6: train loss 0.6556647171576818 Epoch 6: val loss 0.6946454048156738 Epoch 7: train loss 0.6370101720094681 Epoch 7: val loss 0.6995086073875427 Epoch 8: train loss 0.6131657163302103 Epoch 8: val loss 0.7071475386619568 Epoch 9: train loss 0.5939052353302637 Epoch 9: val loss 0.7182261347770691 Epoch 10: train loss 0.6053010299801826 Epoch 10: val loss 0.7331229448318481 Epoch 11: train loss 0.5853949338197708 Epoch 11: val loss 0.7409918904304504 Epoch 12: train loss 0.5747719804445902 Epoch 12: val loss 0.7399049401283264 Epoch 13: train loss 0.5867427016297976 Epoch 13: val loss 0.7468275427818298 Epoch 14: train loss 0.5888359795014063 Epoch 14: val loss 0.7432509064674377 Epoch 15: train loss 0.5811150322357813 Epoch 15: val loss 0.7352009415626526 Epoch 16: train loss 0.5819540917873383 Epoch 16: val loss 0.7331480383872986 Epoch 17: train loss 0.5866274560491244 Epoch 17: val loss 0.7318131327629089 Epoch 18: train loss 0.5660572995742162 Epoch 18: val loss 0.7264266610145569 Epoch 19: train loss 0.5780998095870018 Epoch 19: val loss 0.7252874374389648 Epoch 20: train loss 0.5829908003409704 Epoch 20: val loss 0.7325009703636169 Epoch 21: train loss 0.5715576286117235 Epoch 21: val loss 0.7268189787864685 Epoch 22: train loss 0.5658750037352244 Epoch 22: val loss 0.7169951796531677 Epoch 23: train loss 0.5736795390645663 Epoch 23: val loss 0.7189059853553772 Epoch 24: train loss 0.5738939394553503 Epoch 24: val loss 0.7183370590209961
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6985151072343191 Epoch 0: val loss 0.7001140117645264 Epoch 1: train loss 0.6846189647912979 Epoch 1: val loss 0.6960883736610413 Epoch 2: train loss 0.6918612668911616 Epoch 2: val loss 0.6909423470497131 Epoch 3: train loss 0.6673014014959335 Epoch 3: val loss 0.6815451979637146 Epoch 4: train loss 0.6637162317832311 Epoch 4: val loss 0.6732252836227417 Epoch 5: train loss 0.6596037397782007 Epoch 5: val loss 0.6701478362083435 Epoch 6: train loss 0.645047331849734 Epoch 6: val loss 0.6615715026855469 Epoch 7: train loss 0.6527598003546397 Epoch 7: val loss 0.6540446877479553 Epoch 8: train loss 0.6461833218733469 Epoch 8: val loss 0.6561353802680969 Epoch 9: train loss 0.6397403081258138 Epoch 9: val loss 0.6584199666976929 Epoch 10: train loss 0.6359526415665945 Epoch 10: val loss 0.6646528840065002 Epoch 11: train loss 0.637371356288592 Epoch 11: val loss 0.6690312027931213 Epoch 12: train loss 0.6305756618579229 Epoch 12: val loss 0.6691007018089294 Epoch 13: train loss 0.6188977311054865 Epoch 13: val loss 0.6686007380485535 Epoch 14: train loss 0.6195021718740463 Epoch 14: val loss 0.6718183159828186 Epoch 15: train loss 0.6447740842898687 Epoch 15: val loss 0.6669811606407166 Epoch 16: train loss 0.6189937194188436 Epoch 16: val loss 0.6677077412605286 Epoch 17: train loss 0.6154346962769827 Epoch 17: val loss 0.6727060675621033 Epoch 18: train loss 0.6109796464443207 Epoch 18: val loss 0.6716160178184509 Epoch 19: train loss 0.6077937583128611 Epoch 19: val loss 0.6706613898277283 Epoch 20: train loss 0.6050668507814407 Epoch 20: val loss 0.6704498529434204 Epoch 21: train loss 0.6047629763682684 Epoch 21: val loss 0.6631848812103271 Epoch 22: train loss 0.6145565062761307 Epoch 22: val loss 0.6627640128135681 Epoch 23: train loss 0.5966434727112452 Epoch 23: val loss 0.6615189909934998 Epoch 24: train loss 0.5998317748308182 Epoch 24: val loss 0.6711799502372742
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023622468113899 Epoch 0: val loss 0.6961894631385803 Epoch 1: train loss 0.6899691857397556 Epoch 1: val loss 0.692092776298523 Epoch 2: train loss 0.6924447603523731 Epoch 2: val loss 0.6885970830917358 Epoch 3: train loss 0.6953538954257965 Epoch 3: val loss 0.6876035928726196 Epoch 4: train loss 0.6759657077491283 Epoch 4: val loss 0.68381667137146 Epoch 5: train loss 0.6701652407646179 Epoch 5: val loss 0.6819685697555542 Epoch 6: train loss 0.6616004668176174 Epoch 6: val loss 0.6793760657310486 Epoch 7: train loss 0.6694887056946754 Epoch 7: val loss 0.6729062795639038 Epoch 8: train loss 0.6593443974852562 Epoch 8: val loss 0.6691802740097046 Epoch 9: train loss 0.6721526682376862 Epoch 9: val loss 0.6667852997779846 Epoch 10: train loss 0.6529209055006504 Epoch 10: val loss 0.6581318974494934 Epoch 11: train loss 0.6498371735215187 Epoch 11: val loss 0.6532989144325256 Epoch 12: train loss 0.6442563198506832 Epoch 12: val loss 0.641834020614624 Epoch 13: train loss 0.6404291838407516 Epoch 13: val loss 0.6312206983566284 Epoch 14: train loss 0.6213969215750694 Epoch 14: val loss 0.6327023506164551 Epoch 15: train loss 0.6267124228179455 Epoch 15: val loss 0.6194026470184326 Epoch 16: train loss 0.6174920909106731 Epoch 16: val loss 0.6184240579605103 Epoch 17: train loss 0.6088366024196148 Epoch 17: val loss 0.6153725385665894
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905157782814719 Epoch 0: val loss 0.6827960014343262 Epoch 1: train loss 0.6982604265213013 Epoch 1: val loss 0.6743110418319702 Epoch 2: train loss 0.6784595630385659 Epoch 2: val loss 0.667614758014679 Epoch 3: train loss 0.6598325588486411 Epoch 3: val loss 0.662497878074646 Epoch 4: train loss 0.6580485268072649 Epoch 4: val loss 0.6607714891433716 Epoch 5: train loss 0.658232103694569 Epoch 5: val loss 0.6598959565162659 Epoch 6: train loss 0.6375393000516024 Epoch 6: val loss 0.6596326231956482 Epoch 7: train loss 0.6486882838335905 Epoch 7: val loss 0.66201251745224 Epoch 8: train loss 0.635741347616369 Epoch 8: val loss 0.6607640385627747 Epoch 9: train loss 0.6132005832412026 Epoch 9: val loss 0.6583167910575867 Epoch 10: train loss 0.6258661096746271 Epoch 10: val loss 0.6604011058807373 Epoch 11: train loss 0.6160505197264932 Epoch 11: val loss 0.6602940559387207 Epoch 12: train loss 0.6237590312957764 Epoch 12: val loss 0.6585368514060974 Epoch 13: train loss 0.6218525279651989 Epoch 13: val loss 0.6592810153961182 Epoch 14: train loss 0.6228140917691317 Epoch 14: val loss 0.6555038094520569 Epoch 15: train loss 0.6091617399995978 Epoch 15: val loss 0.6547693014144897 Epoch 16: train loss 0.6067680391398343 Epoch 16: val loss 0.6554610133171082 Epoch 17: train loss 0.621019038287076 Epoch 17: val loss 0.6595466732978821 Epoch 18: train loss 0.6068571914326061 Epoch 18: val loss 0.6549220681190491 Epoch 19: train loss 0.591918018731204 Epoch 19: val loss 0.6536591649055481 Epoch 20: train loss 0.5957003019072793 Epoch 20: val loss 0.6566596031188965 Epoch 21: train loss 0.6046369996937838 Epoch 21: val loss 0.6461372971534729 Epoch 22: train loss 0.6194012490185824 Epoch 22: val loss 0.6483423113822937 Epoch 23: train loss 0.5885852358557961 Epoch 23: val loss 0.6448065638542175 Epoch 24: train loss 0.5831661386923357 Epoch 24: val loss 0.6445410251617432
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053345712748441 Epoch 0: val loss 0.6818361282348633 Epoch 1: train loss 0.6610036871650002 Epoch 1: val loss 0.6893330216407776 Epoch 2: train loss 0.6651643026958812 Epoch 2: val loss 0.6990654468536377 Epoch 3: train loss 0.6605777198618109 Epoch 3: val loss 0.6980919241905212 Epoch 4: train loss 0.6438710147684271 Epoch 4: val loss 0.6975626945495605 Epoch 5: train loss 0.6263971166177229 Epoch 5: val loss 0.6950864791870117 Epoch 6: train loss 0.6298495639454235 Epoch 6: val loss 0.6932877898216248 Epoch 7: train loss 0.6327703324231234 Epoch 7: val loss 0.6928877830505371 Epoch 8: train loss 0.6268908218903975 Epoch 8: val loss 0.693271815776825 Epoch 9: train loss 0.6301863193511963 Epoch 9: val loss 0.6843563318252563 Epoch 10: train loss 0.6210701519792731 Epoch 10: val loss 0.6883505582809448 Epoch 11: train loss 0.6208155642856251 Epoch 11: val loss 0.6822905540466309 Epoch 12: train loss 0.6090554974295876 Epoch 12: val loss 0.6860411167144775 Epoch 13: train loss 0.6176122210242532 Epoch 13: val loss 0.6786853671073914 Epoch 14: train loss 0.5942422883077101 Epoch 14: val loss 0.6954534649848938 Epoch 15: train loss 0.6138395450331948 Epoch 15: val loss 0.6826063990592957 Epoch 16: train loss 0.5947395942427895 Epoch 16: val loss 0.6950742602348328 Epoch 17: train loss 0.58694957874038 Epoch 17: val loss 0.6945372819900513 Epoch 18: train loss 0.5940162295644934 Epoch 18: val loss 0.6938991546630859 Epoch 19: train loss 0.5895190293138678 Epoch 19: val loss 0.677926778793335 Epoch 20: train loss 0.5722758255221627 Epoch 20: val loss 0.6712545156478882 Epoch 21: train loss 0.5852804563262246 Epoch 21: val loss 0.6933296918869019 Epoch 22: train loss 0.5631048272956501 Epoch 22: val loss 0.6804070472717285 Epoch 23: train loss 0.5857450040903959 Epoch 23: val loss 0.6861012578010559 Epoch 24: train loss 0.57237647338347 Epoch 24: val loss 0.6841660737991333
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6880583438006315 Epoch 0: val loss 0.6835362315177917 Epoch 1: train loss 0.6748230890794233 Epoch 1: val loss 0.676166296005249 Epoch 2: train loss 0.6791255148974332 Epoch 2: val loss 0.6713436245918274 Epoch 3: train loss 0.6705767458135431 Epoch 3: val loss 0.6664384007453918 Epoch 4: train loss 0.6634279110214927 Epoch 4: val loss 0.664295494556427 Epoch 5: train loss 0.6634698564356024 Epoch 5: val loss 0.6612712144851685 Epoch 6: train loss 0.6521660197864879 Epoch 6: val loss 0.6595371961593628 Epoch 7: train loss 0.6494835615158081 Epoch 7: val loss 0.6580482125282288 Epoch 8: train loss 0.6472618796608665 Epoch 8: val loss 0.6588361859321594 Epoch 9: train loss 0.6505337194962935 Epoch 9: val loss 0.6584853529930115 Epoch 10: train loss 0.6351723833517595 Epoch 10: val loss 0.6616922616958618 Epoch 11: train loss 0.6439082676714117 Epoch 11: val loss 0.6628243923187256 Epoch 12: train loss 0.6346109997142445 Epoch 12: val loss 0.6668800711631775 Epoch 13: train loss 0.6209591085260565 Epoch 13: val loss 0.6694194674491882 Epoch 14: train loss 0.620829397981817 Epoch 14: val loss 0.6752205491065979 Epoch 15: train loss 0.6311615651304071 Epoch 15: val loss 0.6874709725379944 Epoch 16: train loss 0.6181685816157948 Epoch 16: val loss 0.6886057257652283 Epoch 17: train loss 0.606968104839325 Epoch 17: val loss 0.6888778209686279 Epoch 18: train loss 0.6031706658276644 Epoch 18: val loss 0.6886038780212402 Epoch 19: train loss 0.6118654337796298 Epoch 19: val loss 0.683598518371582 Epoch 20: train loss 0.6055604165250604 Epoch 20: val loss 0.677310049533844 Epoch 21: train loss 0.6112037734551863 Epoch 21: val loss 0.6741775870323181 Epoch 22: train loss 0.6009591655297712 Epoch 22: val loss 0.6808220744132996 Epoch 23: train loss 0.5829499174248088 Epoch 23: val loss 0.6796454787254333 Epoch 24: train loss 0.6078144257718866 Epoch 24: val loss 0.6904873251914978
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699182700027119 Epoch 0: val loss 0.6935217976570129 Epoch 1: train loss 0.6860707239671187 Epoch 1: val loss 0.6781458258628845 Epoch 2: train loss 0.6751327406276356 Epoch 2: val loss 0.6643617153167725 Epoch 3: train loss 0.6710349809039723 Epoch 3: val loss 0.6575702428817749 Epoch 4: train loss 0.6644582694227045 Epoch 4: val loss 0.6531673669815063 Epoch 5: train loss 0.6672205328941345 Epoch 5: val loss 0.6485600471496582 Epoch 6: train loss 0.6517685868523337 Epoch 6: val loss 0.6489788889884949 Epoch 7: train loss 0.6501561511646617 Epoch 7: val loss 0.6487156748771667 Epoch 8: train loss 0.6427630186080933 Epoch 8: val loss 0.6490561962127686 Epoch 9: train loss 0.6436077952384949 Epoch 9: val loss 0.6451851725578308 Epoch 10: train loss 0.6517638943412087 Epoch 10: val loss 0.6438971161842346 Epoch 11: train loss 0.6538974859497764 Epoch 11: val loss 0.6408551931381226 Epoch 12: train loss 0.6329071196642789 Epoch 12: val loss 0.6428762674331665 Epoch 13: train loss 0.6299747445366599 Epoch 13: val loss 0.6434468626976013 Epoch 14: train loss 0.6334034692157399 Epoch 14: val loss 0.6438479423522949 Epoch 15: train loss 0.6311911886388605 Epoch 15: val loss 0.6444408297538757 Epoch 16: train loss 0.6290357275442644 Epoch 16: val loss 0.6494170427322388 Epoch 17: train loss 0.6325477090748873 Epoch 17: val loss 0.6495586037635803 Epoch 18: train loss 0.6197702126069502 Epoch 18: val loss 0.6483270525932312 Epoch 19: train loss 0.6231783032417297 Epoch 19: val loss 0.6541469693183899 Epoch 20: train loss 0.6252361861142245 Epoch 20: val loss 0.6552817225456238 Epoch 21: train loss 0.6185375885529951 Epoch 21: val loss 0.6549490690231323 Epoch 22: train loss 0.6088709777051752 Epoch 22: val loss 0.6612182259559631 Epoch 23: train loss 0.6201484311710704 Epoch 23: val loss 0.662162721157074 Epoch 24: train loss 0.6148131598125804 Epoch 24: val loss 0.6663029789924622
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7131871342658996 Epoch 0: val loss 0.7006356716156006 Epoch 1: train loss 0.6864581068356832 Epoch 1: val loss 0.6990918517112732 Epoch 2: train loss 0.6870663126309713 Epoch 2: val loss 0.6976683735847473 Epoch 3: train loss 0.6783586422602336 Epoch 3: val loss 0.6959955096244812 Epoch 4: train loss 0.6659826517105103 Epoch 4: val loss 0.6964269876480103 Epoch 5: train loss 0.6615447402000427 Epoch 5: val loss 0.6904052495956421 Epoch 6: train loss 0.6629308064778646 Epoch 6: val loss 0.6913033723831177 Epoch 7: train loss 0.6388952374458313 Epoch 7: val loss 0.687645435333252 Epoch 8: train loss 0.6487790028254191 Epoch 8: val loss 0.6867973208427429 Epoch 9: train loss 0.6466276546319326 Epoch 9: val loss 0.6863816380500793 Epoch 10: train loss 0.647245717048645 Epoch 10: val loss 0.6854548454284668 Epoch 11: train loss 0.6326602975527446 Epoch 11: val loss 0.6832902431488037 Epoch 12: train loss 0.6458999554316203 Epoch 12: val loss 0.6819990873336792 Epoch 13: train loss 0.654768991470337 Epoch 13: val loss 0.6811202168464661 Epoch 14: train loss 0.6172589957714081 Epoch 14: val loss 0.6731081604957581 Epoch 15: train loss 0.6333747347195943 Epoch 15: val loss 0.6723428964614868 Epoch 16: train loss 0.6336711843808492 Epoch 16: val loss 0.6717212200164795 Epoch 17: train loss 0.6337232311566671 Epoch 17: val loss 0.6673124432563782 Epoch 18: train loss 0.6358019709587097 Epoch 18: val loss 0.6713702082633972 Epoch 19: train loss 0.6175490756829579 Epoch 19: val loss 0.662621259689331
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955610192739047 Epoch 0: val loss 0.6851727962493896 Epoch 1: train loss 0.6868562560815078 Epoch 1: val loss 0.6848050355911255 Epoch 2: train loss 0.7012571921715369 Epoch 2: val loss 0.6813293099403381 Epoch 3: train loss 0.6876012545365554 Epoch 3: val loss 0.6796130537986755 Epoch 4: train loss 0.6836079221505386 Epoch 4: val loss 0.6786128282546997 Epoch 5: train loss 0.6758619363491352 Epoch 5: val loss 0.677308976650238 Epoch 6: train loss 0.6760131258230943 Epoch 6: val loss 0.6736888885498047 Epoch 7: train loss 0.6604655705965482 Epoch 7: val loss 0.6712040305137634 Epoch 8: train loss 0.6748604774475098 Epoch 8: val loss 0.6673361659049988 Epoch 9: train loss 0.6609135682766254 Epoch 9: val loss 0.6643961668014526 Epoch 10: train loss 0.6487003518984868 Epoch 10: val loss 0.6615888476371765 Epoch 11: train loss 0.6627990053250239 Epoch 11: val loss 0.660679817199707 Epoch 12: train loss 0.6533576754423288 Epoch 12: val loss 0.6588013768196106 Epoch 13: train loss 0.6563313878499545 Epoch 13: val loss 0.658842146396637 Epoch 14: train loss 0.6399430999389062 Epoch 14: val loss 0.655691921710968 Epoch 15: train loss 0.6366836978838994 Epoch 15: val loss 0.6550509333610535 Epoch 16: train loss 0.6384976918880756 Epoch 16: val loss 0.6558461785316467 Epoch 17: train loss 0.6317202494694636 Epoch 17: val loss 0.6535751819610596 Epoch 18: train loss 0.6376358087246234 Epoch 18: val loss 0.647119402885437 Epoch 19: train loss 0.6210045539415799 Epoch 19: val loss 0.6451267600059509 Epoch 20: train loss 0.635050879074977 Epoch 20: val loss 0.6402465105056763 Epoch 21: train loss 0.6281240811714759 Epoch 21: val loss 0.6402720212936401 Epoch 22: train loss 0.6209367055159348 Epoch 22: val loss 0.6396706700325012 Epoch 23: train loss 0.6197553873062134 Epoch 23: val loss 0.6432908177375793 Epoch 24: train loss 0.6061141926508683 Epoch 24: val loss 0.6429066061973572
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6987137565245995 Epoch 0: val loss 0.7049703001976013 Epoch 1: train loss 0.6804806223282447 Epoch 1: val loss 0.7120271921157837 Epoch 2: train loss 0.6650178799262414 Epoch 2: val loss 0.71492999792099 Epoch 3: train loss 0.6686857984616206 Epoch 3: val loss 0.7143304944038391 Epoch 4: train loss 0.6705107597204355 Epoch 4: val loss 0.717179000377655 Epoch 5: train loss 0.638905969949869 Epoch 5: val loss 0.7224676012992859 Epoch 6: train loss 0.6396146416664124 Epoch 6: val loss 0.7327221035957336 Epoch 7: train loss 0.6416838994392982 Epoch 7: val loss 0.723992645740509 Epoch 8: train loss 0.6258022968585675 Epoch 8: val loss 0.7261371612548828 Epoch 9: train loss 0.6333582470050225 Epoch 9: val loss 0.7286736369132996 Epoch 10: train loss 0.6298323365358206 Epoch 10: val loss 0.719992995262146 Epoch 11: train loss 0.6302627141659076 Epoch 11: val loss 0.7292590141296387 Epoch 12: train loss 0.6164406721408551 Epoch 12: val loss 0.7155426740646362 Epoch 13: train loss 0.6440122310931866 Epoch 13: val loss 0.7254224419593811 Epoch 14: train loss 0.6158930842693036 Epoch 14: val loss 0.7153375744819641 Epoch 15: train loss 0.620998923595135 Epoch 15: val loss 0.7100178599357605 Epoch 16: train loss 0.6022497851115006 Epoch 16: val loss 0.7180778980255127 Epoch 17: train loss 0.6215511835538424 Epoch 17: val loss 0.7375081181526184 Epoch 18: train loss 0.6172568752215459 Epoch 18: val loss 0.7041378617286682 Epoch 19: train loss 0.593553378031804 Epoch 19: val loss 0.7084347009658813 Epoch 20: train loss 0.5926025876632104 Epoch 20: val loss 0.7217345237731934 Epoch 21: train loss 0.5856792376591609 Epoch 21: val loss 0.7158260941505432 Epoch 22: train loss 0.5980553397765527 Epoch 22: val loss 0.7315235733985901 Epoch 23: train loss 0.5904261561540457 Epoch 23: val loss 0.7074469923973083 Epoch 24: train loss 0.5950231964771564 Epoch 24: val loss 0.7119311094284058
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6939920691343454 Epoch 0: val loss 0.6858417987823486 Epoch 1: train loss 0.6829054218072158 Epoch 1: val loss 0.6651918292045593 Epoch 2: train loss 0.6709679411007807 Epoch 2: val loss 0.6525517106056213 Epoch 3: train loss 0.6560610074263352 Epoch 3: val loss 0.642725944519043 Epoch 4: train loss 0.6527619591126075 Epoch 4: val loss 0.6311169862747192 Epoch 5: train loss 0.6508647111745981 Epoch 5: val loss 0.6249673962593079 Epoch 6: train loss 0.6414519135768597 Epoch 6: val loss 0.6188644170761108 Epoch 7: train loss 0.6278557456456698 Epoch 7: val loss 0.6190157532691956 Epoch 8: train loss 0.6298575813953693 Epoch 8: val loss 0.6191443204879761 Epoch 9: train loss 0.6318917503723731 Epoch 9: val loss 0.6163579821586609 Epoch 10: train loss 0.6196241241235 Epoch 10: val loss 0.6183778047561646 Epoch 11: train loss 0.6293591352609488 Epoch 11: val loss 0.6137022376060486 Epoch 12: train loss 0.6176909896043631 Epoch 12: val loss 0.6168655157089233 Epoch 13: train loss 0.6078170950596149 Epoch 13: val loss 0.618840217590332 Epoch 14: train loss 0.6175701526495126 Epoch 14: val loss 0.6186114549636841 Epoch 15: train loss 0.6195473808508652 Epoch 15: val loss 0.6195765137672424 Epoch 16: train loss 0.5974361506792215 Epoch 16: val loss 0.6191537976264954 Epoch 17: train loss 0.6001589000225067 Epoch 17: val loss 0.6203669905662537 Epoch 18: train loss 0.6204580481235797 Epoch 18: val loss 0.6211464405059814 Epoch 19: train loss 0.6106153634878305 Epoch 19: val loss 0.6223703026771545 Epoch 20: train loss 0.5999992810762845 Epoch 20: val loss 0.6189498901367188 Epoch 21: train loss 0.6059557657975417 Epoch 21: val loss 0.6128867864608765 Epoch 22: train loss 0.6117975963996007 Epoch 22: val loss 0.614155650138855 Epoch 23: train loss 0.6025956685726459 Epoch 23: val loss 0.6201521754264832 Epoch 24: train loss 0.6116540294427139 Epoch 24: val loss 0.6189308762550354
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6869904215519245 Epoch 0: val loss 0.6903361082077026 Epoch 1: train loss 0.686825128702017 Epoch 1: val loss 0.6850361227989197 Epoch 2: train loss 0.694351430122669 Epoch 2: val loss 0.6823543310165405 Epoch 3: train loss 0.6742880527789776 Epoch 3: val loss 0.6803279519081116 Epoch 4: train loss 0.6763933667769799 Epoch 4: val loss 0.6762282252311707 Epoch 5: train loss 0.6771890245951139 Epoch 5: val loss 0.6716141104698181 Epoch 6: train loss 0.6617028208879324 Epoch 6: val loss 0.6680691242218018 Epoch 7: train loss 0.6535379336430476 Epoch 7: val loss 0.6649588942527771 Epoch 8: train loss 0.6412723660469055 Epoch 8: val loss 0.6593272686004639 Epoch 9: train loss 0.6287968112872198 Epoch 9: val loss 0.6581006646156311 Epoch 10: train loss 0.6326957620107211 Epoch 10: val loss 0.658431351184845 Epoch 11: train loss 0.6145025904362018 Epoch 11: val loss 0.6584115028381348 Epoch 12: train loss 0.6158215495256277 Epoch 12: val loss 0.6575890779495239 Epoch 13: train loss 0.6003628304371467 Epoch 13: val loss 0.662511944770813 Epoch 14: train loss 0.6263279960705683 Epoch 14: val loss 0.6564968824386597 Epoch 15: train loss 0.6092267219836895 Epoch 15: val loss 0.6530280709266663 Epoch 16: train loss 0.6187491416931152 Epoch 16: val loss 0.6520342230796814 Epoch 17: train loss 0.5954922300118667 Epoch 17: val loss 0.6476260423660278 Epoch 18: train loss 0.6014131124203022 Epoch 18: val loss 0.6451292037963867 Epoch 19: train loss 0.5870881860072796 Epoch 19: val loss 0.6479170322418213 Epoch 20: train loss 0.5931795147749094 Epoch 20: val loss 0.6499156355857849 Epoch 21: train loss 0.5825970860627981 Epoch 21: val loss 0.6457068920135498 Epoch 22: train loss 0.5798988411059747 Epoch 22: val loss 0.6493532657623291 Epoch 23: train loss 0.5979489042208745 Epoch 23: val loss 0.6560546159744263 Epoch 24: train loss 0.5807577898869147 Epoch 24: val loss 0.6495994925498962
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7020682973020217 Epoch 0: val loss 0.6945708394050598 Epoch 1: train loss 0.6888775720315821 Epoch 1: val loss 0.6967359781265259 Epoch 2: train loss 0.6857789965236888 Epoch 2: val loss 0.6983851790428162 Epoch 3: train loss 0.6923098669332617 Epoch 3: val loss 0.6962406039237976 Epoch 4: train loss 0.6744228776763467 Epoch 4: val loss 0.6955482363700867 Epoch 5: train loss 0.6855726592680987 Epoch 5: val loss 0.6952584385871887 Epoch 6: train loss 0.6769236606710097 Epoch 6: val loss 0.6962532997131348 Epoch 7: train loss 0.6726092555943657 Epoch 7: val loss 0.6968625783920288 Epoch 8: train loss 0.6641126204939449 Epoch 8: val loss 0.6954350471496582 Epoch 9: train loss 0.6553419267430025 Epoch 9: val loss 0.6915717124938965 Epoch 10: train loss 0.6522166904281167 Epoch 10: val loss 0.6847515106201172 Epoch 11: train loss 0.6549347533899195 Epoch 11: val loss 0.6860862970352173 Epoch 12: train loss 0.6565729765331044 Epoch 12: val loss 0.6800771951675415 Epoch 13: train loss 0.6418869249960956 Epoch 13: val loss 0.6886112093925476 Epoch 14: train loss 0.6420882168938132 Epoch 14: val loss 0.6869679093360901 Epoch 15: train loss 0.6440258306615493 Epoch 15: val loss 0.6772282123565674 Epoch 16: train loss 0.6311108785517076 Epoch 16: val loss 0.6824179291725159 Epoch 17: train loss 0.6371164497207192 Epoch 17: val loss 0.6762799620628357 Epoch 18: train loss 0.6249975877649644 Epoch 18: val loss 0.6771063208580017 Epoch 19: train loss 0.6326010647942039 Epoch 19: val loss 0.671815812587738 Epoch 20: train loss 0.6233629233696881 Epoch 20: val loss 0.6688124537467957 Epoch 21: train loss 0.6181434252682854 Epoch 21: val loss 0.6745575666427612
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7016314715147018 Epoch 0: val loss 0.6970160007476807 Epoch 1: train loss 0.6976797431707382 Epoch 1: val loss 0.6959925889968872 Epoch 2: train loss 0.6914408753315607 Epoch 2: val loss 0.6945388913154602 Epoch 3: train loss 0.6909826397895813 Epoch 3: val loss 0.6929982304573059 Epoch 4: train loss 0.6892068932453791 Epoch 4: val loss 0.6925985813140869 Epoch 5: train loss 0.6702004025379816 Epoch 5: val loss 0.6902014017105103 Epoch 6: train loss 0.6827031274636587 Epoch 6: val loss 0.6908186674118042 Epoch 7: train loss 0.6715084314346313 Epoch 7: val loss 0.6890751123428345 Epoch 8: train loss 0.6747543613115946 Epoch 8: val loss 0.6909525990486145 Epoch 9: train loss 0.6816176474094391 Epoch 9: val loss 0.6904193758964539 Epoch 10: train loss 0.6683838566144308 Epoch 10: val loss 0.6928620338439941 Epoch 11: train loss 0.6750391473372778 Epoch 11: val loss 0.6948801279067993 Epoch 12: train loss 0.6771905223528544 Epoch 12: val loss 0.6937172412872314 Epoch 13: train loss 0.6696699062983195 Epoch 13: val loss 0.6940894722938538 Epoch 14: train loss 0.665510098139445 Epoch 14: val loss 0.6952757835388184 Epoch 15: train loss 0.6558646708726883 Epoch 15: val loss 0.69727623462677 Epoch 16: train loss 0.6658474604288737 Epoch 16: val loss 0.7003677487373352 Epoch 17: train loss 0.6619322995344797 Epoch 17: val loss 0.7015500664710999 Epoch 18: train loss 0.6651666859785715 Epoch 18: val loss 0.7014738917350769 Epoch 19: train loss 0.668390303850174 Epoch 19: val loss 0.698520302772522 Epoch 20: train loss 0.6759125093619028 Epoch 20: val loss 0.6963058710098267 Epoch 21: train loss 0.6693159441153208 Epoch 21: val loss 0.6980311870574951 Epoch 22: train loss 0.6536755015452703 Epoch 22: val loss 0.7005788087844849 Epoch 23: train loss 0.6606401652097702 Epoch 23: val loss 0.7022234201431274 Epoch 24: train loss 0.658102422952652 Epoch 24: val loss 0.7015502452850342
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7211408019065857 Epoch 0: val loss 0.7104066610336304 Epoch 1: train loss 0.7102440744638443 Epoch 1: val loss 0.7055531740188599 Epoch 2: train loss 0.6957831680774689 Epoch 2: val loss 0.7003741264343262 Epoch 3: train loss 0.6823060115178426 Epoch 3: val loss 0.6968327164649963 Epoch 4: train loss 0.678007185459137 Epoch 4: val loss 0.6954607367515564 Epoch 5: train loss 0.6762742102146149 Epoch 5: val loss 0.6951704621315002 Epoch 6: train loss 0.6845630009969076 Epoch 6: val loss 0.6942219734191895 Epoch 7: train loss 0.668964147567749 Epoch 7: val loss 0.6944304704666138 Epoch 8: train loss 0.6724719057480494 Epoch 8: val loss 0.6951472759246826 Epoch 9: train loss 0.6749944239854813 Epoch 9: val loss 0.6955994963645935 Epoch 10: train loss 0.6575803458690643 Epoch 10: val loss 0.6981523036956787 Epoch 11: train loss 0.6661165257294973 Epoch 11: val loss 0.6990053653717041 Epoch 12: train loss 0.6519916504621506 Epoch 12: val loss 0.7020828723907471 Epoch 13: train loss 0.6361560722192129 Epoch 13: val loss 0.705077052116394 Epoch 14: train loss 0.6372881432374319 Epoch 14: val loss 0.7078874111175537 Epoch 15: train loss 0.6370442608992258 Epoch 15: val loss 0.7080628871917725 Epoch 16: train loss 0.6314794421195984 Epoch 16: val loss 0.7101225852966309 Epoch 17: train loss 0.6479808539152145 Epoch 17: val loss 0.7105558514595032 Epoch 18: train loss 0.63923512895902 Epoch 18: val loss 0.714440643787384 Epoch 19: train loss 0.6358529527982076 Epoch 19: val loss 0.7148594260215759 Epoch 20: train loss 0.6295978476603826 Epoch 20: val loss 0.7185561656951904 Epoch 21: train loss 0.6476746400197347 Epoch 21: val loss 0.7234038710594177 Epoch 22: train loss 0.6243787010510763 Epoch 22: val loss 0.7234426736831665 Epoch 23: train loss 0.6354398677746455 Epoch 23: val loss 0.7263633608818054 Epoch 24: train loss 0.6245790620644888 Epoch 24: val loss 0.7286861538887024
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7148154477278391 Epoch 0: val loss 0.6941860914230347 Epoch 1: train loss 0.7055813471476237 Epoch 1: val loss 0.6928321719169617 Epoch 2: train loss 0.700122187534968 Epoch 2: val loss 0.6917803883552551 Epoch 3: train loss 0.6778900573650996 Epoch 3: val loss 0.6939722299575806 Epoch 4: train loss 0.6914994219938914 Epoch 4: val loss 0.6963508725166321 Epoch 5: train loss 0.6744755258162817 Epoch 5: val loss 0.6980867385864258 Epoch 6: train loss 0.6680987526973089 Epoch 6: val loss 0.6992799639701843 Epoch 7: train loss 0.6816259970267614 Epoch 7: val loss 0.6996596455574036 Epoch 8: train loss 0.6561977763970693 Epoch 8: val loss 0.7023524641990662 Epoch 9: train loss 0.6610324680805206 Epoch 9: val loss 0.703779935836792 Epoch 10: train loss 0.6604267060756683 Epoch 10: val loss 0.7047046422958374 Epoch 11: train loss 0.657396932442983 Epoch 11: val loss 0.7070701122283936 Epoch 12: train loss 0.6536774039268494 Epoch 12: val loss 0.7056301236152649 Epoch 13: train loss 0.6479406307140986 Epoch 13: val loss 0.7058032155036926 Epoch 14: train loss 0.646111453572909 Epoch 14: val loss 0.7017019391059875 Epoch 15: train loss 0.6370486617088318 Epoch 15: val loss 0.6997552514076233 Epoch 16: train loss 0.6440308938423792 Epoch 16: val loss 0.6996272206306458 Epoch 17: train loss 0.634545216957728 Epoch 17: val loss 0.7034040093421936 Epoch 18: train loss 0.6283268183469772 Epoch 18: val loss 0.6969927549362183 Epoch 19: train loss 0.635862742861112 Epoch 19: val loss 0.6971476674079895 Epoch 20: train loss 0.6259866009155909 Epoch 20: val loss 0.6949889659881592 Epoch 21: train loss 0.6256106297175089 Epoch 21: val loss 0.6906699538230896 Epoch 22: train loss 0.6125602622826894 Epoch 22: val loss 0.6990017294883728 Epoch 23: train loss 0.6178616682688395 Epoch 23: val loss 0.7037656307220459 Epoch 24: train loss 0.6213473429282507 Epoch 24: val loss 0.7002236247062683
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7158683687448502 Epoch 0: val loss 0.6845740079879761 Epoch 1: train loss 0.6805850664774576 Epoch 1: val loss 0.6824575066566467 Epoch 2: train loss 0.6820175250371298 Epoch 2: val loss 0.680330753326416 Epoch 3: train loss 0.6833707789580027 Epoch 3: val loss 0.6776022911071777 Epoch 4: train loss 0.6505279739697775 Epoch 4: val loss 0.6742117404937744 Epoch 5: train loss 0.667037253578504 Epoch 5: val loss 0.6733841300010681 Epoch 6: train loss 0.6648895641167959 Epoch 6: val loss 0.6748944520950317 Epoch 7: train loss 0.6561491588751475 Epoch 7: val loss 0.6746177077293396 Epoch 8: train loss 0.6577791571617126 Epoch 8: val loss 0.6737983226776123 Epoch 9: train loss 0.6465077598889669 Epoch 9: val loss 0.676400363445282 Epoch 10: train loss 0.6402937372525533 Epoch 10: val loss 0.6752480268478394 Epoch 11: train loss 0.6416217486063639 Epoch 11: val loss 0.6774817705154419 Epoch 12: train loss 0.6267796903848648 Epoch 12: val loss 0.6827982664108276 Epoch 13: train loss 0.631421705087026 Epoch 13: val loss 0.688310980796814 Epoch 14: train loss 0.6358526249726614 Epoch 14: val loss 0.6913115382194519 Epoch 15: train loss 0.6226048767566681 Epoch 15: val loss 0.6929289102554321 Epoch 16: train loss 0.6238175382216772 Epoch 16: val loss 0.6925615072250366 Epoch 17: train loss 0.628726397951444 Epoch 17: val loss 0.696146547794342 Epoch 18: train loss 0.6206486225128174 Epoch 18: val loss 0.6978210210800171 Epoch 19: train loss 0.6162543495496114 Epoch 19: val loss 0.7011184096336365 Epoch 20: train loss 0.6054685612519582 Epoch 20: val loss 0.6978221535682678 Epoch 21: train loss 0.6266577889521917 Epoch 21: val loss 0.700066328048706 Epoch 22: train loss 0.6169300526380539 Epoch 22: val loss 0.6995987892150879 Epoch 23: train loss 0.6234019895394644 Epoch 23: val loss 0.7002314925193787 Epoch 24: train loss 0.6087209631999334 Epoch 24: val loss 0.6998096704483032
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7004915736615658 Epoch 0: val loss 0.6886954307556152 Epoch 1: train loss 0.6865850351750851 Epoch 1: val loss 0.6781467199325562 Epoch 2: train loss 0.6818843744695187 Epoch 2: val loss 0.6751657724380493 Epoch 3: train loss 0.6870522685348988 Epoch 3: val loss 0.6726165413856506 Epoch 4: train loss 0.6765061244368553 Epoch 4: val loss 0.6702621579170227 Epoch 5: train loss 0.6764497198164463 Epoch 5: val loss 0.6710706353187561 Epoch 6: train loss 0.6617157943546772 Epoch 6: val loss 0.6678069233894348 Epoch 7: train loss 0.6721139699220657 Epoch 7: val loss 0.6625739336013794 Epoch 8: train loss 0.6645796932280064 Epoch 8: val loss 0.6681380271911621 Epoch 9: train loss 0.6620039455592632 Epoch 9: val loss 0.6690866351127625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
2 Epoch 0: train loss 0.6479251725333077 Epoch 0: val loss 0.6678794026374817 Epoch 1: train loss 0.6330647724015372 Epoch 1: val loss 0.6614953875541687 Epoch 2: train loss 0.5937576038496835 Epoch 2: val loss 0.6526789665222168 Epoch 3: train loss 0.5951625449316842 Epoch 3: val loss 0.648048460483551 Epoch 4: train loss 0.5472667515277863 Epoch 4: val loss 0.6398983001708984 Epoch 5: train loss 0.5781932090009961 Epoch 5: val loss 0.6298404335975647 Epoch 6: train loss 0.5797171550137656 Epoch 6: val loss 0.6262208819389343 Epoch 7: train loss 0.5531906315258571 Epoch 7: val loss 0.6222150921821594 Epoch 8: train loss 0.551807450396674 Epoch 8: val loss 0.618131697177887 Epoch 9: train loss 0.5942922234535217 Epoch 9: val loss 0.6159384846687317 Epoch 10: train loss 0.5438546580927712 Epoch 10: val loss 0.6175451278686523 Epoch 11: train loss 0.5818732295717511 Epoch 11: val loss 0.6165506839752197 Epoch 12: train loss 0.507871036018644 Epoch 12: val loss 0.6153218150138855 Epoch 13: train loss 0.5211134723254612 Epoch 13: val loss 0.6146608591079712 Epoch 14: train loss 0.5103013685771397 Epoch 14: val loss 0.6179989576339722 Epoch 15: train loss 0.5431479726518903 Epoch 15: val loss 0.6181159019470215 Epoch 16: train loss 0.6050443777016231 Epoch 16: val loss 0.617827296257019 Epoch 17: train loss 0.5307021864822933 Epoch 17: val loss 0.6247174739837646 Epoch 18: train loss 0.47954756234373364 Epoch 18: val loss 0.6264042258262634 Epoch 19: train loss 0.4906116596290043 Epoch 19: val loss 0.62555330991745 Epoch 20: train loss 0.5346367742334094 Epoch 20: val loss 0.62295001745224 Epoch 21: train loss 0.4916083642414638 Epoch 21: val loss 0.6244713664054871 Epoch 22: train loss 0.5059395900794438 Epoch 22: val loss 0.6214667558670044 Epoch 23: train loss 0.5083721109798977 Epoch 23: val loss 0.6208797097206116 Epoch 24: train loss 0.5087076893874577 Epoch 24: val loss 0.6219407916069031
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.664237984589168 Epoch 0: val loss 0.6645207405090332 Epoch 1: train loss 0.6663160409246173 Epoch 1: val loss 0.64659184217453 Epoch 2: train loss 0.6720009020396641 Epoch 2: val loss 0.6324468851089478 Epoch 3: train loss 0.6372262409755162 Epoch 3: val loss 0.6198680996894836 Epoch 4: train loss 0.6178338357380458 Epoch 4: val loss 0.6121624708175659 Epoch 5: train loss 0.6345554164477757 Epoch 5: val loss 0.6052945256233215 Epoch 6: train loss 0.5940583092825753 Epoch 6: val loss 0.5940999984741211 Epoch 7: train loss 0.5719783561570304 Epoch 7: val loss 0.5838506817817688 Epoch 8: train loss 0.5771093709128243 Epoch 8: val loss 0.5770089626312256 Epoch 9: train loss 0.5891749007361275 Epoch 9: val loss 0.5707790851593018 Epoch 10: train loss 0.5337700758661542 Epoch 10: val loss 0.5661929249763489 Epoch 11: train loss 0.5795021568025861 Epoch 11: val loss 0.5643672347068787 Epoch 12: train loss 0.5580042430332729 Epoch 12: val loss 0.5635027885437012 Epoch 13: train loss 0.5440206868307931 Epoch 13: val loss 0.5654841661453247 Epoch 14: train loss 0.5556514603751046 Epoch 14: val loss 0.5654393434524536 Epoch 15: train loss 0.5431134189878192 Epoch 15: val loss 0.5656118392944336 Epoch 16: train loss 0.5418756561619895 Epoch 16: val loss 0.5669822096824646 Epoch 17: train loss 0.5556119424956185 Epoch 17: val loss 0.571934700012207 Epoch 18: train loss 0.5625631553786141 Epoch 18: val loss 0.5692281723022461 Epoch 19: train loss 0.5815937519073486 Epoch 19: val loss 0.5630102157592773 Epoch 20: train loss 0.506048817719732 Epoch 20: val loss 0.564207136631012 Epoch 21: train loss 0.5520080498286656 Epoch 21: val loss 0.5599331855773926 Epoch 22: train loss 0.5890974019254956 Epoch 22: val loss 0.5576549172401428 Epoch 23: train loss 0.5543581587927682 Epoch 23: val loss 0.5605562329292297 Epoch 24: train loss 0.5366571843624115 Epoch 24: val loss 0.5537588596343994
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7169191070965358 Epoch 0: val loss 0.7227761745452881 Epoch 1: train loss 0.6777769838060651 Epoch 1: val loss 0.7120208740234375 Epoch 2: train loss 0.6628073879650661 Epoch 2: val loss 0.7044861316680908 Epoch 3: train loss 0.6387847065925598 Epoch 3: val loss 0.6943865418434143 Epoch 4: train loss 0.6231901390211922 Epoch 4: val loss 0.6872298121452332 Epoch 5: train loss 0.5975919195583889 Epoch 5: val loss 0.6802701950073242 Epoch 6: train loss 0.6129415886742728 Epoch 6: val loss 0.6776441931724548 Epoch 7: train loss 0.5884157844952175 Epoch 7: val loss 0.6737368702888489 Epoch 8: train loss 0.5614184056009565 Epoch 8: val loss 0.6719982624053955 Epoch 9: train loss 0.5750899059431893 Epoch 9: val loss 0.674988329410553 Epoch 10: train loss 0.5994852355548314 Epoch 10: val loss 0.6798057556152344 Epoch 11: train loss 0.5401058282170977 Epoch 11: val loss 0.6809676885604858 Epoch 12: train loss 0.5645143049103873 Epoch 12: val loss 0.6805375218391418 Epoch 13: train loss 0.6080894385065351 Epoch 13: val loss 0.6826518774032593 Epoch 14: train loss 0.5311578725065503 Epoch 14: val loss 0.6835713982582092 Epoch 15: train loss 0.5677988699504307 Epoch 15: val loss 0.6888484358787537 Epoch 16: train loss 0.531922480889729 Epoch 16: val loss 0.6863492727279663 Epoch 17: train loss 0.5449503873075757 Epoch 17: val loss 0.6855897307395935 Epoch 18: train loss 0.5718510406357902 Epoch 18: val loss 0.6829141974449158 Epoch 19: train loss 0.5293377212115696 Epoch 19: val loss 0.6812914609909058 Epoch 20: train loss 0.5460400283336639 Epoch 20: val loss 0.6885398030281067 Epoch 21: train loss 0.5359240983213697 Epoch 21: val loss 0.6914587020874023 Epoch 22: train loss 0.49796566367149353 Epoch 22: val loss 0.6941900849342346 Epoch 23: train loss 0.5144730593476977 Epoch 23: val loss 0.7007623314857483 Epoch 24: train loss 0.532543454851423 Epoch 24: val loss 0.7046765089035034
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035117660249982 Epoch 0: val loss 0.7056915760040283 Epoch 1: train loss 0.709916182926723 Epoch 1: val loss 0.6939337849617004 Epoch 2: train loss 0.7048532877649579 Epoch 2: val loss 0.6837503910064697 Epoch 3: train loss 0.671890948499952 Epoch 3: val loss 0.6720461845397949 Epoch 4: train loss 0.66546687909535 Epoch 4: val loss 0.6606630682945251 Epoch 5: train loss 0.6467849271638053 Epoch 5: val loss 0.6498536467552185 Epoch 6: train loss 0.6198215910366603 Epoch 6: val loss 0.6384986042976379 Epoch 7: train loss 0.6368726406778608 Epoch 7: val loss 0.6296157836914062 Epoch 8: train loss 0.6066719719341823 Epoch 8: val loss 0.6225494146347046 Epoch 9: train loss 0.5933079974991935 Epoch 9: val loss 0.6135684251785278 Epoch 10: train loss 0.6040286677224296 Epoch 10: val loss 0.6108264923095703 Epoch 11: train loss 0.614547712462289 Epoch 11: val loss 0.6028805375099182 Epoch 12: train loss 0.555560473884855 Epoch 12: val loss 0.595914363861084 Epoch 13: train loss 0.5719566941261292 Epoch 13: val loss 0.586130678653717 Epoch 14: train loss 0.5775032469204494 Epoch 14: val loss 0.5800493359565735 Epoch 15: train loss 0.573607508625303 Epoch 15: val loss 0.5811972618103027 Epoch 16: train loss 0.5803732701710292 Epoch 16: val loss 0.579027533531189 Epoch 17: train loss 0.5652647742203304 Epoch 17: val loss 0.5757796764373779 Epoch 18: train loss 0.5963857642241887 Epoch 18: val loss 0.5718626976013184 Epoch 19: train loss 0.554693192243576 Epoch 19: val loss 0.5722534656524658 Epoch 20: train loss 0.5623560207230704 Epoch 20: val loss 0.5736701488494873 Epoch 21: train loss 0.5341874403612954 Epoch 21: val loss 0.5756409764289856 Epoch 22: train loss 0.5107253747326987 Epoch 22: val loss 0.575620710849762 Epoch 23: train loss 0.5079372610364642 Epoch 23: val loss 0.5709615349769592 Epoch 24: train loss 0.525275204862867 Epoch 24: val loss 0.570299506187439
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.66750654247072 Epoch 0: val loss 0.6345059871673584 Epoch 1: train loss 0.6617286735110812 Epoch 1: val loss 0.6102370619773865 Epoch 2: train loss 0.6317257814937167 Epoch 2: val loss 0.588756263256073 Epoch 3: train loss 0.5991595188776652 Epoch 3: val loss 0.5781975984573364 Epoch 4: train loss 0.6072834332784017 Epoch 4: val loss 0.5612390637397766 Epoch 5: train loss 0.6010044813156128 Epoch 5: val loss 0.5681581497192383 Epoch 6: train loss 0.5857739978366427 Epoch 6: val loss 0.5841749310493469 Epoch 7: train loss 0.5844870739512973 Epoch 7: val loss 0.5964444279670715 Epoch 8: train loss 0.5352452827824487 Epoch 8: val loss 0.5948722958564758 Epoch 9: train loss 0.5449613995022244 Epoch 9: val loss 0.5951175093650818 Epoch 10: train loss 0.5795871151818169 Epoch 10: val loss 0.5832111835479736 Epoch 11: train loss 0.5420047773255242 Epoch 11: val loss 0.5823392868041992 Epoch 12: train loss 0.5529963771502177 Epoch 12: val loss 0.5597179532051086 Epoch 13: train loss 0.5367206898000505 Epoch 13: val loss 0.5532151460647583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6705123633146286 Epoch 0: val loss 0.6953408718109131 Epoch 1: train loss 0.6446087583899498 Epoch 1: val loss 0.6853182315826416 Epoch 2: train loss 0.6330281868577003 Epoch 2: val loss 0.6723756790161133 Epoch 3: train loss 0.6014103889465332 Epoch 3: val loss 0.6572569608688354 Epoch 4: train loss 0.5793552175164223 Epoch 4: val loss 0.6484097838401794 Epoch 5: train loss 0.569806419312954 Epoch 5: val loss 0.6396985054016113 Epoch 6: train loss 0.5546465218067169 Epoch 6: val loss 0.6260223984718323 Epoch 7: train loss 0.5469648838043213 Epoch 7: val loss 0.6115143895149231 Epoch 8: train loss 0.5265204720199108 Epoch 8: val loss 0.593723714351654 Epoch 9: train loss 0.526823490858078 Epoch 9: val loss 0.5976622104644775 Epoch 10: train loss 0.5044215172529221 Epoch 10: val loss 0.6007583141326904 Epoch 11: train loss 0.5179213993251324 Epoch 11: val loss 0.5724294185638428 Epoch 12: train loss 0.5148524828255177 Epoch 12: val loss 0.5827900171279907 Epoch 13: train loss 0.4823586232960224 Epoch 13: val loss 0.5552809834480286 Epoch 14: train loss 0.4892555736005306 Epoch 14: val loss 0.5685939788818359 Epoch 15: train loss 0.4888424724340439 Epoch 15: val loss 0.5781400799751282 Epoch 16: train loss 0.4916643612086773 Epoch 16: val loss 0.5567015409469604 Epoch 17: train loss 0.48908572271466255 Epoch 17: val loss 0.5498252511024475 Epoch 18: train loss 0.48386482521891594 Epoch 18: val loss 0.5672817826271057 Epoch 19: train loss 0.47836194187402725 Epoch 19: val loss 0.5609593391418457 Epoch 20: train loss 0.4890606105327606 Epoch 20: val loss 0.5635991096496582 Epoch 21: train loss 0.47951817139983177 Epoch 21: val loss 0.5547246932983398 Epoch 22: train loss 0.4639997035264969 Epoch 22: val loss 0.5489163398742676 Epoch 23: train loss 0.4767281450331211 Epoch 23: val loss 0.5819259285926819 Epoch 24: train loss 0.4738776944577694 Epoch 24: val loss 0.560405433177948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7322205379605293 Epoch 0: val loss 0.709886372089386 Epoch 1: train loss 0.6988991722464561 Epoch 1: val loss 0.6774963736534119 Epoch 2: train loss 0.6612550467252731 Epoch 2: val loss 0.6480910181999207 Epoch 3: train loss 0.6457448303699493 Epoch 3: val loss 0.615607500076294 Epoch 4: train loss 0.597307026386261 Epoch 4: val loss 0.5802496075630188 Epoch 5: train loss 0.5868101492524147 Epoch 5: val loss 0.5498552322387695 Epoch 6: train loss 0.5379703305661678 Epoch 6: val loss 0.5262645483016968 Epoch 7: train loss 0.5177811458706856 Epoch 7: val loss 0.5064725875854492 Epoch 8: train loss 0.5177649557590485 Epoch 8: val loss 0.49524322152137756 Epoch 9: train loss 0.49242571741342545 Epoch 9: val loss 0.49019598960876465 Epoch 10: train loss 0.5209018103778362 Epoch 10: val loss 0.488837331533432 Epoch 11: train loss 0.4855951592326164 Epoch 11: val loss 0.4899463355541229 Epoch 12: train loss 0.4996688924729824 Epoch 12: val loss 0.49323153495788574 Epoch 13: train loss 0.47281308844685555 Epoch 13: val loss 0.510193407535553 Epoch 14: train loss 0.4690776690840721 Epoch 14: val loss 0.5007030963897705 Epoch 15: train loss 0.4606804698705673 Epoch 15: val loss 0.49259746074676514 Epoch 16: train loss 0.44982554763555527 Epoch 16: val loss 0.5005742907524109 Epoch 17: train loss 0.46568281576037407 Epoch 17: val loss 0.5080072283744812 Epoch 18: train loss 0.4691719226539135 Epoch 18: val loss 0.5072799324989319 Epoch 19: train loss 0.43433568626642227 Epoch 19: val loss 0.49996277689933777 Epoch 20: train loss 0.4500383101403713 Epoch 20: val loss 0.510211706161499 Epoch 21: train loss 0.41787707060575485 Epoch 21: val loss 0.4968893229961395 Epoch 22: train loss 0.4403200335800648 Epoch 22: val loss 0.49395158886909485 Epoch 23: train loss 0.4186181426048279 Epoch 23: val loss 0.5043400526046753 Epoch 24: train loss 0.41504917293787 Epoch 24: val loss 0.5094451904296875
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6830355599522591 Epoch 0: val loss 0.657819390296936 Epoch 1: train loss 0.6651574969291687 Epoch 1: val loss 0.6436983346939087 Epoch 2: train loss 0.6248277500271797 Epoch 2: val loss 0.6252419352531433 Epoch 3: train loss 0.6285461634397507 Epoch 3: val loss 0.6070641875267029 Epoch 4: train loss 0.5877927765250206 Epoch 4: val loss 0.5928283333778381 Epoch 5: train loss 0.5662156790494919 Epoch 5: val loss 0.5816110372543335 Epoch 6: train loss 0.544605191797018 Epoch 6: val loss 0.5696806907653809 Epoch 7: train loss 0.543071798980236 Epoch 7: val loss 0.5589383840560913 Epoch 8: train loss 0.5268881432712078 Epoch 8: val loss 0.5447617173194885 Epoch 9: train loss 0.5171705707907677 Epoch 9: val loss 0.5350255370140076 Epoch 10: train loss 0.5192654989659786 Epoch 10: val loss 0.5323546528816223 Epoch 11: train loss 0.4981590695679188 Epoch 11: val loss 0.5312281847000122 Epoch 12: train loss 0.5073850937187672 Epoch 12: val loss 0.5303046703338623 Epoch 13: train loss 0.49652037397027016 Epoch 13: val loss 0.5301896333694458 Epoch 14: train loss 0.4829815924167633 Epoch 14: val loss 0.5274731516838074 Epoch 15: train loss 0.5014738626778126 Epoch 15: val loss 0.5245534777641296 Epoch 16: train loss 0.5079771690070629 Epoch 16: val loss 0.5195479989051819 Epoch 17: train loss 0.4900171309709549 Epoch 17: val loss 0.5195202827453613 Epoch 18: train loss 0.497528575360775 Epoch 18: val loss 0.5241878628730774 Epoch 19: train loss 0.4872717037796974 Epoch 19: val loss 0.5198278427124023 Epoch 20: train loss 0.46952302753925323 Epoch 20: val loss 0.5175864696502686 Epoch 21: train loss 0.49135328084230423 Epoch 21: val loss 0.516452968120575 Epoch 22: train loss 0.4654715768992901 Epoch 22: val loss 0.5123365521430969 Epoch 23: train loss 0.4774317741394043 Epoch 23: val loss 0.5132917165756226 Epoch 24: train loss 0.44848091155290604 Epoch 24: val loss 0.5147513151168823
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6713521182537079 Epoch 0: val loss 0.6506078243255615 Epoch 1: train loss 0.6524419710040092 Epoch 1: val loss 0.6376333832740784 Epoch 2: train loss 0.6097389608621597 Epoch 2: val loss 0.6259454488754272 Epoch 3: train loss 0.5988922193646431 Epoch 3: val loss 0.6109738945960999 Epoch 4: train loss 0.5791775360703468 Epoch 4: val loss 0.594720184803009 Epoch 5: train loss 0.5542950257658958 Epoch 5: val loss 0.5827179551124573 Epoch 6: train loss 0.5617655664682388 Epoch 6: val loss 0.5710506439208984 Epoch 7: train loss 0.5384072884917259 Epoch 7: val loss 0.5699306130409241 Epoch 8: train loss 0.5230334140360355 Epoch 8: val loss 0.5669041275978088 Epoch 9: train loss 0.5225138254463673 Epoch 9: val loss 0.564287006855011 Epoch 10: train loss 0.5094452723860741 Epoch 10: val loss 0.5639684796333313 Epoch 11: train loss 0.5054743327200413 Epoch 11: val loss 0.5630252957344055 Epoch 12: train loss 0.517783872783184 Epoch 12: val loss 0.561215877532959 Epoch 13: train loss 0.49343837052583694 Epoch 13: val loss 0.5622282028198242 Epoch 14: train loss 0.475657157599926 Epoch 14: val loss 0.5658687353134155 Epoch 15: train loss 0.48812633380293846 Epoch 15: val loss 0.5682719945907593 Epoch 16: train loss 0.47814053297042847 Epoch 16: val loss 0.5685206055641174 Epoch 17: train loss 0.47223182395100594 Epoch 17: val loss 0.5624510645866394 Epoch 18: train loss 0.4524929039180279 Epoch 18: val loss 0.5630786418914795 Epoch 19: train loss 0.46711448952555656 Epoch 19: val loss 0.5704312920570374 Epoch 20: train loss 0.46114188618957996 Epoch 20: val loss 0.5718033313751221 Epoch 21: train loss 0.46965035051107407 Epoch 21: val loss 0.5690289735794067 Epoch 22: train loss 0.45104748010635376 Epoch 22: val loss 0.5679082870483398 Epoch 23: train loss 0.4501543417572975 Epoch 23: val loss 0.5709617137908936 Epoch 24: train loss 0.4238784462213516 Epoch 24: val loss 0.5749074816703796
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6710670536214655 Epoch 0: val loss 0.6652856469154358 Epoch 1: train loss 0.6462276415391401 Epoch 1: val loss 0.6397315263748169 Epoch 2: train loss 0.6136547543785789 Epoch 2: val loss 0.6205916404724121 Epoch 3: train loss 0.5780803561210632 Epoch 3: val loss 0.6021510362625122 Epoch 4: train loss 0.590056760744615 Epoch 4: val loss 0.585734486579895 Epoch 5: train loss 0.5452794568105177 Epoch 5: val loss 0.5766870379447937 Epoch 6: train loss 0.526712482625788 Epoch 6: val loss 0.5725319981575012 Epoch 7: train loss 0.5058987574143843 Epoch 7: val loss 0.5650075078010559 Epoch 8: train loss 0.519055491144007 Epoch 8: val loss 0.5616253614425659 Epoch 9: train loss 0.5117354203354229 Epoch 9: val loss 0.5565215349197388 Epoch 10: train loss 0.5132216025482524 Epoch 10: val loss 0.5483158826828003 Epoch 11: train loss 0.5156285627321764 Epoch 11: val loss 0.5426700115203857 Epoch 12: train loss 0.5121226012706757 Epoch 12: val loss 0.5525949001312256 Epoch 13: train loss 0.4902365072207017 Epoch 13: val loss 0.5448651909828186 Epoch 14: train loss 0.4894507256421176 Epoch 14: val loss 0.5368689298629761 Epoch 15: train loss 0.46879918466914783 Epoch 15: val loss 0.5279877185821533 Epoch 16: train loss 0.529334003275091 Epoch 16: val loss 0.5253472924232483
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6611161470413208 Epoch 0: val loss 0.6325177550315857 Epoch 1: train loss 0.6265509843826294 Epoch 1: val loss 0.5995392799377441 Epoch 2: train loss 0.6066403329372406 Epoch 2: val loss 0.5674108266830444 Epoch 3: train loss 0.5798782110214233 Epoch 3: val loss 0.5467605590820312 Epoch 4: train loss 0.5772711992263794 Epoch 4: val loss 0.536423921585083 Epoch 5: train loss 0.5522774666547775 Epoch 5: val loss 0.5273364186286926 Epoch 6: train loss 0.550705349445343 Epoch 6: val loss 0.5191288590431213 Epoch 7: train loss 0.5261177688837051 Epoch 7: val loss 0.5143784880638123 Epoch 8: train loss 0.5479398727416992 Epoch 8: val loss 0.5190073251724243 Epoch 9: train loss 0.5380123972892761 Epoch 9: val loss 0.5273196697235107 Epoch 10: train loss 0.5292036235332489 Epoch 10: val loss 0.5147359371185303 Epoch 11: train loss 0.5200258880853653 Epoch 11: val loss 0.5163158774375916 Epoch 12: train loss 0.48733518123626707 Epoch 12: val loss 0.5178960561752319 Epoch 13: train loss 0.5086819916963577 Epoch 13: val loss 0.5195953249931335 Epoch 14: train loss 0.4890951097011566 Epoch 14: val loss 0.5169808268547058 Epoch 15: train loss 0.49446141719818115 Epoch 15: val loss 0.5147262215614319 Epoch 16: train loss 0.5096290230751037 Epoch 16: val loss 0.5110677480697632 Epoch 17: train loss 0.5097220987081528 Epoch 17: val loss 0.5140479803085327 Epoch 18: train loss 0.5100774526596069 Epoch 18: val loss 0.5207551121711731 Epoch 19: train loss 0.4874296098947525 Epoch 19: val loss 0.5219757556915283 Epoch 20: train loss 0.5141411244869232 Epoch 20: val loss 0.5287476778030396 Epoch 21: train loss 0.48959716558456423 Epoch 21: val loss 0.5163623690605164 Epoch 22: train loss 0.4822759538888931 Epoch 22: val loss 0.5128651261329651 Epoch 23: train loss 0.4979720085859299 Epoch 23: val loss 0.5167452096939087 Epoch 24: train loss 0.4771003037691116 Epoch 24: val loss 0.5261131525039673
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7247743129730224 Epoch 0: val loss 0.6981543898582458 Epoch 1: train loss 0.6892990410327912 Epoch 1: val loss 0.6866517663002014 Epoch 2: train loss 0.6670409083366394 Epoch 2: val loss 0.6722066402435303 Epoch 3: train loss 0.6393304407596588 Epoch 3: val loss 0.6431829929351807 Epoch 4: train loss 0.6067983150482178 Epoch 4: val loss 0.6125355362892151 Epoch 5: train loss 0.5824344754219055 Epoch 5: val loss 0.5887839794158936 Epoch 6: train loss 0.5767545819282531 Epoch 6: val loss 0.5766304135322571 Epoch 7: train loss 0.5731212645769119 Epoch 7: val loss 0.5659837126731873 Epoch 8: train loss 0.5614831984043122 Epoch 8: val loss 0.5618249773979187 Epoch 9: train loss 0.5379951030015946 Epoch 9: val loss 0.5649336576461792 Epoch 10: train loss 0.5494489192962646 Epoch 10: val loss 0.5678354501724243 Epoch 11: train loss 0.5294948250055314 Epoch 11: val loss 0.557513415813446 Epoch 12: train loss 0.5243239104747772 Epoch 12: val loss 0.5547782778739929 Epoch 13: train loss 0.5170546352863312 Epoch 13: val loss 0.5555124282836914 Epoch 14: train loss 0.525195237994194 Epoch 14: val loss 0.5492054224014282 Epoch 15: train loss 0.5225867986679077 Epoch 15: val loss 0.5498643517494202 Epoch 16: train loss 0.5144085228443146 Epoch 16: val loss 0.5491589903831482 Epoch 17: train loss 0.5209432929754257 Epoch 17: val loss 0.5486330986022949 Epoch 18: train loss 0.5114246279001236 Epoch 18: val loss 0.5466922521591187 Epoch 19: train loss 0.49498912394046785 Epoch 19: val loss 0.544561505317688 Epoch 20: train loss 0.48029717803001404 Epoch 20: val loss 0.5482591390609741 Epoch 21: train loss 0.5101724028587341 Epoch 21: val loss 0.5488722920417786 Epoch 22: train loss 0.5156214565038681 Epoch 22: val loss 0.5501171946525574 Epoch 23: train loss 0.479467049241066 Epoch 23: val loss 0.5460619330406189 Epoch 24: train loss 0.4908949702978134 Epoch 24: val loss 0.5469305515289307
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7228014826774597 Epoch 0: val loss 0.7052764892578125 Epoch 1: train loss 0.682679009437561 Epoch 1: val loss 0.6738365292549133 Epoch 2: train loss 0.6500998497009277 Epoch 2: val loss 0.6395575404167175 Epoch 3: train loss 0.6134819209575653 Epoch 3: val loss 0.6171449422836304 Epoch 4: train loss 0.589610344171524 Epoch 4: val loss 0.5985562205314636 Epoch 5: train loss 0.5476262956857681 Epoch 5: val loss 0.5769685506820679 Epoch 6: train loss 0.5640341222286225 Epoch 6: val loss 0.5603826642036438 Epoch 7: train loss 0.5329417020082474 Epoch 7: val loss 0.5563626289367676 Epoch 8: train loss 0.5308262288570404 Epoch 8: val loss 0.5527927875518799 Epoch 9: train loss 0.49767898917198183 Epoch 9: val loss 0.5490682721138 Epoch 10: train loss 0.5306208223104477 Epoch 10: val loss 0.5431504845619202 Epoch 11: train loss 0.5126157611608505 Epoch 11: val loss 0.5424328446388245 Epoch 12: train loss 0.5246362209320068 Epoch 12: val loss 0.5391054749488831 Epoch 13: train loss 0.5135112345218659 Epoch 13: val loss 0.5338743925094604 Epoch 14: train loss 0.49642174243927 Epoch 14: val loss 0.5355572700500488 Epoch 15: train loss 0.5305902332067489 Epoch 15: val loss 0.5294134616851807 Epoch 16: train loss 0.48051431477069856 Epoch 16: val loss 0.529481828212738 Epoch 17: train loss 0.481825578212738 Epoch 17: val loss 0.5327461361885071 Epoch 18: train loss 0.4950571805238724 Epoch 18: val loss 0.5321744680404663 Epoch 19: train loss 0.4905803233385086 Epoch 19: val loss 0.5267045497894287 Epoch 20: train loss 0.48535826802253723 Epoch 20: val loss 0.5234082937240601 Epoch 21: train loss 0.5045957624912262 Epoch 21: val loss 0.5299725532531738 Epoch 22: train loss 0.4995411574840546 Epoch 22: val loss 0.5206873416900635 Epoch 23: train loss 0.4635789215564728 Epoch 23: val loss 0.5165314674377441 Epoch 24: train loss 0.47698688209056855 Epoch 24: val loss 0.5241145491600037
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7031663835048676 Epoch 0: val loss 0.6831836104393005 Epoch 1: train loss 0.6655505716800689 Epoch 1: val loss 0.6547909379005432 Epoch 2: train loss 0.646434885263443 Epoch 2: val loss 0.6229069828987122 Epoch 3: train loss 0.6223602771759034 Epoch 3: val loss 0.5987837910652161 Epoch 4: train loss 0.579210776090622 Epoch 4: val loss 0.5884798765182495 Epoch 5: train loss 0.5472862154245377 Epoch 5: val loss 0.5849810242652893 Epoch 6: train loss 0.5548974186182022 Epoch 6: val loss 0.5770432949066162 Epoch 7: train loss 0.5266999065876007 Epoch 7: val loss 0.5795856714248657 Epoch 8: train loss 0.5435816586017609 Epoch 8: val loss 0.5726470947265625 Epoch 9: train loss 0.5232634603977203 Epoch 9: val loss 0.5657011270523071 Epoch 10: train loss 0.5175339132547379 Epoch 10: val loss 0.5660563707351685 Epoch 11: train loss 0.5025328397750854 Epoch 11: val loss 0.556895911693573 Epoch 12: train loss 0.49839767813682556 Epoch 12: val loss 0.5696245431900024 Epoch 13: train loss 0.509496533870697 Epoch 13: val loss 0.5664671063423157 Epoch 14: train loss 0.49358510971069336 Epoch 14: val loss 0.5517557263374329 Epoch 15: train loss 0.5079256623983384 Epoch 15: val loss 0.5632351636886597 Epoch 16: train loss 0.5137338012456893 Epoch 16: val loss 0.5637180805206299 Epoch 17: train loss 0.49713990092277527 Epoch 17: val loss 0.5602881908416748 Epoch 18: train loss 0.52355377972126 Epoch 18: val loss 0.5498405694961548 Epoch 19: train loss 0.46198971569538116 Epoch 19: val loss 0.548204243183136 Epoch 20: train loss 0.5090804040431977 Epoch 20: val loss 0.5499303936958313 Epoch 21: train loss 0.5208503097295761 Epoch 21: val loss 0.5554648637771606 Epoch 22: train loss 0.4938769578933716 Epoch 22: val loss 0.5542649030685425 Epoch 23: train loss 0.4994141638278961 Epoch 23: val loss 0.5519209504127502 Epoch 24: train loss 0.5023139655590058 Epoch 24: val loss 0.5459859371185303
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6922309352801397 Epoch 0: val loss 0.6814988255500793 Epoch 1: train loss 0.6515496281477121 Epoch 1: val loss 0.6595659255981445 Epoch 2: train loss 0.6190387239822974 Epoch 2: val loss 0.6419232487678528 Epoch 3: train loss 0.5826040827311002 Epoch 3: val loss 0.6204091310501099 Epoch 4: train loss 0.5833726227283478 Epoch 4: val loss 0.6011428236961365 Epoch 5: train loss 0.5640673293517187 Epoch 5: val loss 0.5973806381225586 Epoch 6: train loss 0.5477277728227469 Epoch 6: val loss 0.5854274034500122 Epoch 7: train loss 0.5394000823681171 Epoch 7: val loss 0.5817132592201233 Epoch 8: train loss 0.5365260220490969 Epoch 8: val loss 0.580173909664154 Epoch 9: train loss 0.5369068131997035 Epoch 9: val loss 0.5709584355354309 Epoch 10: train loss 0.5138543225251712 Epoch 10: val loss 0.5693172216415405 Epoch 11: train loss 0.5210515398245591 Epoch 11: val loss 0.5644696354866028 Epoch 12: train loss 0.520571979192587 Epoch 12: val loss 0.5662848949432373 Epoch 13: train loss 0.5240059792995453 Epoch 13: val loss 0.5610406398773193 Epoch 14: train loss 0.5129248683269207 Epoch 14: val loss 0.56002277135849 Epoch 15: train loss 0.49881779230557954 Epoch 15: val loss 0.5555595755577087 Epoch 16: train loss 0.5227605127371274 Epoch 16: val loss 0.5573124885559082 Epoch 17: train loss 0.51197517147431 Epoch 17: val loss 0.5559378862380981
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6852450238333808 Epoch 0: val loss 0.6887986063957214 Epoch 1: train loss 0.6784718301561143 Epoch 1: val loss 0.6842857003211975 Epoch 2: train loss 0.6745835211541917 Epoch 2: val loss 0.6791579127311707 Epoch 3: train loss 0.6589786873923408 Epoch 3: val loss 0.6757399439811707 Epoch 4: train loss 0.6562144160270691 Epoch 4: val loss 0.673255205154419 Epoch 5: train loss 0.6513819760746427 Epoch 5: val loss 0.6715921759605408 Epoch 6: train loss 0.6379340887069702 Epoch 6: val loss 0.6710665822029114 Epoch 7: train loss 0.6296067039171854 Epoch 7: val loss 0.6693852543830872 Epoch 8: train loss 0.6299319002363417 Epoch 8: val loss 0.6684253811836243 Epoch 9: train loss 0.6239966087871127 Epoch 9: val loss 0.6657599806785583 Epoch 10: train loss 0.6149824923939176 Epoch 10: val loss 0.6649453639984131 Epoch 11: train loss 0.6126842962370979 Epoch 11: val loss 0.6643381714820862 Epoch 12: train loss 0.5911459922790527 Epoch 12: val loss 0.6649292707443237 Epoch 13: train loss 0.5778844687673781 Epoch 13: val loss 0.6648422479629517 Epoch 14: train loss 0.5789980755911933 Epoch 14: val loss 0.6630975604057312 Epoch 15: train loss 0.575983464717865 Epoch 15: val loss 0.6598243117332458 Epoch 16: train loss 0.5632515417204963 Epoch 16: val loss 0.6580723524093628 Epoch 17: train loss 0.5705044037765927 Epoch 17: val loss 0.65538090467453 Epoch 18: train loss 0.5800368189811707 Epoch 18: val loss 0.6542391180992126 Epoch 19: train loss 0.5372326572736105 Epoch 19: val loss 0.6577422022819519 Epoch 20: train loss 0.5529887676239014 Epoch 20: val loss 0.6592349410057068 Epoch 21: train loss 0.5497771369086372 Epoch 21: val loss 0.6615472435951233 Epoch 22: train loss 0.525098399983512 Epoch 22: val loss 0.6624475121498108 Epoch 23: train loss 0.5187576843632592 Epoch 23: val loss 0.6623508334159851 Epoch 24: train loss 0.5099918279382918 Epoch 24: val loss 0.661940336227417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7104527685377333 Epoch 0: val loss 0.6891008019447327 Epoch 1: train loss 0.6880499521891276 Epoch 1: val loss 0.6851732730865479 Epoch 2: train loss 0.6812562147776285 Epoch 2: val loss 0.6843156218528748 Epoch 3: train loss 0.6791994108094109 Epoch 3: val loss 0.6826450824737549 Epoch 4: train loss 0.6688933240042793 Epoch 4: val loss 0.6794788241386414 Epoch 5: train loss 0.6646113461918302 Epoch 5: val loss 0.6783095002174377 Epoch 6: train loss 0.6560001307063632 Epoch 6: val loss 0.6775042414665222 Epoch 7: train loss 0.6365019546614753 Epoch 7: val loss 0.6765305399894714 Epoch 8: train loss 0.635389162434472 Epoch 8: val loss 0.674696147441864 Epoch 9: train loss 0.6373800304200914 Epoch 9: val loss 0.6718152165412903 Epoch 10: train loss 0.6297183765305413 Epoch 10: val loss 0.6700966954231262 Epoch 11: train loss 0.6210003031624688 Epoch 11: val loss 0.6723821759223938 Epoch 12: train loss 0.6085269517368741 Epoch 12: val loss 0.67396479845047 Epoch 13: train loss 0.6054580807685852 Epoch 13: val loss 0.6766099333763123 Epoch 14: train loss 0.6085391905572679 Epoch 14: val loss 0.6751778721809387 Epoch 15: train loss 0.5979496273729537 Epoch 15: val loss 0.6764653325080872 Epoch 16: train loss 0.5977300140592787 Epoch 16: val loss 0.6755631566047668 Epoch 17: train loss 0.5766926672723558 Epoch 17: val loss 0.6757674217224121 Epoch 18: train loss 0.552143931388855 Epoch 18: val loss 0.6757859587669373 Epoch 19: train loss 0.5727307928933038 Epoch 19: val loss 0.6742463707923889 Epoch 20: train loss 0.5739851660198636 Epoch 20: val loss 0.6748561263084412 Epoch 21: train loss 0.5579163200325437 Epoch 21: val loss 0.6748645305633545 Epoch 22: train loss 0.5635043084621429 Epoch 22: val loss 0.6711549758911133 Epoch 23: train loss 0.5606232980887095 Epoch 23: val loss 0.6730003356933594 Epoch 24: train loss 0.5412582125928667 Epoch 24: val loss 0.6703751087188721
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7058983776304457 Epoch 0: val loss 0.6792890429496765 Epoch 1: train loss 0.6889554527070787 Epoch 1: val loss 0.6748716235160828 Epoch 2: train loss 0.6849954459402297 Epoch 2: val loss 0.6696246266365051 Epoch 3: train loss 0.6842803756395975 Epoch 3: val loss 0.6653895378112793 Epoch 4: train loss 0.6711484260029263 Epoch 4: val loss 0.6592691540718079 Epoch 5: train loss 0.6696681910090976 Epoch 5: val loss 0.6501263976097107 Epoch 6: train loss 0.6667417022917006 Epoch 6: val loss 0.6356273293495178 Epoch 7: train loss 0.6548035211033292 Epoch 7: val loss 0.6257631778717041 Epoch 8: train loss 0.6494367718696594 Epoch 8: val loss 0.6146150827407837 Epoch 9: train loss 0.6399405532413058 Epoch 9: val loss 0.6065636277198792 Epoch 10: train loss 0.6299520068698459 Epoch 10: val loss 0.5979200005531311 Epoch 11: train loss 0.6306023001670837 Epoch 11: val loss 0.5923696160316467 Epoch 12: train loss 0.6260075767834982 Epoch 12: val loss 0.5864012837409973 Epoch 13: train loss 0.6339375906520419 Epoch 13: val loss 0.5803861021995544 Epoch 14: train loss 0.6154746611913046 Epoch 14: val loss 0.5756796002388 Epoch 15: train loss 0.5946077969339159 Epoch 15: val loss 0.5719037652015686 Epoch 16: train loss 0.6048754784795973 Epoch 16: val loss 0.5667135119438171 Epoch 17: train loss 0.5975713597403632 Epoch 17: val loss 0.5689282417297363 Epoch 18: train loss 0.6068850424554613 Epoch 18: val loss 0.5680462121963501 Epoch 19: train loss 0.6020080778333876 Epoch 19: val loss 0.5580347180366516 Epoch 20: train loss 0.5797656012905968 Epoch 20: val loss 0.5598915219306946 Epoch 21: train loss 0.5733094546529982 Epoch 21: val loss 0.5595571994781494 Epoch 22: train loss 0.5938188831011454 Epoch 22: val loss 0.5571605563163757 Epoch 23: train loss 0.5632970962259505 Epoch 23: val loss 0.553386390209198 Epoch 24: train loss 0.5608498917685615 Epoch 24: val loss 0.5530233979225159
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7151337067286173 Epoch 0: val loss 0.7012725472450256 Epoch 1: train loss 0.6973162624571059 Epoch 1: val loss 0.6925583481788635 Epoch 2: train loss 0.6718864705827501 Epoch 2: val loss 0.6859295964241028 Epoch 3: train loss 0.6905723876423306 Epoch 3: val loss 0.6840477585792542 Epoch 4: train loss 0.6653955711258782 Epoch 4: val loss 0.6822054386138916 Epoch 5: train loss 0.6699671347935995 Epoch 5: val loss 0.6784006953239441 Epoch 6: train loss 0.6556056472990248 Epoch 6: val loss 0.6766819357872009 Epoch 7: train loss 0.6530224084854126 Epoch 7: val loss 0.6741220951080322 Epoch 8: train loss 0.6472347180048624 Epoch 8: val loss 0.6718928217887878 Epoch 9: train loss 0.6496732831001282 Epoch 9: val loss 0.6657344698905945 Epoch 10: train loss 0.6426134904225668 Epoch 10: val loss 0.6638274192810059 Epoch 11: train loss 0.6442147956954108 Epoch 11: val loss 0.6655080914497375 Epoch 12: train loss 0.6322132812605964 Epoch 12: val loss 0.6661702990531921 Epoch 13: train loss 0.6322895156012641 Epoch 13: val loss 0.6611825823783875 Epoch 14: train loss 0.6194352110226949 Epoch 14: val loss 0.6571391224861145 Epoch 15: train loss 0.6374491386943393 Epoch 15: val loss 0.6532067656517029 Epoch 16: train loss 0.6261141432656182 Epoch 16: val loss 0.6463877558708191 Epoch 17: train loss 0.6182902190420363 Epoch 17: val loss 0.6434622406959534 Epoch 18: train loss 0.604843258857727 Epoch 18: val loss 0.646023690700531 Epoch 19: train loss 0.6055801841947768 Epoch 19: val loss 0.6455183029174805 Epoch 20: train loss 0.5934613479508294 Epoch 20: val loss 0.6387507319450378 Epoch 21: train loss 0.5920938981903924 Epoch 21: val loss 0.6371898651123047 Epoch 22: train loss 0.5938024885124631 Epoch 22: val loss 0.6358625292778015 Epoch 23: train loss 0.5785486300786337 Epoch 23: val loss 0.6370509266853333 Epoch 24: train loss 0.5679248240258958 Epoch 24: val loss 0.6361520886421204
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925848871469498 Epoch 0: val loss 0.6866058707237244 Epoch 1: train loss 0.6828161726395289 Epoch 1: val loss 0.6728500127792358 Epoch 2: train loss 0.6703054408232371 Epoch 2: val loss 0.6618096828460693 Epoch 3: train loss 0.6630348016818365 Epoch 3: val loss 0.6567880511283875 Epoch 4: train loss 0.6534054428339005 Epoch 4: val loss 0.6463992595672607 Epoch 5: train loss 0.650569369395574 Epoch 5: val loss 0.6361837983131409 Epoch 6: train loss 0.6419056951999664 Epoch 6: val loss 0.6262615323066711 Epoch 7: train loss 0.6312885284423828 Epoch 7: val loss 0.6177947521209717 Epoch 8: train loss 0.6351827929417292 Epoch 8: val loss 0.6072943210601807 Epoch 9: train loss 0.6344638367493948 Epoch 9: val loss 0.600084125995636 Epoch 10: train loss 0.6158387760321299 Epoch 10: val loss 0.5938385725021362 Epoch 11: train loss 0.6018786380688349 Epoch 11: val loss 0.5874497890472412 Epoch 12: train loss 0.5994227230548859 Epoch 12: val loss 0.5830578804016113 Epoch 13: train loss 0.6037447502215704 Epoch 13: val loss 0.5789782404899597 Epoch 14: train loss 0.5868404110272726 Epoch 14: val loss 0.5762651562690735 Epoch 15: train loss 0.5951331208149592 Epoch 15: val loss 0.5675110816955566 Epoch 16: train loss 0.5603146453698477 Epoch 16: val loss 0.5630694031715393 Epoch 17: train loss 0.562154916425546 Epoch 17: val loss 0.5582678318023682 Epoch 18: train loss 0.5698653558890024 Epoch 18: val loss 0.5631090402603149 Epoch 19: train loss 0.5624886800845464 Epoch 19: val loss 0.5624865293502808 Epoch 20: train loss 0.5565251732865969 Epoch 20: val loss 0.5708550214767456 Epoch 21: train loss 0.5407675132155418 Epoch 21: val loss 0.5652831792831421 Epoch 22: train loss 0.5428234562277794 Epoch 22: val loss 0.5715185403823853 Epoch 23: train loss 0.5391029243667921 Epoch 23: val loss 0.5705880522727966
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053317319263112 Epoch 0: val loss 0.6533948183059692 Epoch 1: train loss 0.6723683964122426 Epoch 1: val loss 0.6312047839164734 Epoch 2: train loss 0.6517077901146628 Epoch 2: val loss 0.614678680896759 Epoch 3: train loss 0.6375552253289656 Epoch 3: val loss 0.594804584980011 Epoch 4: train loss 0.6317227916284041 Epoch 4: val loss 0.5798616409301758 Epoch 5: train loss 0.5967050167647275 Epoch 5: val loss 0.5686352252960205 Epoch 6: train loss 0.6244975491003557 Epoch 6: val loss 0.5630001425743103 Epoch 7: train loss 0.5850286971439015 Epoch 7: val loss 0.5599845051765442 Epoch 8: train loss 0.5891971317204562 Epoch 8: val loss 0.557421088218689 Epoch 9: train loss 0.5791067535226996 Epoch 9: val loss 0.5564197897911072 Epoch 10: train loss 0.5863601727919145 Epoch 10: val loss 0.5496101975440979 Epoch 11: train loss 0.5840173742987893 Epoch 11: val loss 0.552178144454956 Epoch 12: train loss 0.563519383018667 Epoch 12: val loss 0.5533153414726257 Epoch 13: train loss 0.5497798757119612 Epoch 13: val loss 0.5593951344490051 Epoch 14: train loss 0.5475643304261294 Epoch 14: val loss 0.5584602355957031 Epoch 15: train loss 0.5408543917265806 Epoch 15: val loss 0.5571833252906799 Epoch 16: train loss 0.5494763065468181 Epoch 16: val loss 0.5511371493339539 Epoch 17: train loss 0.5514033165845004 Epoch 17: val loss 0.5549582242965698 Epoch 18: train loss 0.563288076357408 Epoch 18: val loss 0.5614515542984009 Epoch 19: train loss 0.5351495742797852 Epoch 19: val loss 0.5620595812797546 Epoch 20: train loss 0.5311049683527513 Epoch 20: val loss 0.5674010515213013 Epoch 21: train loss 0.5572952601042661 Epoch 21: val loss 0.5703198909759521 Epoch 22: train loss 0.5348251434889707 Epoch 22: val loss 0.5715695023536682 Epoch 23: train loss 0.5405583300373771 Epoch 23: val loss 0.5735868811607361 Epoch 24: train loss 0.5710320635275408 Epoch 24: val loss 0.576452374458313
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7065973823720758 Epoch 0: val loss 0.6761492490768433 Epoch 1: train loss 0.6701166738163341 Epoch 1: val loss 0.6524530649185181 Epoch 2: train loss 0.6553868001157587 Epoch 2: val loss 0.628643810749054 Epoch 3: train loss 0.628905551000075 Epoch 3: val loss 0.6063072681427002 Epoch 4: train loss 0.6097776239568536 Epoch 4: val loss 0.5910648107528687 Epoch 5: train loss 0.6009991087696769 Epoch 5: val loss 0.5823753476142883 Epoch 6: train loss 0.5882201519879428 Epoch 6: val loss 0.5848692059516907 Epoch 7: train loss 0.5713213953104886 Epoch 7: val loss 0.5803972482681274 Epoch 8: train loss 0.5821594812653281 Epoch 8: val loss 0.5855658054351807 Epoch 9: train loss 0.5877441790970889 Epoch 9: val loss 0.5796453356742859 Epoch 10: train loss 0.5721874372525648 Epoch 10: val loss 0.5783730745315552 Epoch 11: train loss 0.583586411042647 Epoch 11: val loss 0.5777825713157654 Epoch 12: train loss 0.581485471942208 Epoch 12: val loss 0.5853334069252014 Epoch 13: train loss 0.5914408456195485 Epoch 13: val loss 0.5988805890083313 Epoch 14: train loss 0.5477129546078768 Epoch 14: val loss 0.5870424509048462 Epoch 15: train loss 0.5582052387974479 Epoch 15: val loss 0.5766436457633972 Epoch 16: train loss 0.5545682880011472 Epoch 16: val loss 0.5793206691741943 Epoch 17: train loss 0.5564430599862878 Epoch 17: val loss 0.5816468596458435 Epoch 18: train loss 0.5473798892714761 Epoch 18: val loss 0.5845044255256653 Epoch 19: train loss 0.5393501086668535 Epoch 19: val loss 0.574470579624176 Epoch 20: train loss 0.5231560658324849 Epoch 20: val loss 0.5659736394882202 Epoch 21: train loss 0.5382894440130754 Epoch 21: val loss 0.5741375088691711 Epoch 22: train loss 0.5190713513981212 Epoch 22: val loss 0.5729405283927917 Epoch 23: train loss 0.5242701985619285 Epoch 23: val loss 0.5669798851013184 Epoch 24: train loss 0.5239921672777696 Epoch 24: val loss 0.5787369012832642
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7153847217559814 Epoch 0: val loss 0.6844112277030945 Epoch 1: train loss 0.6820096319372003 Epoch 1: val loss 0.6744401454925537 Epoch 2: train loss 0.6502722339196638 Epoch 2: val loss 0.6673581004142761 Epoch 3: train loss 0.6639616706154563 Epoch 3: val loss 0.6632438898086548 Epoch 4: train loss 0.6365517269481312 Epoch 4: val loss 0.6607328653335571 Epoch 5: train loss 0.6322942430322821 Epoch 5: val loss 0.6561676263809204 Epoch 6: train loss 0.6224779432470148 Epoch 6: val loss 0.6540535688400269 Epoch 7: train loss 0.62876126982949 Epoch 7: val loss 0.6482616066932678 Epoch 8: train loss 0.6124782508069818 Epoch 8: val loss 0.6398184895515442 Epoch 9: train loss 0.6024672063914213 Epoch 9: val loss 0.6352166533470154 Epoch 10: train loss 0.5902684872800653 Epoch 10: val loss 0.6316892504692078 Epoch 11: train loss 0.577462987466292 Epoch 11: val loss 0.6297014951705933 Epoch 12: train loss 0.590962602333589 Epoch 12: val loss 0.6214156150817871 Epoch 13: train loss 0.5654188584197651 Epoch 13: val loss 0.6154190301895142 Epoch 14: train loss 0.5873121077364142 Epoch 14: val loss 0.6093569397926331 Epoch 15: train loss 0.5609271390871569 Epoch 15: val loss 0.605360746383667 Epoch 16: train loss 0.5554225200956519 Epoch 16: val loss 0.5982040166854858 Epoch 17: train loss 0.5429554825479334 Epoch 17: val loss 0.5917243957519531 Epoch 18: train loss 0.5268349728801034 Epoch 18: val loss 0.5859974026679993 Epoch 19: train loss 0.514874748208306 Epoch 19: val loss 0.586407482624054 Epoch 20: train loss 0.5071760578589006 Epoch 20: val loss 0.581474781036377 Epoch 21: train loss 0.5092180398377505 Epoch 21: val loss 0.5813025236129761 Epoch 22: train loss 0.506344811482863 Epoch 22: val loss 0.5842553973197937 Epoch 23: train loss 0.4845080240206285 Epoch 23: val loss 0.5833688974380493 Epoch 24: train loss 0.4829266450621865 Epoch 24: val loss 0.5824870467185974
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902954849329862 Epoch 0: val loss 0.6674774885177612 Epoch 1: train loss 0.6725906946442344 Epoch 1: val loss 0.6633813381195068 Epoch 2: train loss 0.6539634953845631 Epoch 2: val loss 0.657879650592804 Epoch 3: train loss 0.636852735822851 Epoch 3: val loss 0.6648153066635132 Epoch 4: train loss 0.633262347091328 Epoch 4: val loss 0.6738781332969666 Epoch 5: train loss 0.6209508126432245 Epoch 5: val loss 0.6782320737838745 Epoch 6: train loss 0.6090847253799438 Epoch 6: val loss 0.682839035987854 Epoch 7: train loss 0.5889676375822588 Epoch 7: val loss 0.6852746605873108 Epoch 8: train loss 0.5897098942236467 Epoch 8: val loss 0.6799055337905884 Epoch 9: train loss 0.5770119049332358 Epoch 9: val loss 0.6765697598457336 Epoch 10: train loss 0.5870184356516058 Epoch 10: val loss 0.6653441190719604 Epoch 11: train loss 0.5785328908400102 Epoch 11: val loss 0.6673688292503357 Epoch 12: train loss 0.5644961162046953 Epoch 12: val loss 0.6645997762680054 Epoch 13: train loss 0.5713112218813463 Epoch 13: val loss 0.6730305552482605 Epoch 14: train loss 0.5632716877893968 Epoch 14: val loss 0.6680760383605957 Epoch 15: train loss 0.5545812899416144 Epoch 15: val loss 0.6651725172996521 Epoch 16: train loss 0.5499152486974542 Epoch 16: val loss 0.6498484015464783 Epoch 17: train loss 0.5466422465714541 Epoch 17: val loss 0.6598641872406006 Epoch 18: train loss 0.5482321571220051 Epoch 18: val loss 0.6661656498908997 Epoch 19: train loss 0.5385875620625236 Epoch 19: val loss 0.6540853977203369 Epoch 20: train loss 0.5306087867780165 Epoch 20: val loss 0.6540489196777344 Epoch 21: train loss 0.5152797455137427 Epoch 21: val loss 0.6632591485977173 Epoch 22: train loss 0.5377083908427845 Epoch 22: val loss 0.6438859701156616 Epoch 23: train loss 0.5126383954828436 Epoch 23: val loss 0.6450734734535217 Epoch 24: train loss 0.5224558223377574 Epoch 24: val loss 0.6411753296852112
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7089868911675045 Epoch 0: val loss 0.6923060417175293 Epoch 1: train loss 0.6762695780822209 Epoch 1: val loss 0.6789647340774536 Epoch 2: train loss 0.6597088234765189 Epoch 2: val loss 0.6589998006820679 Epoch 3: train loss 0.6390664492334638 Epoch 3: val loss 0.6519569158554077 Epoch 4: train loss 0.6257293181759971 Epoch 4: val loss 0.6383031010627747 Epoch 5: train loss 0.5971936285495758 Epoch 5: val loss 0.6404632329940796 Epoch 6: train loss 0.5896739491394588 Epoch 6: val loss 0.6480496525764465 Epoch 7: train loss 0.5922723667962211 Epoch 7: val loss 0.651264488697052 Epoch 8: train loss 0.5800737014838627 Epoch 8: val loss 0.6541633605957031 Epoch 9: train loss 0.5764122264725822 Epoch 9: val loss 0.6491694450378418 Epoch 10: train loss 0.5545628177268165 Epoch 10: val loss 0.6528419852256775 Epoch 11: train loss 0.5674294212034771 Epoch 11: val loss 0.656705379486084 Epoch 12: train loss 0.5500056190150124 Epoch 12: val loss 0.657427191734314 Epoch 13: train loss 0.5694534672158105 Epoch 13: val loss 0.6593479514122009 Epoch 14: train loss 0.5576300557170596 Epoch 14: val loss 0.646507203578949 Epoch 15: train loss 0.5411745842014041 Epoch 15: val loss 0.6506966948509216 Epoch 16: train loss 0.5604777868304934 Epoch 16: val loss 0.6506982445716858 Epoch 17: train loss 0.5427895081894738 Epoch 17: val loss 0.6549340486526489 Epoch 18: train loss 0.5366943286997932 Epoch 18: val loss 0.6620372533798218
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6950198147031996 Epoch 0: val loss 0.6833817958831787 Epoch 1: train loss 0.6800562077098422 Epoch 1: val loss 0.6701506972312927 Epoch 2: train loss 0.6590650214089288 Epoch 2: val loss 0.6618531346321106 Epoch 3: train loss 0.6574311388863457 Epoch 3: val loss 0.6588777899742126 Epoch 4: train loss 0.6475025746557448 Epoch 4: val loss 0.6532672047615051 Epoch 5: train loss 0.6335434251361423 Epoch 5: val loss 0.6478243470191956 Epoch 6: train loss 0.6333553393681844 Epoch 6: val loss 0.648249626159668 Epoch 7: train loss 0.6291581259833442 Epoch 7: val loss 0.6437011361122131 Epoch 8: train loss 0.6133093304104276 Epoch 8: val loss 0.6490052342414856 Epoch 9: train loss 0.6087602708074782 Epoch 9: val loss 0.6503989100456238 Epoch 10: train loss 0.6164744893709818 Epoch 10: val loss 0.6497264504432678 Epoch 11: train loss 0.6056813299655914 Epoch 11: val loss 0.6399644017219543 Epoch 12: train loss 0.5850553545686934 Epoch 12: val loss 0.6355828046798706 Epoch 13: train loss 0.6024266017807854 Epoch 13: val loss 0.631569504737854 Epoch 14: train loss 0.6058660116460588 Epoch 14: val loss 0.63374263048172 Epoch 15: train loss 0.600648370054033 Epoch 15: val loss 0.636502206325531 Epoch 16: train loss 0.5966982046763102 Epoch 16: val loss 0.6308932304382324 Epoch 17: train loss 0.5790756576591067 Epoch 17: val loss 0.6219910383224487 Epoch 18: train loss 0.5958783725897471 Epoch 18: val loss 0.6227564215660095 Epoch 19: train loss 0.58708612786399 Epoch 19: val loss 0.6325641870498657 Epoch 20: train loss 0.5843503905667199 Epoch 20: val loss 0.6383316516876221 Epoch 21: train loss 0.5936134490701888 Epoch 21: val loss 0.632962703704834 Epoch 22: train loss 0.5690104133552976 Epoch 22: val loss 0.6334584355354309 Epoch 23: train loss 0.5514683061175876 Epoch 23: val loss 0.6421021819114685 Epoch 24: train loss 0.568192160791821 Epoch 24: val loss 0.6366342306137085
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6858156389660306 Epoch 0: val loss 0.6708293557167053 Epoch 1: train loss 0.6707437766922845 Epoch 1: val loss 0.6661244630813599 Epoch 2: train loss 0.6559741894404093 Epoch 2: val loss 0.6604496836662292 Epoch 3: train loss 0.6531981097327338 Epoch 3: val loss 0.6552273631095886 Epoch 4: train loss 0.6522510846455892 Epoch 4: val loss 0.6523699760437012 Epoch 5: train loss 0.650944385263655 Epoch 5: val loss 0.6496334075927734 Epoch 6: train loss 0.6495292120509677 Epoch 6: val loss 0.6514288783073425 Epoch 7: train loss 0.6327791412671407 Epoch 7: val loss 0.6486870050430298 Epoch 8: train loss 0.6384344432089064 Epoch 8: val loss 0.6406633853912354 Epoch 9: train loss 0.63483198483785 Epoch 9: val loss 0.6334444880485535 Epoch 10: train loss 0.6200695898797777 Epoch 10: val loss 0.6340436935424805 Epoch 11: train loss 0.6175072855419583 Epoch 11: val loss 0.6383280158042908 Epoch 12: train loss 0.5980397595299615 Epoch 12: val loss 0.635744571685791 Epoch 13: train loss 0.6173445251252916 Epoch 13: val loss 0.6329023838043213 Epoch 14: train loss 0.5871269636683993 Epoch 14: val loss 0.6333184838294983 Epoch 15: train loss 0.5957197944323221 Epoch 15: val loss 0.6357656717300415 Epoch 16: train loss 0.5891837543911405 Epoch 16: val loss 0.629808783531189 Epoch 17: train loss 0.591195821762085 Epoch 17: val loss 0.6257458329200745 Epoch 18: train loss 0.5627420941988627 Epoch 18: val loss 0.6246680021286011 Epoch 19: train loss 0.5712195767296685 Epoch 19: val loss 0.6246711611747742 Epoch 20: train loss 0.5512859920660654 Epoch 20: val loss 0.6264476180076599 Epoch 21: train loss 0.5737531979878744 Epoch 21: val loss 0.6306938529014587 Epoch 22: train loss 0.5440800885359446 Epoch 22: val loss 0.6288079023361206 Epoch 23: train loss 0.5456121000978682 Epoch 23: val loss 0.6334795355796814 Epoch 24: train loss 0.5423910154236687 Epoch 24: val loss 0.6354061365127563
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875704129536947 Epoch 0: val loss 0.682985782623291 Epoch 1: train loss 0.6742810275819566 Epoch 1: val loss 0.676862895488739 Epoch 2: train loss 0.6597046189837985 Epoch 2: val loss 0.6792276501655579 Epoch 3: train loss 0.6373578839831882 Epoch 3: val loss 0.6823456287384033 Epoch 4: train loss 0.6430621014700996 Epoch 4: val loss 0.680497407913208 Epoch 5: train loss 0.6440480947494507 Epoch 5: val loss 0.6782904863357544 Epoch 6: train loss 0.6418724921014574 Epoch 6: val loss 0.6755249500274658 Epoch 7: train loss 0.6261743903160095 Epoch 7: val loss 0.6800776720046997 Epoch 8: train loss 0.6333069536421034 Epoch 8: val loss 0.6790010333061218 Epoch 9: train loss 0.6179266770680746 Epoch 9: val loss 0.6761319637298584 Epoch 10: train loss 0.6173775460984972 Epoch 10: val loss 0.672540545463562 Epoch 11: train loss 0.6166483759880066 Epoch 11: val loss 0.6702280640602112 Epoch 12: train loss 0.5953776141007742 Epoch 12: val loss 0.6667653322219849 Epoch 13: train loss 0.6085979474915398 Epoch 13: val loss 0.6638619899749756 Epoch 14: train loss 0.6224540405803256 Epoch 14: val loss 0.6616114974021912 Epoch 15: train loss 0.6014755798710717 Epoch 15: val loss 0.6621283292770386 Epoch 16: train loss 0.59711178806093 Epoch 16: val loss 0.6624071002006531 Epoch 17: train loss 0.6159664458698697 Epoch 17: val loss 0.6631590723991394 Epoch 18: train loss 0.6089312235514323 Epoch 18: val loss 0.663810670375824 Epoch 19: train loss 0.604326413737403 Epoch 19: val loss 0.6587599515914917 Epoch 20: train loss 0.5929456849892935 Epoch 20: val loss 0.6623467803001404 Epoch 21: train loss 0.576874875360065 Epoch 21: val loss 0.660056471824646 Epoch 22: train loss 0.5786107083161672 Epoch 22: val loss 0.658040463924408 Epoch 23: train loss 0.5818489359484779 Epoch 23: val loss 0.6584840416908264 Epoch 24: train loss 0.5683106415801578 Epoch 24: val loss 0.6603180766105652
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7110727959209018 Epoch 0: val loss 0.6962339878082275 Epoch 1: train loss 0.6892823047108121 Epoch 1: val loss 0.6896641254425049 Epoch 2: train loss 0.6800617443190681 Epoch 2: val loss 0.6830013990402222 Epoch 3: train loss 0.6717165377404954 Epoch 3: val loss 0.6764299869537354 Epoch 4: train loss 0.6721928185886807 Epoch 4: val loss 0.6694582104682922 Epoch 5: train loss 0.6716954774326749 Epoch 5: val loss 0.6646265387535095 Epoch 6: train loss 0.6678113473786248 Epoch 6: val loss 0.6632736921310425 Epoch 7: train loss 0.6482646332846748 Epoch 7: val loss 0.6604975461959839 Epoch 8: train loss 0.644090109401279 Epoch 8: val loss 0.6586645245552063 Epoch 9: train loss 0.6447813908259074 Epoch 9: val loss 0.6582046151161194 Epoch 10: train loss 0.6383689244588217 Epoch 10: val loss 0.658791720867157 Epoch 11: train loss 0.6336244344711304 Epoch 11: val loss 0.6541475653648376 Epoch 12: train loss 0.6224068535698785 Epoch 12: val loss 0.6521844267845154 Epoch 13: train loss 0.6414211955335405 Epoch 13: val loss 0.6478273272514343 Epoch 14: train loss 0.6350369917021857 Epoch 14: val loss 0.6443958282470703 Epoch 15: train loss 0.6254988776312934 Epoch 15: val loss 0.6429827213287354 Epoch 16: train loss 0.6199092070261637 Epoch 16: val loss 0.6448699831962585 Epoch 17: train loss 0.6251471439997355 Epoch 17: val loss 0.64936363697052 Epoch 18: train loss 0.6052706241607666 Epoch 18: val loss 0.6507889628410339 Epoch 19: train loss 0.5896165635850694 Epoch 19: val loss 0.6429125070571899 Epoch 20: train loss 0.5960122876697116 Epoch 20: val loss 0.6384496688842773 Epoch 21: train loss 0.5944703883594937 Epoch 21: val loss 0.6335861086845398 Epoch 22: train loss 0.5875262088245816 Epoch 22: val loss 0.6353482007980347 Epoch 23: train loss 0.5903194513585832 Epoch 23: val loss 0.63678377866745 Epoch 24: train loss 0.5750110646088918 Epoch 24: val loss 0.6408818364143372
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7017679711182913 Epoch 0: val loss 0.6821090579032898 Epoch 1: train loss 0.6984853645165762 Epoch 1: val loss 0.6663145422935486 Epoch 2: train loss 0.6836695323387781 Epoch 2: val loss 0.6570069193840027 Epoch 3: train loss 0.6587521781524023 Epoch 3: val loss 0.6479786038398743 Epoch 4: train loss 0.63938241203626 Epoch 4: val loss 0.640386700630188 Epoch 5: train loss 0.6323445290327072 Epoch 5: val loss 0.6377860307693481 Epoch 6: train loss 0.6218237727880478 Epoch 6: val loss 0.6428905725479126 Epoch 7: train loss 0.6515195270379385 Epoch 7: val loss 0.6348721981048584 Epoch 8: train loss 0.6173838078975677 Epoch 8: val loss 0.6341923475265503 Epoch 9: train loss 0.6064816017945608 Epoch 9: val loss 0.6341109871864319 Epoch 10: train loss 0.6185119251410166 Epoch 10: val loss 0.6359111070632935 Epoch 11: train loss 0.6062968820333481 Epoch 11: val loss 0.6330534815788269 Epoch 12: train loss 0.5920923501253128 Epoch 12: val loss 0.6277527213096619 Epoch 13: train loss 0.5986663674314817 Epoch 13: val loss 0.6331333518028259 Epoch 14: train loss 0.5882865438858668 Epoch 14: val loss 0.6443610787391663 Epoch 15: train loss 0.6049555540084839 Epoch 15: val loss 0.6489657163619995 Epoch 16: train loss 0.5834214935700098 Epoch 16: val loss 0.6437022089958191 Epoch 17: train loss 0.5744991724689802 Epoch 17: val loss 0.6223528981208801 Epoch 18: train loss 0.5855330477158228 Epoch 18: val loss 0.6232578754425049 Epoch 19: train loss 0.5903306057055792 Epoch 19: val loss 0.6372804045677185 Epoch 20: train loss 0.5724099750320116 Epoch 20: val loss 0.6340265870094299 Epoch 21: train loss 0.5929927056034406 Epoch 21: val loss 0.6334214806556702
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7059752762317657 Epoch 0: val loss 0.6787441968917847 Epoch 1: train loss 0.6674806833267212 Epoch 1: val loss 0.6579569578170776 Epoch 2: train loss 0.6470244944095611 Epoch 2: val loss 0.6392321586608887 Epoch 3: train loss 0.604931914806366 Epoch 3: val loss 0.6191585063934326 Epoch 4: train loss 0.6046613156795502 Epoch 4: val loss 0.599733293056488 Epoch 5: train loss 0.5552961617708206 Epoch 5: val loss 0.5784607529640198 Epoch 6: train loss 0.5486733973026275 Epoch 6: val loss 0.5490345358848572 Epoch 7: train loss 0.5566262006759644 Epoch 7: val loss 0.5156350135803223 Epoch 8: train loss 0.458337864279747 Epoch 8: val loss 0.4904327392578125 Epoch 9: train loss 0.4873352199792862 Epoch 9: val loss 0.4695770740509033 Epoch 10: train loss 0.4257467746734619 Epoch 10: val loss 0.46241888403892517 Epoch 11: train loss 0.4129304766654968 Epoch 11: val loss 0.45211687684059143 Epoch 12: train loss 0.4007278800010681 Epoch 12: val loss 0.44215163588523865 Epoch 13: train loss 0.38153486996889113 Epoch 13: val loss 0.4373188018798828 Epoch 14: train loss 0.3883968532085419 Epoch 14: val loss 0.4406253397464752 Epoch 15: train loss 0.38842816948890685 Epoch 15: val loss 0.4417766332626343 Epoch 16: train loss 0.3783576741814613 Epoch 16: val loss 0.44006091356277466 Epoch 17: train loss 0.3640180751681328 Epoch 17: val loss 0.44186538457870483 Epoch 18: train loss 0.3849536687135696 Epoch 18: val loss 0.453946977853775 Epoch 19: train loss 0.37873780727386475 Epoch 19: val loss 0.4461123049259186 Epoch 20: train loss 0.3679868966341019 Epoch 20: val loss 0.44515249133110046 Epoch 21: train loss 0.3763887077569962 Epoch 21: val loss 0.44115230441093445 Epoch 22: train loss 0.37200665324926374 Epoch 22: val loss 0.43598413467407227 Epoch 23: train loss 0.3652701169252396 Epoch 23: val loss 0.44097959995269775 Epoch 24: train loss 0.36240495145320895 Epoch 24: val loss 0.43763938546180725
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.644820636510849 Epoch 0: val loss 0.6348072290420532 Epoch 1: train loss 0.6320509135723114 Epoch 1: val loss 0.601387619972229 Epoch 2: train loss 0.578734090924263 Epoch 2: val loss 0.5760967135429382 Epoch 3: train loss 0.5670268476009369 Epoch 3: val loss 0.5472195744514465 Epoch 4: train loss 0.5376637041568756 Epoch 4: val loss 0.5173407196998596 Epoch 5: train loss 0.5144773721694946 Epoch 5: val loss 0.4888439476490021 Epoch 6: train loss 0.5177710741758347 Epoch 6: val loss 0.46694931387901306 Epoch 7: train loss 0.4529255121946335 Epoch 7: val loss 0.44732120633125305 Epoch 8: train loss 0.4355521023273468 Epoch 8: val loss 0.4277884066104889 Epoch 9: train loss 0.442994287610054 Epoch 9: val loss 0.42819902300834656 Epoch 10: train loss 0.4184730499982834 Epoch 10: val loss 0.4224545359611511 Epoch 11: train loss 0.5242636233568192 Epoch 11: val loss 0.42554062604904175 Epoch 12: train loss 0.4089214563369751 Epoch 12: val loss 0.42616337537765503 Epoch 13: train loss 0.3966860741376877 Epoch 13: val loss 0.4319317042827606 Epoch 14: train loss 0.45406769067049024 Epoch 14: val loss 0.4810892939567566 Epoch 15: train loss 0.42781256437301635 Epoch 15: val loss 0.4370518922805786 Epoch 16: train loss 0.40164376199245455 Epoch 16: val loss 0.43954065442085266 Epoch 17: train loss 0.3784439504146576 Epoch 17: val loss 0.4394412934780121 Epoch 18: train loss 0.4060059815645218 Epoch 18: val loss 0.4361419677734375 Epoch 19: train loss 0.4273433402180672 Epoch 19: val loss 0.4505545198917389 Epoch 20: train loss 0.3592227429151535 Epoch 20: val loss 0.4526294767856598 Epoch 21: train loss 0.4595139428973198 Epoch 21: val loss 0.4385637044906616 Epoch 22: train loss 0.3808895468711853 Epoch 22: val loss 0.45149677991867065 Epoch 23: train loss 0.4127929717302322 Epoch 23: val loss 0.448355495929718 Epoch 24: train loss 0.36042470633983614 Epoch 24: val loss 0.43585243821144104
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6466271638870239 Epoch 0: val loss 0.6371908187866211 Epoch 1: train loss 0.6082667827606201 Epoch 1: val loss 0.590315043926239 Epoch 2: train loss 0.5572871744632721 Epoch 2: val loss 0.5472884178161621 Epoch 3: train loss 0.5246131956577301 Epoch 3: val loss 0.5197311639785767 Epoch 4: train loss 0.4919589817523956 Epoch 4: val loss 0.4782539904117584 Epoch 5: train loss 0.4682931751012802 Epoch 5: val loss 0.4597688615322113 Epoch 6: train loss 0.4477263778448105 Epoch 6: val loss 0.45477667450904846 Epoch 7: train loss 0.4676387429237366 Epoch 7: val loss 0.44196245074272156 Epoch 8: train loss 0.4188774347305298 Epoch 8: val loss 0.4730573892593384 Epoch 9: train loss 0.43140880167484286 Epoch 9: val loss 0.4294005036354065 Epoch 10: train loss 0.424951383471489 Epoch 10: val loss 0.4068642556667328 Epoch 11: train loss 0.44308810532093046 Epoch 11: val loss 0.42659303545951843 Epoch 12: train loss 0.406734274327755 Epoch 12: val loss 0.42452114820480347 Epoch 13: train loss 0.4322045087814331 Epoch 13: val loss 0.44206616282463074 Epoch 14: train loss 0.41775540709495546 Epoch 14: val loss 0.42399027943611145 Epoch 15: train loss 0.4137177214026451 Epoch 15: val loss 0.42907971143722534 Epoch 16: train loss 0.38732772767543794 Epoch 16: val loss 0.4271793067455292 Epoch 17: train loss 0.3874426640570164 Epoch 17: val loss 0.42357388138771057 Epoch 18: train loss 0.4712822362780571 Epoch 18: val loss 0.43129655718803406 Epoch 19: train loss 0.40106865763664246 Epoch 19: val loss 0.4327923357486725 Epoch 20: train loss 0.45378453433513644 Epoch 20: val loss 0.43210649490356445 Epoch 21: train loss 0.4187878966331482 Epoch 21: val loss 0.42041632533073425 Epoch 22: train loss 0.4026544585824013 Epoch 22: val loss 0.4385463297367096 Epoch 23: train loss 0.3956661283969879 Epoch 23: val loss 0.44178006052970886 Epoch 24: train loss 0.42707768380641936 Epoch 24: val loss 0.45120513439178467
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6860175132751465 Epoch 0: val loss 0.664294421672821 Epoch 1: train loss 0.6485975384712219 Epoch 1: val loss 0.644392192363739 Epoch 2: train loss 0.6212977707386017 Epoch 2: val loss 0.6195360422134399 Epoch 3: train loss 0.593454772233963 Epoch 3: val loss 0.5854532122612 Epoch 4: train loss 0.5804641366004943 Epoch 4: val loss 0.5515464544296265 Epoch 5: train loss 0.5316209465265274 Epoch 5: val loss 0.5153647661209106 Epoch 6: train loss 0.512038865685463 Epoch 6: val loss 0.48522496223449707 Epoch 7: train loss 0.5000977933406829 Epoch 7: val loss 0.45848503708839417 Epoch 8: train loss 0.4553169637918472 Epoch 8: val loss 0.4500148892402649 Epoch 9: train loss 0.4386630177497864 Epoch 9: val loss 0.43470823764801025 Epoch 10: train loss 0.44129674732685087 Epoch 10: val loss 0.430951863527298 Epoch 11: train loss 0.433130732178688 Epoch 11: val loss 0.45230117440223694 Epoch 12: train loss 0.4790864259004593 Epoch 12: val loss 0.44388002157211304 Epoch 13: train loss 0.42844258844852445 Epoch 13: val loss 0.421878457069397 Epoch 14: train loss 0.3931094631552696 Epoch 14: val loss 0.4310998022556305 Epoch 15: train loss 0.526061800122261 Epoch 15: val loss 0.43508729338645935 Epoch 16: train loss 0.39609159231185914 Epoch 16: val loss 0.43951869010925293 Epoch 17: train loss 0.41316433548927306 Epoch 17: val loss 0.44517865777015686 Epoch 18: train loss 0.42137607336044314 Epoch 18: val loss 0.4468603730201721 Epoch 19: train loss 0.4289696663618088 Epoch 19: val loss 0.4513779580593109 Epoch 20: train loss 0.3994643181562424 Epoch 20: val loss 0.45082327723503113 Epoch 21: train loss 0.41094615012407304 Epoch 21: val loss 0.45632585883140564 Epoch 22: train loss 0.3768391475081444 Epoch 22: val loss 0.4812559187412262 Epoch 23: train loss 0.37767213135957717 Epoch 23: val loss 0.46344485878944397 Epoch 24: train loss 0.3794280603528023 Epoch 24: val loss 0.46421900391578674
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.679557951597067 Epoch 0: val loss 0.6702962517738342 Epoch 1: train loss 0.6316221631490267 Epoch 1: val loss 0.6412383317947388 Epoch 2: train loss 0.5857818470551417 Epoch 2: val loss 0.6002541184425354 Epoch 3: train loss 0.55687550168771 Epoch 3: val loss 0.5603451728820801 Epoch 4: train loss 0.5140031048884759 Epoch 4: val loss 0.5269188284873962 Epoch 5: train loss 0.46888680641467756 Epoch 5: val loss 0.49128231406211853 Epoch 6: train loss 0.4452167726480044 Epoch 6: val loss 0.46068423986434937 Epoch 7: train loss 0.4063243567943573 Epoch 7: val loss 0.46192705631256104 Epoch 8: train loss 0.4007564542385248 Epoch 8: val loss 0.44833067059516907 Epoch 9: train loss 0.4151529876085428 Epoch 9: val loss 0.4369947016239166 Epoch 10: train loss 0.4034398805636626 Epoch 10: val loss 0.41254961490631104 Epoch 11: train loss 0.4150624000109159 Epoch 11: val loss 0.44070863723754883 Epoch 12: train loss 0.4079424807658562 Epoch 12: val loss 0.4341880977153778 Epoch 13: train loss 0.40419264481617856 Epoch 13: val loss 0.43138620257377625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7032914161682129 Epoch 0: val loss 0.6897982954978943 Epoch 1: train loss 0.6835545030507174 Epoch 1: val loss 0.6756823062896729 Epoch 2: train loss 0.6767021146687594 Epoch 2: val loss 0.6659287214279175 Epoch 3: train loss 0.6657235405661843 Epoch 3: val loss 0.6573446989059448 Epoch 4: train loss 0.6491838531060652 Epoch 4: val loss 0.6415753960609436 Epoch 5: train loss 0.6504671302708712 Epoch 5: val loss 0.6427568197250366 Epoch 6: train loss 0.6458572745323181 Epoch 6: val loss 0.6477879285812378 Epoch 7: train loss 0.636060357093811 Epoch 7: val loss 0.6391353607177734 Epoch 8: train loss 0.6341984868049622 Epoch 8: val loss 0.6262697577476501 Epoch 9: train loss 0.6203351291743192 Epoch 9: val loss 0.6214498281478882 Epoch 10: train loss 0.6328565424138849 Epoch 10: val loss 0.6295185685157776 Epoch 11: train loss 0.6178995533422991 Epoch 11: val loss 0.6228176355361938 Epoch 12: train loss 0.6082389083775607 Epoch 12: val loss 0.6197622418403625 Epoch 13: train loss 0.61840543421832 Epoch 13: val loss 0.6274717450141907 Epoch 14: train loss 0.5983461737632751 Epoch 14: val loss 0.6276333332061768 Epoch 15: train loss 0.5960711592977698 Epoch 15: val loss 0.6170631051063538 Epoch 16: train loss 0.5906268574974753 Epoch 16: val loss 0.6164818406105042 Epoch 17: train loss 0.5836202583529733 Epoch 17: val loss 0.6195799112319946 Epoch 18: train loss 0.5920327658003027 Epoch 18: val loss 0.6252090334892273 Epoch 19: train loss 0.5698471150614999 Epoch 19: val loss 0.6167901158332825 Epoch 20: train loss 0.5548659021204169 Epoch 20: val loss 0.6261884570121765 Epoch 21: train loss 0.5545904419638894 Epoch 21: val loss 0.6179673671722412 Epoch 22: train loss 0.5472713302482258 Epoch 22: val loss 0.6209367513656616 Epoch 23: train loss 0.54979454387318 Epoch 23: val loss 0.616181492805481 Epoch 24: train loss 0.5286618931726976 Epoch 24: val loss 0.6285718083381653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6845928809859536 Epoch 0: val loss 0.673150360584259 Epoch 1: train loss 0.6662638024850325 Epoch 1: val loss 0.6666902303695679 Epoch 2: train loss 0.6573851704597473 Epoch 2: val loss 0.6614566445350647 Epoch 3: train loss 0.6589905619621277 Epoch 3: val loss 0.6570935845375061 Epoch 4: train loss 0.6474832729859785 Epoch 4: val loss 0.6544895172119141 Epoch 5: train loss 0.6468120596625588 Epoch 5: val loss 0.650615930557251 Epoch 6: train loss 0.6469451514157382 Epoch 6: val loss 0.6471298933029175 Epoch 7: train loss 0.6220622712915594 Epoch 7: val loss 0.645656168460846 Epoch 8: train loss 0.6236506483771584 Epoch 8: val loss 0.64368736743927 Epoch 9: train loss 0.626385509967804 Epoch 9: val loss 0.6414819955825806 Epoch 10: train loss 0.6036668744954196 Epoch 10: val loss 0.6395843625068665 Epoch 11: train loss 0.6078912507403981 Epoch 11: val loss 0.6382907629013062 Epoch 12: train loss 0.5973048264330084 Epoch 12: val loss 0.6386792659759521 Epoch 13: train loss 0.5693131576884877 Epoch 13: val loss 0.6392311453819275 Epoch 14: train loss 0.5904457487843253 Epoch 14: val loss 0.638820230960846 Epoch 15: train loss 0.5836724449287761 Epoch 15: val loss 0.6346810460090637 Epoch 16: train loss 0.5777024057778445 Epoch 16: val loss 0.633251965045929 Epoch 17: train loss 0.5653880726207386 Epoch 17: val loss 0.6375795006752014 Epoch 18: train loss 0.5470216084610332 Epoch 18: val loss 0.6416657567024231 Epoch 19: train loss 0.566251435063102 Epoch 19: val loss 0.6435037851333618 Epoch 20: train loss 0.542172375050458 Epoch 20: val loss 0.6421077251434326 Epoch 21: train loss 0.5250717455690558 Epoch 21: val loss 0.643816351890564 Epoch 22: train loss 0.5400356650352478 Epoch 22: val loss 0.6428662538528442 Epoch 23: train loss 0.5247491950338538 Epoch 23: val loss 0.6390665173530579 Epoch 24: train loss 0.522454478523948 Epoch 24: val loss 0.63722825050354
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917370937087319 Epoch 0: val loss 0.6752151846885681 Epoch 1: train loss 0.6827990087595853 Epoch 1: val loss 0.6647005677223206 Epoch 2: train loss 0.6632591540163214 Epoch 2: val loss 0.6555402278900146 Epoch 3: train loss 0.6522744460539385 Epoch 3: val loss 0.6471748352050781 Epoch 4: train loss 0.6557773189111189 Epoch 4: val loss 0.6403584480285645 Epoch 5: train loss 0.6336218985644254 Epoch 5: val loss 0.6365209221839905 Epoch 6: train loss 0.6312384117733348 Epoch 6: val loss 0.6335043907165527 Epoch 7: train loss 0.626795389435508 Epoch 7: val loss 0.6292425394058228 Epoch 8: train loss 0.6167536106976595 Epoch 8: val loss 0.6317894458770752 Epoch 9: train loss 0.6022624644366178 Epoch 9: val loss 0.6314825415611267 Epoch 10: train loss 0.5847220420837402 Epoch 10: val loss 0.6284582018852234 Epoch 11: train loss 0.5701021308248694 Epoch 11: val loss 0.6260700225830078 Epoch 12: train loss 0.5815967700698159 Epoch 12: val loss 0.6234697103500366 Epoch 13: train loss 0.5546794750473716 Epoch 13: val loss 0.6148881316184998 Epoch 14: train loss 0.5664012025703083 Epoch 14: val loss 0.615215539932251 Epoch 15: train loss 0.5575619800524279 Epoch 15: val loss 0.6146437525749207 Epoch 16: train loss 0.5546914339065552 Epoch 16: val loss 0.6122578978538513 Epoch 17: train loss 0.5459550998427651 Epoch 17: val loss 0.6067491769790649 Epoch 18: train loss 0.5508601773868907 Epoch 18: val loss 0.6076937317848206 Epoch 19: train loss 0.5263227034698833 Epoch 19: val loss 0.603063702583313 Epoch 20: train loss 0.5147514939308167 Epoch 20: val loss 0.5914115309715271 Epoch 21: train loss 0.5096391493623907 Epoch 21: val loss 0.6000596880912781 Epoch 22: train loss 0.5107542628591711 Epoch 22: val loss 0.5986911058425903 Epoch 23: train loss 0.5010444061322645 Epoch 23: val loss 0.599610447883606 Epoch 24: train loss 0.5131125964901664 Epoch 24: val loss 0.6091206073760986
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7048196575858376 Epoch 0: val loss 0.7023105025291443 Epoch 1: train loss 0.6826747114008124 Epoch 1: val loss 0.70122891664505 Epoch 2: train loss 0.676870503208854 Epoch 2: val loss 0.6870202422142029 Epoch 3: train loss 0.6523424495350231 Epoch 3: val loss 0.6737017631530762 Epoch 4: train loss 0.6377242207527161 Epoch 4: val loss 0.6678492426872253 Epoch 5: train loss 0.6313659277829257 Epoch 5: val loss 0.6676129698753357 Epoch 6: train loss 0.630277855829759 Epoch 6: val loss 0.6608350276947021 Epoch 7: train loss 0.6070241169496016 Epoch 7: val loss 0.6546715497970581 Epoch 8: train loss 0.6140768690542742 Epoch 8: val loss 0.6599717140197754 Epoch 9: train loss 0.6064541394060309 Epoch 9: val loss 0.6579541563987732 Epoch 10: train loss 0.5967227057977156 Epoch 10: val loss 0.6616848111152649 Epoch 11: train loss 0.6105768030340021 Epoch 11: val loss 0.6540021300315857 Epoch 12: train loss 0.584294552152807 Epoch 12: val loss 0.6488090753555298 Epoch 13: train loss 0.600598465312611 Epoch 13: val loss 0.6497443914413452 Epoch 14: train loss 0.5843699682842601 Epoch 14: val loss 0.6518739461898804 Epoch 15: train loss 0.5704607367515564 Epoch 15: val loss 0.6528089046478271 Epoch 16: train loss 0.5460781238295815 Epoch 16: val loss 0.6532272696495056 Epoch 17: train loss 0.5775810967792164 Epoch 17: val loss 0.6540502905845642 Epoch 18: train loss 0.5833279138261621 Epoch 18: val loss 0.6408571600914001 Epoch 19: train loss 0.5643229376186024 Epoch 19: val loss 0.6388554573059082 Epoch 20: train loss 0.5739820355718787 Epoch 20: val loss 0.6406904458999634 Epoch 21: train loss 0.5626084967093035 Epoch 21: val loss 0.6166911721229553 Epoch 22: train loss 0.5495026111602783 Epoch 22: val loss 0.6284500360488892 Epoch 23: train loss 0.5302822644060309 Epoch 23: val loss 0.6343973875045776 Epoch 24: train loss 0.5316629436883059 Epoch 24: val loss 0.64593106508255
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6810629526774089 Epoch 0: val loss 0.6696122884750366 Epoch 1: train loss 0.6776085058848064 Epoch 1: val loss 0.6600021719932556 Epoch 2: train loss 0.6641440987586975 Epoch 2: val loss 0.6518177390098572 Epoch 3: train loss 0.638562802473704 Epoch 3: val loss 0.6425666213035583 Epoch 4: train loss 0.6483090321222941 Epoch 4: val loss 0.6343603730201721 Epoch 5: train loss 0.6309301773707072 Epoch 5: val loss 0.6302235722541809 Epoch 6: train loss 0.6199457526206971 Epoch 6: val loss 0.6256694197654724 Epoch 7: train loss 0.6142435391743978 Epoch 7: val loss 0.6275250911712646 Epoch 8: train loss 0.6303513646125793 Epoch 8: val loss 0.6216139793395996 Epoch 9: train loss 0.6266009052594502 Epoch 9: val loss 0.6214187741279602 Epoch 10: train loss 0.609981111685435 Epoch 10: val loss 0.6163164973258972 Epoch 11: train loss 0.6087257246176402 Epoch 11: val loss 0.6106184124946594 Epoch 12: train loss 0.6129071931044261 Epoch 12: val loss 0.6096237897872925 Epoch 13: train loss 0.5868034680684407 Epoch 13: val loss 0.6054532527923584 Epoch 14: train loss 0.5828478733698527 Epoch 14: val loss 0.5973952412605286 Epoch 15: train loss 0.5848604440689087 Epoch 15: val loss 0.5910466313362122 Epoch 16: train loss 0.5887906988461812 Epoch 16: val loss 0.58087557554245 Epoch 17: train loss 0.5763364652792613 Epoch 17: val loss 0.5759050250053406 Epoch 18: train loss 0.5653500258922577 Epoch 18: val loss 0.562843918800354 Epoch 19: train loss 0.5739918331305186 Epoch 19: val loss 0.5610490441322327 Epoch 20: train loss 0.5679052591323852 Epoch 20: val loss 0.5518590807914734 Epoch 21: train loss 0.5510714292526245 Epoch 21: val loss 0.5504401922225952 Epoch 22: train loss 0.5435038069883983 Epoch 22: val loss 0.5400429368019104
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7060413410266241 Epoch 0: val loss 0.6897523999214172 Epoch 1: train loss 0.6975530683994293 Epoch 1: val loss 0.6878013014793396 Epoch 2: train loss 0.6840946773687998 Epoch 2: val loss 0.6867420077323914 Epoch 3: train loss 0.6743969768285751 Epoch 3: val loss 0.6876677870750427 Epoch 4: train loss 0.6802199979623159 Epoch 4: val loss 0.6859261393547058 Epoch 5: train loss 0.6880794366200765 Epoch 5: val loss 0.6813796758651733 Epoch 6: train loss 0.6496775398651758 Epoch 6: val loss 0.6797072291374207 Epoch 7: train loss 0.6383412579695383 Epoch 7: val loss 0.676326334476471 Epoch 8: train loss 0.6545985440413157 Epoch 8: val loss 0.6737321615219116 Epoch 9: train loss 0.6362030704816183 Epoch 9: val loss 0.6650821566581726 Epoch 10: train loss 0.6303118417660395 Epoch 10: val loss 0.65028977394104 Epoch 11: train loss 0.6288675218820572 Epoch 11: val loss 0.6392131447792053 Epoch 12: train loss 0.6158364564180374 Epoch 12: val loss 0.6325981020927429 Epoch 13: train loss 0.6204704195261002 Epoch 13: val loss 0.6201014518737793 Epoch 14: train loss 0.5806837330261866 Epoch 14: val loss 0.6163917779922485 Epoch 15: train loss 0.5837956592440605 Epoch 15: val loss 0.6143282651901245 Epoch 16: train loss 0.568484236796697 Epoch 16: val loss 0.6109937429428101 Epoch 17: train loss 0.5295153657595316 Epoch 17: val loss 0.6113967299461365 Epoch 18: train loss 0.545400341351827 Epoch 18: val loss 0.614357590675354 Epoch 19: train loss 0.5646550332506498 Epoch 19: val loss 0.6177112460136414 Epoch 20: train loss 0.5327979723612467 Epoch 20: val loss 0.6312136650085449 Epoch 21: train loss 0.513077345987161 Epoch 21: val loss 0.6368025541305542 Epoch 22: train loss 0.5241865913073221 Epoch 22: val loss 0.6378502249717712 Epoch 23: train loss 0.5175002266963323 Epoch 23: val loss 0.6439825296401978 Epoch 24: train loss 0.5039388040701548 Epoch 24: val loss 0.6581466197967529
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953979780276617 Epoch 0: val loss 0.6578964591026306 Epoch 1: train loss 0.6706103682518005 Epoch 1: val loss 0.6372297406196594 Epoch 2: train loss 0.6643546173969904 Epoch 2: val loss 0.6258184909820557 Epoch 3: train loss 0.6584540257851282 Epoch 3: val loss 0.6121919751167297 Epoch 4: train loss 0.6446332633495331 Epoch 4: val loss 0.6005334258079529 Epoch 5: train loss 0.6393866688013077 Epoch 5: val loss 0.5945885181427002 Epoch 6: train loss 0.6273650924364725 Epoch 6: val loss 0.5904785394668579 Epoch 7: train loss 0.6199038277069727 Epoch 7: val loss 0.5889245867729187 Epoch 8: train loss 0.6367180546124777 Epoch 8: val loss 0.592697024345398 Epoch 9: train loss 0.6192617764075597 Epoch 9: val loss 0.592890202999115 Epoch 10: train loss 0.6009721830487251 Epoch 10: val loss 0.5855036973953247 Epoch 11: train loss 0.6085311621427536 Epoch 11: val loss 0.5847646594047546 Epoch 12: train loss 0.5961267898480097 Epoch 12: val loss 0.5833344459533691 Epoch 13: train loss 0.5946008960405985 Epoch 13: val loss 0.5785042643547058 Epoch 14: train loss 0.5931588262319565 Epoch 14: val loss 0.5764974355697632 Epoch 15: train loss 0.5734661047657331 Epoch 15: val loss 0.5689710974693298 Epoch 16: train loss 0.5765247046947479 Epoch 16: val loss 0.5705803632736206 Epoch 17: train loss 0.5734218979875246 Epoch 17: val loss 0.5745662450790405 Epoch 18: train loss 0.5641348510980606 Epoch 18: val loss 0.5776668190956116 Epoch 19: train loss 0.5644469956556956 Epoch 19: val loss 0.5888208746910095 Epoch 20: train loss 0.5439894869923592 Epoch 20: val loss 0.5757409930229187 Epoch 21: train loss 0.5713405484954516 Epoch 21: val loss 0.5644225478172302 Epoch 22: train loss 0.5416410441199938 Epoch 22: val loss 0.5728556513786316 Epoch 23: train loss 0.5333078851302465 Epoch 23: val loss 0.5712264180183411 Epoch 24: train loss 0.5511302401622137 Epoch 24: val loss 0.5767853856086731
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7030934939781824 Epoch 0: val loss 0.6859643459320068 Epoch 1: train loss 0.7044140100479126 Epoch 1: val loss 0.6810916662216187 Epoch 2: train loss 0.6839239448308945 Epoch 2: val loss 0.6759205460548401 Epoch 3: train loss 0.6747814466555914 Epoch 3: val loss 0.6679639220237732 Epoch 4: train loss 0.6793588250875473 Epoch 4: val loss 0.6601609587669373 Epoch 5: train loss 0.6556252688169479 Epoch 5: val loss 0.6551699638366699 Epoch 6: train loss 0.6570990085601807 Epoch 6: val loss 0.646555483341217 Epoch 7: train loss 0.6433896323045095 Epoch 7: val loss 0.6396305561065674 Epoch 8: train loss 0.6251771400372187 Epoch 8: val loss 0.634352445602417 Epoch 9: train loss 0.6248420228560766 Epoch 9: val loss 0.626570463180542 Epoch 10: train loss 0.6128305941820145 Epoch 10: val loss 0.6206064820289612 Epoch 11: train loss 0.5890035827954611 Epoch 11: val loss 0.6186749935150146 Epoch 12: train loss 0.6040036280949911 Epoch 12: val loss 0.6211131811141968 Epoch 13: train loss 0.6073339680830637 Epoch 13: val loss 0.6255250573158264 Epoch 14: train loss 0.6083731229106585 Epoch 14: val loss 0.6229851245880127 Epoch 15: train loss 0.5899073878924052 Epoch 15: val loss 0.6227961778640747 Epoch 16: train loss 0.5872554952899615 Epoch 16: val loss 0.6193557977676392 Epoch 17: train loss 0.5725797290603319 Epoch 17: val loss 0.6214109063148499 Epoch 18: train loss 0.5557610640923182 Epoch 18: val loss 0.6280766129493713 Epoch 19: train loss 0.5631527006626129 Epoch 19: val loss 0.6268941760063171 Epoch 20: train loss 0.5610607663790385 Epoch 20: val loss 0.6253873109817505 Epoch 21: train loss 0.5384390925367674 Epoch 21: val loss 0.6310621500015259 Epoch 22: train loss 0.556586983303229 Epoch 22: val loss 0.6311426162719727 Epoch 23: train loss 0.5594525734583536 Epoch 23: val loss 0.6313247084617615 Epoch 24: train loss 0.5400872702399889 Epoch 24: val loss 0.6246172189712524
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000105182329813 Epoch 0: val loss 0.6932507753372192 Epoch 1: train loss 0.6797650208075842 Epoch 1: val loss 0.6920196413993835 Epoch 2: train loss 0.6717798511187235 Epoch 2: val loss 0.6907315254211426 Epoch 3: train loss 0.6625458101431528 Epoch 3: val loss 0.6822341084480286 Epoch 4: train loss 0.6504908353090286 Epoch 4: val loss 0.6751452088356018 Epoch 5: train loss 0.6499910652637482 Epoch 5: val loss 0.6802166700363159 Epoch 6: train loss 0.6275018900632858 Epoch 6: val loss 0.6942141652107239 Epoch 7: train loss 0.6302498479684194 Epoch 7: val loss 0.6939252018928528 Epoch 8: train loss 0.6287253300348917 Epoch 8: val loss 0.6927334070205688 Epoch 9: train loss 0.6178706487019857 Epoch 9: val loss 0.6858739256858826 Epoch 10: train loss 0.6042759368817011 Epoch 10: val loss 0.681758463382721 Epoch 11: train loss 0.6125691284735998 Epoch 11: val loss 0.6926414966583252 Epoch 12: train loss 0.6016595860322317 Epoch 12: val loss 0.7048847675323486 Epoch 13: train loss 0.5949255377054214 Epoch 13: val loss 0.6989230513572693 Epoch 14: train loss 0.6008104383945465 Epoch 14: val loss 0.7049782872200012 Epoch 15: train loss 0.6163714354236921 Epoch 15: val loss 0.7139190435409546 Epoch 16: train loss 0.5984696547190348 Epoch 16: val loss 0.6938764452934265 Epoch 17: train loss 0.5917031243443489 Epoch 17: val loss 0.6965065598487854 Epoch 18: train loss 0.5848864565292994 Epoch 18: val loss 0.6907978057861328 Epoch 19: train loss 0.573521688580513 Epoch 19: val loss 0.7026848793029785 Epoch 20: train loss 0.5878446797529856 Epoch 20: val loss 0.7004451751708984 Epoch 21: train loss 0.5682748133937517 Epoch 21: val loss 0.7062537670135498 Epoch 22: train loss 0.5772630373636881 Epoch 22: val loss 0.7047293186187744 Epoch 23: train loss 0.5842544386784235 Epoch 23: val loss 0.6966677308082581 Epoch 24: train loss 0.5528180624047915 Epoch 24: val loss 0.7034861445426941
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7085786499083042 Epoch 0: val loss 0.7032690644264221 Epoch 1: train loss 0.6924795731902122 Epoch 1: val loss 0.6971926093101501 Epoch 2: train loss 0.6974046677350998 Epoch 2: val loss 0.6911791563034058 Epoch 3: train loss 0.6754138208925724 Epoch 3: val loss 0.6824823021888733 Epoch 4: train loss 0.6746905669569969 Epoch 4: val loss 0.6736330986022949 Epoch 5: train loss 0.6485223770141602 Epoch 5: val loss 0.6643213033676147 Epoch 6: train loss 0.6477684751152992 Epoch 6: val loss 0.6507960557937622 Epoch 7: train loss 0.6351391114294529 Epoch 7: val loss 0.6415958404541016 Epoch 8: train loss 0.6216918379068375 Epoch 8: val loss 0.6384665966033936 Epoch 9: train loss 0.6165715735405684 Epoch 9: val loss 0.6465529799461365 Epoch 10: train loss 0.6058416850864887 Epoch 10: val loss 0.6365790367126465 Epoch 11: train loss 0.6188421621918678 Epoch 11: val loss 0.6307647824287415 Epoch 12: train loss 0.6068496778607368 Epoch 12: val loss 0.6418169140815735 Epoch 13: train loss 0.6098002456128597 Epoch 13: val loss 0.6291161775588989 Epoch 14: train loss 0.5889459643512964 Epoch 14: val loss 0.6289855241775513 Epoch 15: train loss 0.5983328800648451 Epoch 15: val loss 0.6351612210273743 Epoch 16: train loss 0.5971131231635809 Epoch 16: val loss 0.6351516842842102 Epoch 17: train loss 0.5821406301110983 Epoch 17: val loss 0.6269670724868774 Epoch 18: train loss 0.6021057963371277 Epoch 18: val loss 0.6268847584724426 Epoch 19: train loss 0.5820013172924519 Epoch 19: val loss 0.6272020936012268 Epoch 20: train loss 0.5958946067839861 Epoch 20: val loss 0.6264361143112183
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7081577728192011 Epoch 0: val loss 0.6858688592910767 Epoch 1: train loss 0.6948308746019999 Epoch 1: val loss 0.6859071850776672 Epoch 2: train loss 0.6912091225385666 Epoch 2: val loss 0.6827160120010376 Epoch 3: train loss 0.6995145132144293 Epoch 3: val loss 0.6787446737289429 Epoch 4: train loss 0.6817609121402105 Epoch 4: val loss 0.675791323184967 Epoch 5: train loss 0.6885717511177063 Epoch 5: val loss 0.6724536418914795 Epoch 6: train loss 0.6710062573353449 Epoch 6: val loss 0.6676373481750488 Epoch 7: train loss 0.6793135652939478 Epoch 7: val loss 0.6634393334388733 Epoch 8: train loss 0.670427585641543 Epoch 8: val loss 0.6617709398269653 Epoch 9: train loss 0.6701107273499171 Epoch 9: val loss 0.659626841545105 Epoch 10: train loss 0.6718600789705912 Epoch 10: val loss 0.657733678817749 Epoch 11: train loss 0.6669843594233195 Epoch 11: val loss 0.6549050807952881 Epoch 12: train loss 0.6606408059597015 Epoch 12: val loss 0.6525313854217529 Epoch 13: train loss 0.6557657917340597 Epoch 13: val loss 0.6495926380157471 Epoch 14: train loss 0.6413970738649368 Epoch 14: val loss 0.6460109949111938 Epoch 15: train loss 0.6589653889338175 Epoch 15: val loss 0.6395373940467834 Epoch 16: train loss 0.6463775386412939 Epoch 16: val loss 0.6311839818954468 Epoch 17: train loss 0.6426954219738642 Epoch 17: val loss 0.6261508464813232 Epoch 18: train loss 0.6141780018806458 Epoch 18: val loss 0.6242508292198181 Epoch 19: train loss 0.6212516178687414 Epoch 19: val loss 0.6146678328514099 Epoch 20: train loss 0.6159248848756155 Epoch 20: val loss 0.6147972941398621 Epoch 21: train loss 0.6294972002506256 Epoch 21: val loss 0.6209203600883484 Epoch 22: train loss 0.6102400124073029 Epoch 22: val loss 0.6206353306770325 Epoch 23: train loss 0.5886448894937834 Epoch 23: val loss 0.6109579801559448 Epoch 24: train loss 0.6081011344989141 Epoch 24: val loss 0.6116757988929749
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.722721685965856 Epoch 0: val loss 0.7001094818115234 Epoch 1: train loss 0.7124729454517365 Epoch 1: val loss 0.6963756084442139 Epoch 2: train loss 0.6806868116060892 Epoch 2: val loss 0.6945251822471619 Epoch 3: train loss 0.6783557683229446 Epoch 3: val loss 0.6923372745513916 Epoch 4: train loss 0.6757482141256332 Epoch 4: val loss 0.6866787672042847 Epoch 5: train loss 0.6713989277680715 Epoch 5: val loss 0.682485044002533 Epoch 6: train loss 0.6638206392526627 Epoch 6: val loss 0.6772753596305847 Epoch 7: train loss 0.6538788825273514 Epoch 7: val loss 0.6710585355758667 Epoch 8: train loss 0.6502273033062617 Epoch 8: val loss 0.6672332882881165 Epoch 9: train loss 0.6514721165100733 Epoch 9: val loss 0.6659271121025085 Epoch 10: train loss 0.6328209390242895 Epoch 10: val loss 0.6611456274986267 Epoch 11: train loss 0.6379302640755972 Epoch 11: val loss 0.6553945541381836 Epoch 12: train loss 0.6365662763516108 Epoch 12: val loss 0.6530210971832275 Epoch 13: train loss 0.6292998045682907 Epoch 13: val loss 0.653481125831604 Epoch 14: train loss 0.6164029861489931 Epoch 14: val loss 0.6506137251853943 Epoch 15: train loss 0.6092105160156885 Epoch 15: val loss 0.6547438502311707 Epoch 16: train loss 0.6055676142374674 Epoch 16: val loss 0.6568701267242432 Epoch 17: train loss 0.613912562529246 Epoch 17: val loss 0.664010226726532 Epoch 18: train loss 0.6055246293544769 Epoch 18: val loss 0.662375807762146 Epoch 19: train loss 0.5948204149802526 Epoch 19: val loss 0.6554770469665527 Epoch 20: train loss 0.5967030227184296 Epoch 20: val loss 0.6541162133216858 Epoch 21: train loss 0.6239606936772665 Epoch 21: val loss 0.656971275806427 Epoch 22: train loss 0.6077552338441213 Epoch 22: val loss 0.6553625464439392 Epoch 23: train loss 0.5829052478075027 Epoch 23: val loss 0.6590854525566101 Epoch 24: train loss 0.612126886844635 Epoch 24: val loss 0.661648690700531
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7033262650171915 Epoch 0: val loss 0.7049170136451721 Epoch 1: train loss 0.6939514229695002 Epoch 1: val loss 0.6936033964157104 Epoch 2: train loss 0.6858272651831309 Epoch 2: val loss 0.6895137429237366 Epoch 3: train loss 0.6792333523432413 Epoch 3: val loss 0.6848702430725098 Epoch 4: train loss 0.6731953074534734 Epoch 4: val loss 0.6793631315231323 Epoch 5: train loss 0.6780204176902771 Epoch 5: val loss 0.6757599115371704 Epoch 6: train loss 0.6690956006447474 Epoch 6: val loss 0.6730460524559021 Epoch 7: train loss 0.6568108747402827 Epoch 7: val loss 0.6660788655281067 Epoch 8: train loss 0.6518436620632807 Epoch 8: val loss 0.6630833745002747 Epoch 9: train loss 0.6492606699466705 Epoch 9: val loss 0.6593995690345764 Epoch 10: train loss 0.6438556959231695 Epoch 10: val loss 0.6603047847747803 Epoch 11: train loss 0.6335391153891882 Epoch 11: val loss 0.662508487701416 Epoch 12: train loss 0.6444080968697866 Epoch 12: val loss 0.6495740413665771 Epoch 13: train loss 0.6270977308352789 Epoch 13: val loss 0.6527560353279114 Epoch 14: train loss 0.6277653674284617 Epoch 14: val loss 0.6490408182144165 Epoch 15: train loss 0.6244501769542694 Epoch 15: val loss 0.6496129631996155 Epoch 16: train loss 0.6301853011051813 Epoch 16: val loss 0.6432828307151794 Epoch 17: train loss 0.6216791768868765 Epoch 17: val loss 0.6400079727172852 Epoch 18: train loss 0.6274563819169998 Epoch 18: val loss 0.6448192000389099 Epoch 19: train loss 0.6448026150465012 Epoch 19: val loss 0.6474465727806091 Epoch 20: train loss 0.6306468894084295 Epoch 20: val loss 0.6444238424301147 Epoch 21: train loss 0.6131020685036978 Epoch 21: val loss 0.645288348197937 Epoch 22: train loss 0.6049624979496002 Epoch 22: val loss 0.6458649039268494 Epoch 23: train loss 0.6262968331575394 Epoch 23: val loss 0.6408054828643799 Epoch 24: train loss 0.6131473779678345 Epoch 24: val loss 0.6475450396537781
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931756188472112 Epoch 0: val loss 0.6878114938735962 Epoch 1: train loss 0.6661785542964935 Epoch 1: val loss 0.683765172958374 Epoch 2: train loss 0.6379619489113489 Epoch 2: val loss 0.686225414276123 Epoch 3: train loss 0.6305283606052399 Epoch 3: val loss 0.6934274435043335 Epoch 4: train loss 0.621340329448382 Epoch 4: val loss 0.6964120864868164 Epoch 5: train loss 0.6234270483255386 Epoch 5: val loss 0.7016046643257141 Epoch 6: train loss 0.605935588479042 Epoch 6: val loss 0.7010287642478943 Epoch 7: train loss 0.6114885061979294 Epoch 7: val loss 0.7061104774475098 Epoch 8: train loss 0.6040699183940887 Epoch 8: val loss 0.7097118496894836 Epoch 9: train loss 0.5992055460810661 Epoch 9: val loss 0.7029494047164917 Epoch 10: train loss 0.5865682810544968 Epoch 10: val loss 0.7051196098327637 Epoch 11: train loss 0.600907489657402 Epoch 11: val loss 0.7123315930366516 Epoch 12: train loss 0.5902247428894043 Epoch 12: val loss 0.7233870625495911 Epoch 13: train loss 0.6099238569537798 Epoch 13: val loss 0.7218468189239502 Epoch 14: train loss 0.5910438150167465 Epoch 14: val loss 0.7239456176757812 Epoch 15: train loss 0.6005351891120275 Epoch 15: val loss 0.7139655351638794 Epoch 16: train loss 0.5735603670279185 Epoch 16: val loss 0.7231950759887695 Epoch 17: train loss 0.5903526345888773 Epoch 17: val loss 0.7285284399986267 Epoch 18: train loss 0.5738780722022057 Epoch 18: val loss 0.7195660471916199 Epoch 19: train loss 0.5785742476582527 Epoch 19: val loss 0.7303378582000732 Epoch 20: train loss 0.581269937256972 Epoch 20: val loss 0.7280599474906921 Epoch 21: train loss 0.5688283344109853 Epoch 21: val loss 0.7403658628463745 Epoch 22: train loss 0.5756931180755297 Epoch 22: val loss 0.7420602440834045 Epoch 23: train loss 0.5704137086868286 Epoch 23: val loss 0.7446686625480652 Epoch 24: train loss 0.5872041831413904 Epoch 24: val loss 0.7375987768173218
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972544342279434 Epoch 0: val loss 0.7156537175178528 Epoch 1: train loss 0.6828548051416874 Epoch 1: val loss 0.715139627456665 Epoch 2: train loss 0.6782506220042706 Epoch 2: val loss 0.7171319127082825 Epoch 3: train loss 0.686667937785387 Epoch 3: val loss 0.714004635810852 Epoch 4: train loss 0.6749419681727886 Epoch 4: val loss 0.7125378251075745 Epoch 5: train loss 0.6632813885807991 Epoch 5: val loss 0.7062000632286072 Epoch 6: train loss 0.6572460532188416 Epoch 6: val loss 0.7019816040992737 Epoch 7: train loss 0.642665933817625 Epoch 7: val loss 0.6982228755950928 Epoch 8: train loss 0.6529550105333328 Epoch 8: val loss 0.6958773732185364 Epoch 9: train loss 0.6475218683481216 Epoch 9: val loss 0.6984296441078186 Epoch 10: train loss 0.6356923989951611 Epoch 10: val loss 0.696882963180542 Epoch 11: train loss 0.6309219151735306 Epoch 11: val loss 0.6921373605728149 Epoch 12: train loss 0.6239315792918205 Epoch 12: val loss 0.6883260607719421 Epoch 13: train loss 0.6030477918684483 Epoch 13: val loss 0.6836373209953308 Epoch 14: train loss 0.6350588202476501 Epoch 14: val loss 0.6812720894813538 Epoch 15: train loss 0.6100155934691429 Epoch 15: val loss 0.6754798293113708 Epoch 16: train loss 0.6002409122884274 Epoch 16: val loss 0.6771488189697266 Epoch 17: train loss 0.6088997088372707 Epoch 17: val loss 0.6812247633934021
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021002606912092 Epoch 0: val loss 0.6859779357910156 Epoch 1: train loss 0.6800857836549933 Epoch 1: val loss 0.6693258285522461 Epoch 2: train loss 0.6779467192563143 Epoch 2: val loss 0.6567621231079102 Epoch 3: train loss 0.6709439700300043 Epoch 3: val loss 0.6501215696334839 Epoch 4: train loss 0.6640624620697715 Epoch 4: val loss 0.6433087587356567 Epoch 5: train loss 0.6638983704827048 Epoch 5: val loss 0.6366169452667236 Epoch 6: train loss 0.6448972929607738 Epoch 6: val loss 0.6334826946258545 Epoch 7: train loss 0.6505067294294183 Epoch 7: val loss 0.6303831338882446 Epoch 8: train loss 0.6507757956331427 Epoch 8: val loss 0.6268057823181152 Epoch 9: train loss 0.638058521530845 Epoch 9: val loss 0.6203786730766296 Epoch 10: train loss 0.6418961882591248 Epoch 10: val loss 0.6127992868423462 Epoch 11: train loss 0.6357343955473467 Epoch 11: val loss 0.601516842842102 Epoch 12: train loss 0.6230702237649397 Epoch 12: val loss 0.5999801158905029 Epoch 13: train loss 0.6336744265122847 Epoch 13: val loss 0.600172758102417 Epoch 14: train loss 0.6293350729075345 Epoch 14: val loss 0.5963146090507507 Epoch 15: train loss 0.615888075395064 Epoch 15: val loss 0.593843400478363 Epoch 16: train loss 0.6264114921743219 Epoch 16: val loss 0.6003203988075256 Epoch 17: train loss 0.6179081689227711 Epoch 17: val loss 0.5908961296081543 Epoch 18: train loss 0.5952544916759838 Epoch 18: val loss 0.5854678750038147 Epoch 19: train loss 0.6029471971771934 Epoch 19: val loss 0.5953568816184998 Epoch 20: train loss 0.6065457923845812 Epoch 20: val loss 0.5735306739807129 Epoch 21: train loss 0.6065487536517057 Epoch 21: val loss 0.5776726603507996 Epoch 22: train loss 0.5995158498937433 Epoch 22: val loss 0.5786328315734863 Epoch 23: train loss 0.5921854485164989 Epoch 23: val loss 0.5712384581565857 Epoch 24: train loss 0.5993346517736261 Epoch 24: val loss 0.5801098942756653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7050264911218123 Epoch 0: val loss 0.6887288689613342 Epoch 1: train loss 0.6789997003295205 Epoch 1: val loss 0.6823548078536987 Epoch 2: train loss 0.6741181774572893 Epoch 2: val loss 0.677122950553894 Epoch 3: train loss 0.6683040640570901 Epoch 3: val loss 0.6763632297515869 Epoch 4: train loss 0.6654186953197826 Epoch 4: val loss 0.6813635230064392 Epoch 5: train loss 0.6504211642525413 Epoch 5: val loss 0.6808483004570007 Epoch 6: train loss 0.6533401066606696 Epoch 6: val loss 0.6813006401062012 Epoch 7: train loss 0.65862698988481 Epoch 7: val loss 0.6789770722389221 Epoch 8: train loss 0.6414620280265808 Epoch 8: val loss 0.6800293922424316 Epoch 9: train loss 0.6403241753578186 Epoch 9: val loss 0.6804550290107727 Epoch 10: train loss 0.6356279470703818 Epoch 10: val loss 0.6811399459838867 Epoch 11: train loss 0.6413809711282904 Epoch 11: val loss 0.6782668232917786 Epoch 12: train loss 0.6265016577460549 Epoch 12: val loss 0.6773179769515991 Epoch 13: train loss 0.648487540808591 Epoch 13: val loss 0.6738054156303406 Epoch 14: train loss 0.6247902295806191 Epoch 14: val loss 0.6702014803886414 Epoch 15: train loss 0.6312070109627463 Epoch 15: val loss 0.675110399723053 Epoch 16: train loss 0.6346117041327737 Epoch 16: val loss 0.6727119088172913 Epoch 17: train loss 0.6261167255314913 Epoch 17: val loss 0.6732062697410583 Epoch 18: train loss 0.6261072267185558 Epoch 18: val loss 0.6737470626831055 Epoch 19: train loss 0.6327393054962158 Epoch 19: val loss 0.669743537902832 Epoch 20: train loss 0.6265933080153032 Epoch 20: val loss 0.6690599322319031 Epoch 21: train loss 0.6253355253826488 Epoch 21: val loss 0.6733376979827881 Epoch 22: train loss 0.6151155937801708 Epoch 22: val loss 0.6700531244277954 Epoch 23: train loss 0.6360201618888162 Epoch 23: val loss 0.6631941199302673 Epoch 24: train loss 0.6156735745343295 Epoch 24: val loss 0.6571723222732544
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6864814812486822 Epoch 0: val loss 0.6752386689186096 Epoch 1: train loss 0.6742743470452048 Epoch 1: val loss 0.669360876083374 Epoch 2: train loss 0.6663284030827609 Epoch 2: val loss 0.66087406873703 Epoch 3: train loss 0.6503392403775995 Epoch 3: val loss 0.6546633839607239 Epoch 4: train loss 0.6488446972586892 Epoch 4: val loss 0.6490347385406494 Epoch 5: train loss 0.6394971934231845 Epoch 5: val loss 0.6465827226638794 Epoch 6: train loss 0.6433110941540111 Epoch 6: val loss 0.6479153633117676 Epoch 7: train loss 0.6206612045114691 Epoch 7: val loss 0.6432787179946899 Epoch 8: train loss 0.6178956031799316 Epoch 8: val loss 0.6340701580047607 Epoch 9: train loss 0.6118108250878074 Epoch 9: val loss 0.6355516314506531 Epoch 10: train loss 0.6190232092683966 Epoch 10: val loss 0.6361681222915649 Epoch 11: train loss 0.6195880553939126 Epoch 11: val loss 0.6388254165649414 Epoch 12: train loss 0.6094675226645037 Epoch 12: val loss 0.6387767195701599 Epoch 13: train loss 0.6137834353880449 Epoch 13: val loss 0.6380110383033752 Epoch 14: train loss 0.5989841222763062 Epoch 14: val loss 0.6344603896141052 Epoch 15: train loss 0.6060778498649597 Epoch 15: val loss 0.6439467072486877 Epoch 16: train loss 0.5774301967837594 Epoch 16: val loss 0.6456024050712585 Epoch 17: train loss 0.5956819220022722 Epoch 17: val loss 0.6386404633522034 Epoch 18: train loss 0.609117104248567 Epoch 18: val loss 0.644097089767456 Epoch 19: train loss 0.583688576113094 Epoch 19: val loss 0.6377451419830322 Epoch 20: train loss 0.5787325664000078 Epoch 20: val loss 0.6362370848655701 Epoch 21: train loss 0.5784217281775041 Epoch 21: val loss 0.6548013687133789 Epoch 22: train loss 0.5730982477014716 Epoch 22: val loss 0.6502672433853149 Epoch 23: train loss 0.5952682982791554 Epoch 23: val loss 0.6438630819320679 Epoch 24: train loss 0.5770826068791476 Epoch 24: val loss 0.6412883400917053
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7109403068369086 Epoch 0: val loss 0.6954155564308167 Epoch 1: train loss 0.6879433230920271 Epoch 1: val loss 0.687384843826294 Epoch 2: train loss 0.678930938243866 Epoch 2: val loss 0.6810961961746216 Epoch 3: train loss 0.6687965176322244 Epoch 3: val loss 0.6808857321739197 Epoch 4: train loss 0.661576200615276 Epoch 4: val loss 0.676619827747345 Epoch 5: train loss 0.6465745622461493 Epoch 5: val loss 0.6817827224731445 Epoch 6: train loss 0.6440445347265764 Epoch 6: val loss 0.6844490766525269 Epoch 7: train loss 0.6426360282030973 Epoch 7: val loss 0.6860904097557068 Epoch 8: train loss 0.6248262795535001 Epoch 8: val loss 0.6868312954902649 Epoch 9: train loss 0.6237204725092108 Epoch 9: val loss 0.6888015270233154 Epoch 10: train loss 0.6123282259160822 Epoch 10: val loss 0.7016943097114563 Epoch 11: train loss 0.6162858280268583 Epoch 11: val loss 0.699293851852417 Epoch 12: train loss 0.6194377704100176 Epoch 12: val loss 0.7022479176521301 Epoch 13: train loss 0.594637933102521 Epoch 13: val loss 0.7048336863517761 Epoch 14: train loss 0.6037050539797003 Epoch 14: val loss 0.7138271927833557 Epoch 15: train loss 0.607415034012361 Epoch 15: val loss 0.7073435187339783 Epoch 16: train loss 0.5982005135579542 Epoch 16: val loss 0.7123340964317322 Epoch 17: train loss 0.581877513365312 Epoch 17: val loss 0.714263916015625 Epoch 18: train loss 0.5973473922772841 Epoch 18: val loss 0.720560610294342 Epoch 19: train loss 0.5646661953492598 Epoch 19: val loss 0.746249794960022 Epoch 20: train loss 0.5911876288327303 Epoch 20: val loss 0.7371556758880615 Epoch 21: train loss 0.579803851517764 Epoch 21: val loss 0.7372583150863647 Epoch 22: train loss 0.5998176823962819 Epoch 22: val loss 0.7456042766571045 Epoch 23: train loss 0.5716182372786782 Epoch 23: val loss 0.7293012738227844 Epoch 24: train loss 0.5818611844019457 Epoch 24: val loss 0.7384694814682007
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7139219959576925 Epoch 0: val loss 0.6995055675506592 Epoch 1: train loss 0.6955981572469075 Epoch 1: val loss 0.697117269039154 Epoch 2: train loss 0.6822216510772705 Epoch 2: val loss 0.6955373287200928 Epoch 3: train loss 0.674621586004893 Epoch 3: val loss 0.6973971724510193 Epoch 4: train loss 0.6609758734703064 Epoch 4: val loss 0.6956992149353027 Epoch 5: train loss 0.6399877905845642 Epoch 5: val loss 0.6910322904586792 Epoch 6: train loss 0.6431007822354634 Epoch 6: val loss 0.6910194754600525 Epoch 7: train loss 0.6457823038101196 Epoch 7: val loss 0.6962756514549255 Epoch 8: train loss 0.6493826389312745 Epoch 8: val loss 0.685662567615509 Epoch 9: train loss 0.6576687693595886 Epoch 9: val loss 0.688947856426239 Epoch 10: train loss 0.6316204905509949 Epoch 10: val loss 0.7059837579727173 Epoch 11: train loss 0.6363998532295227 Epoch 11: val loss 0.6996728777885437 Epoch 12: train loss 0.6468398014704386 Epoch 12: val loss 0.6794201135635376 Epoch 13: train loss 0.6171968976656595 Epoch 13: val loss 0.6972870230674744 Epoch 14: train loss 0.639944064617157 Epoch 14: val loss 0.7052643895149231 Epoch 15: train loss 0.622687800725301 Epoch 15: val loss 0.6923733353614807 Epoch 16: train loss 0.6362526019414266 Epoch 16: val loss 0.7031139135360718 Epoch 17: train loss 0.6137218554814656 Epoch 17: val loss 0.698501706123352
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971694231033325 Epoch 0: val loss 0.6765040755271912 Epoch 1: train loss 0.6974285290791438 Epoch 1: val loss 0.6674060225486755 Epoch 2: train loss 0.6804995307555566 Epoch 2: val loss 0.6579254269599915 Epoch 3: train loss 0.6694328509844266 Epoch 3: val loss 0.6519657969474792 Epoch 4: train loss 0.6628667849760789 Epoch 4: val loss 0.6438727378845215 Epoch 5: train loss 0.6614077641413763 Epoch 5: val loss 0.6364268064498901 Epoch 6: train loss 0.6553546557059655 Epoch 6: val loss 0.6307612657546997 Epoch 7: train loss 0.6564722978151761 Epoch 7: val loss 0.6301160454750061 Epoch 8: train loss 0.6441831772144024 Epoch 8: val loss 0.6281538009643555 Epoch 9: train loss 0.6426718005767236 Epoch 9: val loss 0.6269224882125854 Epoch 10: train loss 0.643267429791964 Epoch 10: val loss 0.6302638649940491 Epoch 11: train loss 0.6342018017402062 Epoch 11: val loss 0.6313955187797546 Epoch 12: train loss 0.6437523273321298 Epoch 12: val loss 0.6295953392982483 Epoch 13: train loss 0.6270719124720647 Epoch 13: val loss 0.6272567510604858 Epoch 14: train loss 0.6300725386692927 Epoch 14: val loss 0.628491222858429 Epoch 15: train loss 0.6304384882633502 Epoch 15: val loss 0.6281105279922485 Epoch 16: train loss 0.6193692225676316 Epoch 16: val loss 0.6230090260505676 Epoch 17: train loss 0.6311717354334317 Epoch 17: val loss 0.6270205974578857 Epoch 18: train loss 0.6223231829129733 Epoch 18: val loss 0.6259413361549377 Epoch 19: train loss 0.6042116307295285 Epoch 19: val loss 0.6266393065452576 Epoch 20: train loss 0.6128232570794913 Epoch 20: val loss 0.630219042301178 Epoch 21: train loss 0.611999892271482 Epoch 21: val loss 0.6268296241760254 Epoch 22: train loss 0.6034439710470346 Epoch 22: val loss 0.6253241300582886 Epoch 23: train loss 0.6073485337770902 Epoch 23: val loss 0.626461386680603 Epoch 24: train loss 0.5957616040339837 Epoch 24: val loss 0.6234251856803894
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6884559530478257 Epoch 0: val loss 0.687530517578125 Epoch 1: train loss 0.678854029912215 Epoch 1: val loss 0.6765885353088379 Epoch 2: train loss 0.6696902421804575 Epoch 2: val loss 0.671536922454834 Epoch 3: train loss 0.664604113652156 Epoch 3: val loss 0.6680148839950562 Epoch 4: train loss 0.6617853458111103 Epoch 4: val loss 0.6642002463340759 Epoch 5: train loss 0.6553277694261991 Epoch 5: val loss 0.6604277491569519 Epoch 6: train loss 0.6396709634707525 Epoch 6: val loss 0.6545515656471252 Epoch 7: train loss 0.6416739729734567 Epoch 7: val loss 0.6489319801330566 Epoch 8: train loss 0.6309883090165945 Epoch 8: val loss 0.6470139622688293 Epoch 9: train loss 0.6383590423143827 Epoch 9: val loss 0.6449679136276245 Epoch 10: train loss 0.6236594044245206 Epoch 10: val loss 0.6435575485229492 Epoch 11: train loss 0.6304301573679998 Epoch 11: val loss 0.6421077847480774 Epoch 12: train loss 0.6241730130635775 Epoch 12: val loss 0.6427895426750183 Epoch 13: train loss 0.6171163251766791 Epoch 13: val loss 0.6395153999328613 Epoch 14: train loss 0.602726725431589 Epoch 14: val loss 0.6413547396659851 Epoch 15: train loss 0.6053263132388775 Epoch 15: val loss 0.6401194930076599 Epoch 16: train loss 0.6059213693325336 Epoch 16: val loss 0.6415004730224609 Epoch 17: train loss 0.6066579818725586 Epoch 17: val loss 0.6429740190505981 Epoch 18: train loss 0.6137573443926297 Epoch 18: val loss 0.6422047019004822 Epoch 19: train loss 0.6086291579099802 Epoch 19: val loss 0.6385840773582458 Epoch 20: train loss 0.5906731486320496 Epoch 20: val loss 0.6367868781089783 Epoch 21: train loss 0.6170460306681119 Epoch 21: val loss 0.6344364285469055 Epoch 22: train loss 0.605715825007512 Epoch 22: val loss 0.6313461661338806 Epoch 23: train loss 0.6108084779519302 Epoch 23: val loss 0.6306381821632385 Epoch 24: train loss 0.599232187637916 Epoch 24: val loss 0.6387307643890381
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7119466295609107 Epoch 0: val loss 0.6982795596122742 Epoch 1: train loss 0.6969367678348835 Epoch 1: val loss 0.6896080374717712 Epoch 2: train loss 0.6878478297820458 Epoch 2: val loss 0.6823233366012573 Epoch 3: train loss 0.6811880285923297 Epoch 3: val loss 0.6754792332649231 Epoch 4: train loss 0.6672987479429978 Epoch 4: val loss 0.6645774841308594 Epoch 5: train loss 0.6627757228337802 Epoch 5: val loss 0.6602681279182434 Epoch 6: train loss 0.6525594913042508 Epoch 6: val loss 0.6541643738746643 Epoch 7: train loss 0.6486901824290936 Epoch 7: val loss 0.6540334224700928 Epoch 8: train loss 0.6400516124872061 Epoch 8: val loss 0.6497120261192322 Epoch 9: train loss 0.6421196781671964 Epoch 9: val loss 0.648792028427124 Epoch 10: train loss 0.6203904977211585 Epoch 10: val loss 0.6525281071662903 Epoch 11: train loss 0.6268508663544288 Epoch 11: val loss 0.6596136689186096 Epoch 12: train loss 0.6146478790503281 Epoch 12: val loss 0.6696059703826904 Epoch 13: train loss 0.6195947436185983 Epoch 13: val loss 0.6590662598609924 Epoch 14: train loss 0.6145354234255277 Epoch 14: val loss 0.6645814180374146 Epoch 15: train loss 0.6110653556310214 Epoch 15: val loss 0.6416990160942078 Epoch 16: train loss 0.612693401483389 Epoch 16: val loss 0.6450232267379761 Epoch 17: train loss 0.6129302359544314 Epoch 17: val loss 0.6584138870239258 Epoch 18: train loss 0.5998496871728164 Epoch 18: val loss 0.6635887026786804 Epoch 19: train loss 0.6079890177800105 Epoch 19: val loss 0.6540283560752869 Epoch 20: train loss 0.5947510324991666 Epoch 20: val loss 0.6535869836807251 Epoch 21: train loss 0.5814453546817486 Epoch 21: val loss 0.6612988114356995 Epoch 22: train loss 0.5789133700040671 Epoch 22: val loss 0.6676627993583679 Epoch 23: train loss 0.5896463531714219 Epoch 23: val loss 0.6498613357543945 Epoch 24: train loss 0.5764722021726462 Epoch 24: val loss 0.6386668086051941
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.705416161280412 Epoch 0: val loss 0.691922128200531 Epoch 1: train loss 0.6901408525613638 Epoch 1: val loss 0.6884216070175171 Epoch 2: train loss 0.6698413399549631 Epoch 2: val loss 0.6865618824958801 Epoch 3: train loss 0.6726986032265884 Epoch 3: val loss 0.6865904331207275 Epoch 4: train loss 0.6725016144605783 Epoch 4: val loss 0.6871601343154907 Epoch 5: train loss 0.6619039819790766 Epoch 5: val loss 0.6866454482078552 Epoch 6: train loss 0.6600389113793006 Epoch 6: val loss 0.6868960857391357 Epoch 7: train loss 0.646396802021907 Epoch 7: val loss 0.6865766644477844 Epoch 8: train loss 0.6350831939623907 Epoch 8: val loss 0.6866021752357483 Epoch 9: train loss 0.6235397412226751 Epoch 9: val loss 0.6869599223136902 Epoch 10: train loss 0.6180173754692078 Epoch 10: val loss 0.689317524433136 Epoch 11: train loss 0.6215418714743394 Epoch 11: val loss 0.6894527077674866 Epoch 12: train loss 0.6118168097275954 Epoch 12: val loss 0.6886959671974182 Epoch 13: train loss 0.6082890446369464 Epoch 13: val loss 0.692304790019989 Epoch 14: train loss 0.6095450520515442 Epoch 14: val loss 0.686795175075531 Epoch 15: train loss 0.6125972293890439 Epoch 15: val loss 0.6946695446968079 Epoch 16: train loss 0.6066376337638268 Epoch 16: val loss 0.6972327828407288 Epoch 17: train loss 0.6138578194838303 Epoch 17: val loss 0.7041624784469604 Epoch 18: train loss 0.5912200395877545 Epoch 18: val loss 0.6874051690101624 Epoch 19: train loss 0.6017690736513871 Epoch 19: val loss 0.69877028465271 Epoch 20: train loss 0.6046300117786114 Epoch 20: val loss 0.708875298500061 Epoch 21: train loss 0.5696520530260526 Epoch 21: val loss 0.6991553902626038 Epoch 22: train loss 0.5978135695824256 Epoch 22: val loss 0.700387179851532 Epoch 23: train loss 0.5770430496105781 Epoch 23: val loss 0.7012798190116882 Epoch 24: train loss 0.5894612348996676 Epoch 24: val loss 0.6905472874641418
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000640490475822 Epoch 0: val loss 0.6958011388778687 Epoch 1: train loss 0.6846049147493699 Epoch 1: val loss 0.699177086353302 Epoch 2: train loss 0.6706433050772723 Epoch 2: val loss 0.6991234421730042 Epoch 3: train loss 0.6612709094496334 Epoch 3: val loss 0.693138062953949 Epoch 4: train loss 0.6741511506192824 Epoch 4: val loss 0.6879129409790039 Epoch 5: train loss 0.663938862435958 Epoch 5: val loss 0.6851734519004822 Epoch 6: train loss 0.6543315123109257 Epoch 6: val loss 0.6781206727027893 Epoch 7: train loss 0.6509413649054134 Epoch 7: val loss 0.668832540512085 Epoch 8: train loss 0.6501385920188006 Epoch 8: val loss 0.6676032543182373 Epoch 9: train loss 0.6278288644902846 Epoch 9: val loss 0.6552842259407043 Epoch 10: train loss 0.6317075981813318 Epoch 10: val loss 0.6561893224716187 Epoch 11: train loss 0.6380976158029893 Epoch 11: val loss 0.6499073505401611 Epoch 12: train loss 0.6321926748051363 Epoch 12: val loss 0.6424862742424011 Epoch 13: train loss 0.6296856526066276 Epoch 13: val loss 0.6471648216247559 Epoch 14: train loss 0.6322143568712122 Epoch 14: val loss 0.652751088142395 Epoch 15: train loss 0.6208688196013955 Epoch 15: val loss 0.653640866279602 Epoch 16: train loss 0.6168378731783699 Epoch 16: val loss 0.6643194556236267
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690401166677475 Epoch 0: val loss 0.6803737282752991 Epoch 1: train loss 0.6920513759056727 Epoch 1: val loss 0.6798895597457886 Epoch 2: train loss 0.6878924121459326 Epoch 2: val loss 0.6788638830184937 Epoch 3: train loss 0.681628574927648 Epoch 3: val loss 0.679524838924408 Epoch 4: train loss 0.676496555407842 Epoch 4: val loss 0.6798609495162964 Epoch 5: train loss 0.6764894326527914 Epoch 5: val loss 0.6839428544044495 Epoch 6: train loss 0.6707523564497629 Epoch 6: val loss 0.6757580637931824 Epoch 7: train loss 0.6698471705118815 Epoch 7: val loss 0.6787117719650269 Epoch 8: train loss 0.6634433418512344 Epoch 8: val loss 0.6768414378166199 Epoch 9: train loss 0.6422208199898402 Epoch 9: val loss 0.6817336082458496 Epoch 10: train loss 0.6682122101386389 Epoch 10: val loss 0.6839246153831482 Epoch 11: train loss 0.6526365429162979 Epoch 11: val loss 0.6788876056671143 Epoch 12: train loss 0.6414952178796133 Epoch 12: val loss 0.674565851688385 Epoch 13: train loss 0.6422727704048157 Epoch 13: val loss 0.6784442663192749 Epoch 14: train loss 0.626558726032575 Epoch 14: val loss 0.6848917603492737 Epoch 15: train loss 0.6353087226549784 Epoch 15: val loss 0.6897910833358765 Epoch 16: train loss 0.6334047118822733 Epoch 16: val loss 0.6868153214454651 Epoch 17: train loss 0.6277515043814977 Epoch 17: val loss 0.6864451169967651 Epoch 18: train loss 0.6359692563613256 Epoch 18: val loss 0.6857477426528931 Epoch 19: train loss 0.6239200979471207 Epoch 19: val loss 0.686015784740448 Epoch 20: train loss 0.6158553163210551 Epoch 20: val loss 0.6893517374992371 Epoch 21: train loss 0.6317464510599772 Epoch 21: val loss 0.6947419047355652 Epoch 22: train loss 0.62302365899086 Epoch 22: val loss 0.6900259256362915 Epoch 23: train loss 0.6059986700614294 Epoch 23: val loss 0.684041440486908 Epoch 24: train loss 0.5931708514690399 Epoch 24: val loss 0.6905674338340759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7120951960484186 Epoch 0: val loss 0.6923708319664001 Epoch 1: train loss 0.6920416454474131 Epoch 1: val loss 0.690619945526123 Epoch 2: train loss 0.6831773767868677 Epoch 2: val loss 0.6917123198509216 Epoch 3: train loss 0.6862181176741918 Epoch 3: val loss 0.6950498223304749 Epoch 4: train loss 0.6803365151087443 Epoch 4: val loss 0.6990152597427368 Epoch 5: train loss 0.6769025127092997 Epoch 5: val loss 0.6993683576583862 Epoch 6: train loss 0.670891468723615 Epoch 6: val loss 0.6985790729522705 Epoch 7: train loss 0.6698964387178421 Epoch 7: val loss 0.6976963877677917 Epoch 8: train loss 0.6674581418434778 Epoch 8: val loss 0.6972141861915588 Epoch 9: train loss 0.6680683692296346 Epoch 9: val loss 0.6983367800712585 Epoch 10: train loss 0.6629721770683924 Epoch 10: val loss 0.6973401308059692 Epoch 11: train loss 0.6568887829780579 Epoch 11: val loss 0.6973061561584473 Epoch 12: train loss 0.6500789672136307 Epoch 12: val loss 0.700751006603241 Epoch 13: train loss 0.6607571740945181 Epoch 13: val loss 0.7028282284736633 Epoch 14: train loss 0.6515145003795624 Epoch 14: val loss 0.700497031211853 Epoch 15: train loss 0.6426250040531158 Epoch 15: val loss 0.6970493197441101 Epoch 16: train loss 0.6488850911458334 Epoch 16: val loss 0.6968041062355042 Epoch 17: train loss 0.645711307724317 Epoch 17: val loss 0.6965336203575134 Epoch 18: train loss 0.6285420358181 Epoch 18: val loss 0.7009919285774231 Epoch 19: train loss 0.6336203267176946 Epoch 19: val loss 0.7043224573135376 Epoch 20: train loss 0.6410469114780426 Epoch 20: val loss 0.7065409421920776 Epoch 21: train loss 0.6299662192662557 Epoch 21: val loss 0.7007614374160767 Epoch 22: train loss 0.6388149658838908 Epoch 22: val loss 0.7022508978843689 Epoch 23: train loss 0.6267374654610952 Epoch 23: val loss 0.6948965787887573 Epoch 24: train loss 0.6170321454604467 Epoch 24: val loss 0.6986687183380127
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7124001979827881 Epoch 0: val loss 0.6847913861274719 Epoch 1: train loss 0.7037976781527201 Epoch 1: val loss 0.6821333765983582 Epoch 2: train loss 0.6984292169411978 Epoch 2: val loss 0.6803367733955383 Epoch 3: train loss 0.6909307638804117 Epoch 3: val loss 0.6790781021118164 Epoch 4: train loss 0.6864859114090601 Epoch 4: val loss 0.6777182817459106 Epoch 5: train loss 0.6777899513641993 Epoch 5: val loss 0.6755359768867493 Epoch 6: train loss 0.6678889741500219 Epoch 6: val loss 0.6750878095626831 Epoch 7: train loss 0.6806043485800425 Epoch 7: val loss 0.6749093532562256 Epoch 8: train loss 0.6777024616797765 Epoch 8: val loss 0.6735962629318237 Epoch 9: train loss 0.662651444474856 Epoch 9: val loss 0.6720316410064697 Epoch 10: train loss 0.6576259732246399 Epoch 10: val loss 0.6692658066749573 Epoch 11: train loss 0.6667726983626684 Epoch 11: val loss 0.6678719520568848 Epoch 12: train loss 0.6715975602467855 Epoch 12: val loss 0.6664329767227173 Epoch 13: train loss 0.6617084344228109 Epoch 13: val loss 0.6671067476272583 Epoch 14: train loss 0.6572224994500478 Epoch 14: val loss 0.667446494102478 Epoch 15: train loss 0.6470413009325663 Epoch 15: val loss 0.6681818962097168 Epoch 16: train loss 0.6516450196504593 Epoch 16: val loss 0.6682353615760803 Epoch 17: train loss 0.6535102427005768 Epoch 17: val loss 0.6663714051246643 Epoch 18: train loss 0.636069099108378 Epoch 18: val loss 0.6666701436042786 Epoch 19: train loss 0.6491047888994217 Epoch 19: val loss 0.6695095896720886 Epoch 20: train loss 0.6555444399515787 Epoch 20: val loss 0.6685965657234192 Epoch 21: train loss 0.6359036266803741 Epoch 21: val loss 0.669488251209259 Epoch 22: train loss 0.6383480479319891 Epoch 22: val loss 0.6689149737358093 Epoch 23: train loss 0.628881424665451 Epoch 23: val loss 0.6677274703979492 Epoch 24: train loss 0.6286390175422033 Epoch 24: val loss 0.6670361757278442
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7112705210844675 Epoch 0: val loss 0.7060469388961792 Epoch 1: train loss 0.693575362364451 Epoch 1: val loss 0.6997791528701782 Epoch 2: train loss 0.6869518458843231 Epoch 2: val loss 0.6948379278182983 Epoch 3: train loss 0.678939958413442 Epoch 3: val loss 0.6952199339866638 Epoch 4: train loss 0.6819306860367457 Epoch 4: val loss 0.6969213485717773 Epoch 5: train loss 0.6701436887184778 Epoch 5: val loss 0.6999514102935791 Epoch 6: train loss 0.6568133731683096 Epoch 6: val loss 0.6996378898620605 Epoch 7: train loss 0.6592443635066351 Epoch 7: val loss 0.7010884881019592 Epoch 8: train loss 0.6486881126960119 Epoch 8: val loss 0.7002513408660889 Epoch 9: train loss 0.6512639969587326 Epoch 9: val loss 0.7000977993011475 Epoch 10: train loss 0.6537935237089793 Epoch 10: val loss 0.6965562105178833 Epoch 11: train loss 0.6560203979412714 Epoch 11: val loss 0.6980684995651245 Epoch 12: train loss 0.6379165152708689 Epoch 12: val loss 0.705388069152832 Epoch 13: train loss 0.6354171633720398 Epoch 13: val loss 0.6998714804649353 Epoch 14: train loss 0.640436053276062 Epoch 14: val loss 0.7047496438026428 Epoch 15: train loss 0.6362130592266718 Epoch 15: val loss 0.7026824951171875 Epoch 16: train loss 0.6393857101599375 Epoch 16: val loss 0.7015565037727356 Epoch 17: train loss 0.6183376560608546 Epoch 17: val loss 0.7090291976928711 Epoch 18: train loss 0.616327757636706 Epoch 18: val loss 0.6991331577301025 Epoch 19: train loss 0.6263671368360519 Epoch 19: val loss 0.6949000358581543 Epoch 20: train loss 0.6272742549578348 Epoch 20: val loss 0.6962811946868896 Epoch 21: train loss 0.6332604959607124 Epoch 21: val loss 0.6883569359779358 Epoch 22: train loss 0.6170286436875662 Epoch 22: val loss 0.6875017285346985 Epoch 23: train loss 0.6233285615841547 Epoch 23: val loss 0.693118691444397 Epoch 24: train loss 0.6188588440418243 Epoch 24: val loss 0.7024869322776794
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7137345112860203 Epoch 0: val loss 0.6794999241828918 Epoch 1: train loss 0.6925893500447273 Epoch 1: val loss 0.6749686002731323 Epoch 2: train loss 0.684454083442688 Epoch 2: val loss 0.6691181659698486 Epoch 3: train loss 0.682708065956831 Epoch 3: val loss 0.6682573556900024 Epoch 4: train loss 0.6811079457402229 Epoch 4: val loss 0.668344259262085 Epoch 5: train loss 0.685312807559967 Epoch 5: val loss 0.6630274653434753 Epoch 6: train loss 0.6785715594887733 Epoch 6: val loss 0.6605615615844727 Epoch 7: train loss 0.6648742072284222 Epoch 7: val loss 0.6558724045753479 Epoch 8: train loss 0.677570253610611 Epoch 8: val loss 0.655778706073761 Epoch 9: train loss 0.6728638336062431 Epoch 9: val loss 0.6547631621360779 Epoch 10: train loss 0.6689693368971348 Epoch 10: val loss 0.6536878347396851 Epoch 11: train loss 0.6623147390782833 Epoch 11: val loss 0.6593204736709595 Epoch 12: train loss 0.6555034630000591 Epoch 12: val loss 0.6507086753845215 Epoch 13: train loss 0.6606962718069553 Epoch 13: val loss 0.6488392353057861 Epoch 14: train loss 0.6446188949048519 Epoch 14: val loss 0.6518201231956482 Epoch 15: train loss 0.6547357365489006 Epoch 15: val loss 0.6452521681785583 Epoch 16: train loss 0.6428287923336029 Epoch 16: val loss 0.6508124470710754 Epoch 17: train loss 0.6439314112067223 Epoch 17: val loss 0.6544709801673889 Epoch 18: train loss 0.6432586647570133 Epoch 18: val loss 0.6483204364776611 Epoch 19: train loss 0.6410124227404594 Epoch 19: val loss 0.6510266065597534 Epoch 20: train loss 0.6451723910868168 Epoch 20: val loss 0.6506491303443909 Epoch 21: train loss 0.6434710696339607 Epoch 21: val loss 0.649980366230011 Epoch 22: train loss 0.6353525295853615 Epoch 22: val loss 0.6618741750717163
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
3 Epoch 0: train loss 0.680117837020329 Epoch 0: val loss 0.6619412302970886 Epoch 1: train loss 0.6730324029922485 Epoch 1: val loss 0.6462845206260681 Epoch 2: train loss 0.6459552305085319 Epoch 2: val loss 0.6309199929237366 Epoch 3: train loss 0.6340837563787188 Epoch 3: val loss 0.6135987043380737 Epoch 4: train loss 0.59541283760752 Epoch 4: val loss 0.6028432250022888 Epoch 5: train loss 0.5857600825173515 Epoch 5: val loss 0.5950931906700134 Epoch 6: train loss 0.5925808463777814 Epoch 6: val loss 0.5874469876289368 Epoch 7: train loss 0.5865939089230129 Epoch 7: val loss 0.5820951461791992 Epoch 8: train loss 0.5631988559450422 Epoch 8: val loss 0.5737638473510742 Epoch 9: train loss 0.563951632806233 Epoch 9: val loss 0.5735254287719727 Epoch 10: train loss 0.5450618820531028 Epoch 10: val loss 0.5710424780845642 Epoch 11: train loss 0.5613540921892438 Epoch 11: val loss 0.5719413161277771 Epoch 12: train loss 0.5780103887830462 Epoch 12: val loss 0.5754398703575134 Epoch 13: train loss 0.550421518938882 Epoch 13: val loss 0.5750104784965515 Epoch 14: train loss 0.577464589050838 Epoch 14: val loss 0.5636763572692871 Epoch 15: train loss 0.5468556370053973 Epoch 15: val loss 0.5535168647766113 Epoch 16: train loss 0.5618927734238761 Epoch 16: val loss 0.5500596165657043 Epoch 17: train loss 0.520621154989515 Epoch 17: val loss 0.5515720844268799 Epoch 18: train loss 0.5370656507355827 Epoch 18: val loss 0.5505774021148682 Epoch 19: train loss 0.5318101346492767 Epoch 19: val loss 0.559511661529541 Epoch 20: train loss 0.49791682192257475 Epoch 20: val loss 0.5644278526306152 Epoch 21: train loss 0.5122823928083692 Epoch 21: val loss 0.565389096736908 Epoch 22: train loss 0.5746789489473615 Epoch 22: val loss 0.5716219544410706 Epoch 23: train loss 0.5356238186359406 Epoch 23: val loss 0.5908321738243103 Epoch 24: train loss 0.5384602504117149 Epoch 24: val loss 0.5975049734115601
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6831880978175572 Epoch 0: val loss 0.669102132320404 Epoch 1: train loss 0.6400314995220729 Epoch 1: val loss 0.6476221084594727 Epoch 2: train loss 0.6220863802092416 Epoch 2: val loss 0.6282783150672913 Epoch 3: train loss 0.617895109312875 Epoch 3: val loss 0.6149762272834778 Epoch 4: train loss 0.6250494974000114 Epoch 4: val loss 0.6099460124969482 Epoch 5: train loss 0.6229888541357858 Epoch 5: val loss 0.6140966415405273 Epoch 6: train loss 0.5905716674668449 Epoch 6: val loss 0.6143651604652405 Epoch 7: train loss 0.5784662365913391 Epoch 7: val loss 0.6117472052574158 Epoch 8: train loss 0.5662469438144139 Epoch 8: val loss 0.6130878925323486 Epoch 9: train loss 0.5840671232768467 Epoch 9: val loss 0.6168732643127441 Epoch 10: train loss 0.5510707582746234 Epoch 10: val loss 0.6110324263572693 Epoch 11: train loss 0.5274830715996879 Epoch 11: val loss 0.6167158484458923 Epoch 12: train loss 0.5304192560059684 Epoch 12: val loss 0.6185956597328186 Epoch 13: train loss 0.5338630165372577 Epoch 13: val loss 0.6238978505134583 Epoch 14: train loss 0.5348622841494424 Epoch 14: val loss 0.6313811540603638 Epoch 15: train loss 0.5461178549698421 Epoch 15: val loss 0.6413525342941284 Epoch 16: train loss 0.5192452243396214 Epoch 16: val loss 0.6548509001731873 Epoch 17: train loss 0.5260061068194253 Epoch 17: val loss 0.658799409866333 Epoch 18: train loss 0.4898026841027396 Epoch 18: val loss 0.6619486808776855 Epoch 19: train loss 0.597481791462217 Epoch 19: val loss 0.6630938649177551 Epoch 20: train loss 0.5097670342241015 Epoch 20: val loss 0.6638729572296143 Epoch 21: train loss 0.48938598377364023 Epoch 21: val loss 0.6728817820549011 Epoch 22: train loss 0.47708991169929504 Epoch 22: val loss 0.6726289987564087 Epoch 23: train loss 0.517367307628904 Epoch 23: val loss 0.667111873626709 Epoch 24: train loss 0.5567229006971631 Epoch 24: val loss 0.6714704632759094
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6884094561849322 Epoch 0: val loss 0.6826832294464111 Epoch 1: train loss 0.6768308111599514 Epoch 1: val loss 0.6715170741081238 Epoch 2: train loss 0.679493955203465 Epoch 2: val loss 0.65970379114151 Epoch 3: train loss 0.626370940889631 Epoch 3: val loss 0.6495901346206665 Epoch 4: train loss 0.6261092168944222 Epoch 4: val loss 0.6365690231323242 Epoch 5: train loss 0.6123294660023281 Epoch 5: val loss 0.628984808921814 Epoch 6: train loss 0.6027612345559257 Epoch 6: val loss 0.628334641456604 Epoch 7: train loss 0.6222190005438668 Epoch 7: val loss 0.6263510584831238 Epoch 8: train loss 0.5764635886464801 Epoch 8: val loss 0.6246456503868103 Epoch 9: train loss 0.5585471391677856 Epoch 9: val loss 0.6217102408409119 Epoch 10: train loss 0.5712989398411342 Epoch 10: val loss 0.6161877512931824 Epoch 11: train loss 0.6187131532600948 Epoch 11: val loss 0.6144904494285583 Epoch 12: train loss 0.5707580958093915 Epoch 12: val loss 0.614272952079773 Epoch 13: train loss 0.5955564464841571 Epoch 13: val loss 0.6193522810935974 Epoch 14: train loss 0.5644111718450274 Epoch 14: val loss 0.6179999709129333 Epoch 15: train loss 0.5813485767160144 Epoch 15: val loss 0.6168066263198853 Epoch 16: train loss 0.5485457352229527 Epoch 16: val loss 0.6191908121109009 Epoch 17: train loss 0.5428791429315295 Epoch 17: val loss 0.6151633858680725 Epoch 18: train loss 0.5238626514162336 Epoch 18: val loss 0.614197313785553 Epoch 19: train loss 0.5591042595250266 Epoch 19: val loss 0.6150304675102234 Epoch 20: train loss 0.5316005774906704 Epoch 20: val loss 0.6000739932060242 Epoch 21: train loss 0.5704085912023272 Epoch 21: val loss 0.592057466506958 Epoch 22: train loss 0.5232940699372973 Epoch 22: val loss 0.5951396822929382 Epoch 23: train loss 0.5312615207263401 Epoch 23: val loss 0.5990213751792908 Epoch 24: train loss 0.567742509501321 Epoch 24: val loss 0.5948277711868286
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6642155647277832 Epoch 0: val loss 0.6457138061523438 Epoch 1: train loss 0.6546105146408081 Epoch 1: val loss 0.6276026964187622 Epoch 2: train loss 0.6126708728926522 Epoch 2: val loss 0.6115603446960449 Epoch 3: train loss 0.6049540213176182 Epoch 3: val loss 0.6006441116333008 Epoch 4: train loss 0.6020052603312901 Epoch 4: val loss 0.5944377183914185 Epoch 5: train loss 0.6244842835835048 Epoch 5: val loss 0.5930652618408203 Epoch 6: train loss 0.5809555181435176 Epoch 6: val loss 0.5949195623397827 Epoch 7: train loss 0.5485603085586003 Epoch 7: val loss 0.5951807498931885 Epoch 8: train loss 0.5559933355876377 Epoch 8: val loss 0.5959449410438538 Epoch 9: train loss 0.5477533766201564 Epoch 9: val loss 0.596432089805603 Epoch 10: train loss 0.546333338533129 Epoch 10: val loss 0.5966694951057434 Epoch 11: train loss 0.5359686783381871 Epoch 11: val loss 0.597943127155304 Epoch 12: train loss 0.5091934842722756 Epoch 12: val loss 0.597669780254364 Epoch 13: train loss 0.5508846470287868 Epoch 13: val loss 0.5968457460403442 Epoch 14: train loss 0.5510360768863133 Epoch 14: val loss 0.5916513204574585 Epoch 15: train loss 0.5152582015310015 Epoch 15: val loss 0.5894892811775208 Epoch 16: train loss 0.5381425023078918 Epoch 16: val loss 0.5928312540054321 Epoch 17: train loss 0.5120734870433807 Epoch 17: val loss 0.6038827300071716 Epoch 18: train loss 0.5093718341418675 Epoch 18: val loss 0.6103296279907227 Epoch 19: train loss 0.514778379883085 Epoch 19: val loss 0.6103171706199646 Epoch 20: train loss 0.5188217972006116 Epoch 20: val loss 0.608722984790802 Epoch 21: train loss 0.4728208950587681 Epoch 21: val loss 0.604403018951416 Epoch 22: train loss 0.47898703813552856 Epoch 22: val loss 0.608144998550415 Epoch 23: train loss 0.46934768557548523 Epoch 23: val loss 0.6133355498313904 Epoch 24: train loss 0.4949319703238351 Epoch 24: val loss 0.6247275471687317
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6843019790119595 Epoch 0: val loss 0.6660298109054565 Epoch 1: train loss 0.6552706824408637 Epoch 1: val loss 0.6384092569351196 Epoch 2: train loss 0.6227107975218031 Epoch 2: val loss 0.6123514771461487 Epoch 3: train loss 0.6010711590449015 Epoch 3: val loss 0.5998637676239014 Epoch 4: train loss 0.5958764354387919 Epoch 4: val loss 0.596055805683136 Epoch 5: train loss 0.596437629726198 Epoch 5: val loss 0.5941258668899536 Epoch 6: train loss 0.596422897444831 Epoch 6: val loss 0.5931488871574402 Epoch 7: train loss 0.5712246861722734 Epoch 7: val loss 0.5919053554534912 Epoch 8: train loss 0.5718538165092468 Epoch 8: val loss 0.5982382297515869 Epoch 9: train loss 0.5836306545469496 Epoch 9: val loss 0.604914665222168 Epoch 10: train loss 0.5987885958618588 Epoch 10: val loss 0.6038894057273865
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6646095141768456 Epoch 0: val loss 0.6700912117958069 Epoch 1: train loss 0.643481433391571 Epoch 1: val loss 0.6497149467468262 Epoch 2: train loss 0.6214700192213058 Epoch 2: val loss 0.6201047301292419 Epoch 3: train loss 0.6120693534612656 Epoch 3: val loss 0.5842099189758301 Epoch 4: train loss 0.5774598568677902 Epoch 4: val loss 0.5591813325881958 Epoch 5: train loss 0.5711082816123962 Epoch 5: val loss 0.5453261137008667 Epoch 6: train loss 0.5538232810795307 Epoch 6: val loss 0.5372239351272583 Epoch 7: train loss 0.5119461715221405 Epoch 7: val loss 0.5284298062324524 Epoch 8: train loss 0.5016457661986351 Epoch 8: val loss 0.5319637060165405 Epoch 9: train loss 0.4955941289663315 Epoch 9: val loss 0.5241333842277527 Epoch 10: train loss 0.5077837072312832 Epoch 10: val loss 0.5174899101257324 Epoch 11: train loss 0.4847637973725796 Epoch 11: val loss 0.5258815884590149 Epoch 12: train loss 0.4867861643433571 Epoch 12: val loss 0.524925708770752 Epoch 13: train loss 0.4592535011470318 Epoch 13: val loss 0.5294432640075684 Epoch 14: train loss 0.48600441589951515 Epoch 14: val loss 0.5201820731163025 Epoch 15: train loss 0.48816515877842903 Epoch 15: val loss 0.529983401298523 Epoch 16: train loss 0.4571293480694294 Epoch 16: val loss 0.519972562789917 Epoch 17: train loss 0.47387826815247536 Epoch 17: val loss 0.5147784948348999 Epoch 18: train loss 0.4590102918446064 Epoch 18: val loss 0.5185478329658508 Epoch 19: train loss 0.45002585649490356 Epoch 19: val loss 0.5099955201148987 Epoch 20: train loss 0.4731219820678234 Epoch 20: val loss 0.5070691108703613 Epoch 21: train loss 0.47380388155579567 Epoch 21: val loss 0.5054199695587158 Epoch 22: train loss 0.44992681965231895 Epoch 22: val loss 0.508417546749115 Epoch 23: train loss 0.4384998381137848 Epoch 23: val loss 0.5071422457695007 Epoch 24: train loss 0.44871312007308006 Epoch 24: val loss 0.5039452314376831
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7158715426921844 Epoch 0: val loss 0.6868897676467896 Epoch 1: train loss 0.6730390712618828 Epoch 1: val loss 0.6620854735374451 Epoch 2: train loss 0.6617823764681816 Epoch 2: val loss 0.6438739895820618 Epoch 3: train loss 0.6259448379278183 Epoch 3: val loss 0.6261435151100159 Epoch 4: train loss 0.6134519949555397 Epoch 4: val loss 0.6105759143829346 Epoch 5: train loss 0.6012572273612022 Epoch 5: val loss 0.592641294002533 Epoch 6: train loss 0.5661179572343826 Epoch 6: val loss 0.5769158601760864 Epoch 7: train loss 0.5557023622095585 Epoch 7: val loss 0.5596269965171814 Epoch 8: train loss 0.5247227922081947 Epoch 8: val loss 0.5443027019500732 Epoch 9: train loss 0.5215171910822392 Epoch 9: val loss 0.5293264985084534 Epoch 10: train loss 0.5172460228204727 Epoch 10: val loss 0.5268257260322571 Epoch 11: train loss 0.4882345236837864 Epoch 11: val loss 0.5299121737480164 Epoch 12: train loss 0.5019462592899799 Epoch 12: val loss 0.5286743640899658 Epoch 13: train loss 0.49036724865436554 Epoch 13: val loss 0.5319056510925293 Epoch 14: train loss 0.48213721811771393 Epoch 14: val loss 0.5346547365188599 Epoch 15: train loss 0.4810069389641285 Epoch 15: val loss 0.5338224172592163 Epoch 16: train loss 0.4852537363767624 Epoch 16: val loss 0.5310990810394287 Epoch 17: train loss 0.4484556019306183 Epoch 17: val loss 0.5353865027427673 Epoch 18: train loss 0.45432132482528687 Epoch 18: val loss 0.5457324981689453 Epoch 19: train loss 0.47367509081959724 Epoch 19: val loss 0.5490148663520813 Epoch 20: train loss 0.4695604667067528 Epoch 20: val loss 0.5522086024284363 Epoch 21: train loss 0.4666954353451729 Epoch 21: val loss 0.5525696277618408 Epoch 22: train loss 0.45796486362814903 Epoch 22: val loss 0.5437061190605164 Epoch 23: train loss 0.45827676355838776 Epoch 23: val loss 0.5431637167930603 Epoch 24: train loss 0.4602026715874672 Epoch 24: val loss 0.5463428497314453
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6816482469439507 Epoch 0: val loss 0.663525402545929 Epoch 1: train loss 0.6618405878543854 Epoch 1: val loss 0.6500028371810913 Epoch 2: train loss 0.6433045044541359 Epoch 2: val loss 0.6368044018745422 Epoch 3: train loss 0.6260856539011002 Epoch 3: val loss 0.6238270998001099 Epoch 4: train loss 0.621369868516922 Epoch 4: val loss 0.612362265586853 Epoch 5: train loss 0.5932271853089333 Epoch 5: val loss 0.6013920307159424 Epoch 6: train loss 0.592750072479248 Epoch 6: val loss 0.5889682769775391 Epoch 7: train loss 0.567999355494976 Epoch 7: val loss 0.5782060027122498 Epoch 8: train loss 0.5568311959505081 Epoch 8: val loss 0.5706188678741455 Epoch 9: train loss 0.5334102772176266 Epoch 9: val loss 0.561840295791626 Epoch 10: train loss 0.509174071252346 Epoch 10: val loss 0.5581625699996948 Epoch 11: train loss 0.5109180547297001 Epoch 11: val loss 0.5503817200660706 Epoch 12: train loss 0.5017567351460457 Epoch 12: val loss 0.5478670597076416 Epoch 13: train loss 0.5079968348145485 Epoch 13: val loss 0.5524449348449707 Epoch 14: train loss 0.49233878776431084 Epoch 14: val loss 0.5549250841140747 Epoch 15: train loss 0.4530092254281044 Epoch 15: val loss 0.5520169138908386 Epoch 16: train loss 0.46091021224856377 Epoch 16: val loss 0.5570006966590881 Epoch 17: train loss 0.45819634944200516 Epoch 17: val loss 0.5506356954574585 Epoch 18: train loss 0.47865886613726616 Epoch 18: val loss 0.5564658641815186 Epoch 19: train loss 0.44281917810440063 Epoch 19: val loss 0.5540844202041626 Epoch 20: train loss 0.44749239459633827 Epoch 20: val loss 0.5511478185653687 Epoch 21: train loss 0.4625217318534851 Epoch 21: val loss 0.5457776784896851 Epoch 22: train loss 0.46678708121180534 Epoch 22: val loss 0.5628960728645325 Epoch 23: train loss 0.43967386335134506 Epoch 23: val loss 0.5586028695106506 Epoch 24: train loss 0.4426351673901081 Epoch 24: val loss 0.5582118034362793
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6766106933355331 Epoch 0: val loss 0.6780778765678406 Epoch 1: train loss 0.6651398465037346 Epoch 1: val loss 0.6673871278762817 Epoch 2: train loss 0.6480961516499519 Epoch 2: val loss 0.6531188488006592 Epoch 3: train loss 0.6303993389010429 Epoch 3: val loss 0.6378848552703857 Epoch 4: train loss 0.6252373903989792 Epoch 4: val loss 0.6191651225090027 Epoch 5: train loss 0.5966965705156326 Epoch 5: val loss 0.5990989208221436 Epoch 6: train loss 0.5880476534366608 Epoch 6: val loss 0.577485978603363 Epoch 7: train loss 0.5635062828660011 Epoch 7: val loss 0.558331310749054 Epoch 8: train loss 0.5559438690543175 Epoch 8: val loss 0.5495574474334717 Epoch 9: train loss 0.5360234118998051 Epoch 9: val loss 0.5425699353218079 Epoch 10: train loss 0.5051038861274719 Epoch 10: val loss 0.5349556803703308 Epoch 11: train loss 0.5097580812871456 Epoch 11: val loss 0.5342469215393066 Epoch 12: train loss 0.5043863393366337 Epoch 12: val loss 0.5345659255981445 Epoch 13: train loss 0.5043166689574718 Epoch 13: val loss 0.5264172554016113 Epoch 14: train loss 0.49914083257317543 Epoch 14: val loss 0.525242805480957 Epoch 15: train loss 0.47267647087574005 Epoch 15: val loss 0.5291346311569214 Epoch 16: train loss 0.49960365146398544 Epoch 16: val loss 0.531641960144043 Epoch 17: train loss 0.49926651641726494 Epoch 17: val loss 0.5276220440864563 Epoch 18: train loss 0.48716695234179497 Epoch 18: val loss 0.5261638760566711 Epoch 19: train loss 0.48983075469732285 Epoch 19: val loss 0.5266553163528442 Epoch 20: train loss 0.4813939779996872 Epoch 20: val loss 0.533150851726532 Epoch 21: train loss 0.460581012070179 Epoch 21: val loss 0.5326836109161377 Epoch 22: train loss 0.4669814743101597 Epoch 22: val loss 0.5340868234634399 Epoch 23: train loss 0.4886629469692707 Epoch 23: val loss 0.5340951085090637 Epoch 24: train loss 0.4805170148611069 Epoch 24: val loss 0.5336081385612488
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925018158825961 Epoch 0: val loss 0.6684579849243164 Epoch 1: train loss 0.645968415520408 Epoch 1: val loss 0.6427604556083679 Epoch 2: train loss 0.6146373694593256 Epoch 2: val loss 0.6135194301605225 Epoch 3: train loss 0.5989239730618217 Epoch 3: val loss 0.581270694732666 Epoch 4: train loss 0.56619009104642 Epoch 4: val loss 0.5496766567230225 Epoch 5: train loss 0.5473393581130288 Epoch 5: val loss 0.5349605083465576 Epoch 6: train loss 0.5339509004896338 Epoch 6: val loss 0.5224932432174683 Epoch 7: train loss 0.5166264826601202 Epoch 7: val loss 0.5207226872444153 Epoch 8: train loss 0.5008945627646013 Epoch 8: val loss 0.5281228423118591 Epoch 9: train loss 0.5069720690900629 Epoch 9: val loss 0.5201054215431213 Epoch 10: train loss 0.4973375201225281 Epoch 10: val loss 0.5021108388900757 Epoch 11: train loss 0.4932710203257474 Epoch 11: val loss 0.5030128359794617 Epoch 12: train loss 0.504857752810825 Epoch 12: val loss 0.5075231194496155 Epoch 13: train loss 0.4905328398401087 Epoch 13: val loss 0.5158551335334778 Epoch 14: train loss 0.5036267015067014 Epoch 14: val loss 0.5040830969810486 Epoch 15: train loss 0.4874878932129253 Epoch 15: val loss 0.5105198621749878 Epoch 16: train loss 0.5066252594644373 Epoch 16: val loss 0.5114368796348572 Epoch 17: train loss 0.47775592316280713 Epoch 17: val loss 0.4982045888900757 Epoch 18: train loss 0.47767064652659674 Epoch 18: val loss 0.5011595487594604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6868823826313019 Epoch 0: val loss 0.6693844795227051 Epoch 1: train loss 0.6566807270050049 Epoch 1: val loss 0.6575488448143005 Epoch 2: train loss 0.6411918699741364 Epoch 2: val loss 0.6422792673110962 Epoch 3: train loss 0.6184706270694733 Epoch 3: val loss 0.6240754723548889 Epoch 4: train loss 0.5829473912715912 Epoch 4: val loss 0.6139118671417236 Epoch 5: train loss 0.5698436886072159 Epoch 5: val loss 0.6151524782180786 Epoch 6: train loss 0.555355578660965 Epoch 6: val loss 0.6130627989768982 Epoch 7: train loss 0.5461399853229523 Epoch 7: val loss 0.6052806377410889 Epoch 8: train loss 0.5557652354240418 Epoch 8: val loss 0.6031978130340576 Epoch 9: train loss 0.5317719131708145 Epoch 9: val loss 0.5995450615882874 Epoch 10: train loss 0.5071582436561585 Epoch 10: val loss 0.602301299571991 Epoch 11: train loss 0.5304442912340164 Epoch 11: val loss 0.6106275320053101 Epoch 12: train loss 0.5218202859163285 Epoch 12: val loss 0.6076667308807373 Epoch 13: train loss 0.5016302049160004 Epoch 13: val loss 0.6043920516967773 Epoch 14: train loss 0.5049484223127365 Epoch 14: val loss 0.605037271976471 Epoch 15: train loss 0.5077319890260696 Epoch 15: val loss 0.6123882532119751 Epoch 16: train loss 0.5146725952625275 Epoch 16: val loss 0.6089122295379639 Epoch 17: train loss 0.5107009500265122 Epoch 17: val loss 0.6080049872398376 Epoch 18: train loss 0.48228637874126434 Epoch 18: val loss 0.6067599654197693 Epoch 19: train loss 0.48720130920410154 Epoch 19: val loss 0.6093428730964661 Epoch 20: train loss 0.485563126206398 Epoch 20: val loss 0.6121378540992737 Epoch 21: train loss 0.4920614570379257 Epoch 21: val loss 0.6112356781959534 Epoch 22: train loss 0.4712728977203369 Epoch 22: val loss 0.6142890453338623 Epoch 23: train loss 0.5021021962165833 Epoch 23: val loss 0.606235921382904 Epoch 24: train loss 0.4527192175388336 Epoch 24: val loss 0.6064207553863525
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7117088615894318 Epoch 0: val loss 0.6795876026153564 Epoch 1: train loss 0.6795133769512176 Epoch 1: val loss 0.6629890203475952 Epoch 2: train loss 0.6663697898387909 Epoch 2: val loss 0.6449481844902039 Epoch 3: train loss 0.6357319116592407 Epoch 3: val loss 0.6251528263092041 Epoch 4: train loss 0.625275868177414 Epoch 4: val loss 0.6046543121337891 Epoch 5: train loss 0.6025735080242157 Epoch 5: val loss 0.5860832333564758 Epoch 6: train loss 0.5854200601577759 Epoch 6: val loss 0.5692195296287537 Epoch 7: train loss 0.5705664396286011 Epoch 7: val loss 0.5574610829353333 Epoch 8: train loss 0.5453346729278564 Epoch 8: val loss 0.5476000308990479 Epoch 9: train loss 0.5404283702373505 Epoch 9: val loss 0.5444902181625366 Epoch 10: train loss 0.5270130723714829 Epoch 10: val loss 0.537129819393158 Epoch 11: train loss 0.5115078955888748 Epoch 11: val loss 0.5346843600273132 Epoch 12: train loss 0.5285535633563996 Epoch 12: val loss 0.5340614914894104 Epoch 13: train loss 0.5465685456991196 Epoch 13: val loss 0.5375744104385376 Epoch 14: train loss 0.5360582113265991 Epoch 14: val loss 0.5367980003356934 Epoch 15: train loss 0.54921096265316 Epoch 15: val loss 0.5329360961914062 Epoch 16: train loss 0.5209344685077667 Epoch 16: val loss 0.530424952507019 Epoch 17: train loss 0.5047310769557953 Epoch 17: val loss 0.5338811874389648 Epoch 18: train loss 0.4869891107082367 Epoch 18: val loss 0.537468433380127 Epoch 19: train loss 0.49197458624839785 Epoch 19: val loss 0.5424362421035767 Epoch 20: train loss 0.4934320360422134 Epoch 20: val loss 0.5476846098899841 Epoch 21: train loss 0.5111888766288757 Epoch 21: val loss 0.5467016696929932 Epoch 22: train loss 0.5098889350891114 Epoch 22: val loss 0.5372494459152222 Epoch 23: train loss 0.5137352675199509 Epoch 23: val loss 0.5411468744277954 Epoch 24: train loss 0.5000205397605896 Epoch 24: val loss 0.5472506880760193
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6800809860229492 Epoch 0: val loss 0.6461835503578186 Epoch 1: train loss 0.6217768013477325 Epoch 1: val loss 0.611574649810791 Epoch 2: train loss 0.6295315742492675 Epoch 2: val loss 0.5752050876617432 Epoch 3: train loss 0.5770588845014573 Epoch 3: val loss 0.5526964664459229 Epoch 4: train loss 0.5691383451223373 Epoch 4: val loss 0.5407900810241699 Epoch 5: train loss 0.5529079973697663 Epoch 5: val loss 0.5312401056289673 Epoch 6: train loss 0.5436703890562058 Epoch 6: val loss 0.5252076983451843 Epoch 7: train loss 0.529845455288887 Epoch 7: val loss 0.5281131863594055 Epoch 8: train loss 0.5365732580423355 Epoch 8: val loss 0.526599109172821 Epoch 9: train loss 0.5390496760606766 Epoch 9: val loss 0.5081483721733093 Epoch 10: train loss 0.5183278501033783 Epoch 10: val loss 0.5052481889724731 Epoch 11: train loss 0.5248951941728592 Epoch 11: val loss 0.5084206461906433 Epoch 12: train loss 0.5257617026567459 Epoch 12: val loss 0.5013487935066223 Epoch 13: train loss 0.5117283254861832 Epoch 13: val loss 0.5008359551429749 Epoch 14: train loss 0.5037472426891327 Epoch 14: val loss 0.4954744279384613 Epoch 15: train loss 0.5093293279409409 Epoch 15: val loss 0.4957607686519623 Epoch 16: train loss 0.5157629251480103 Epoch 16: val loss 0.49267563223838806 Epoch 17: train loss 0.5366398334503174 Epoch 17: val loss 0.4939156472682953 Epoch 18: train loss 0.4874489545822144 Epoch 18: val loss 0.49630141258239746 Epoch 19: train loss 0.4772726476192474 Epoch 19: val loss 0.4923926293849945 Epoch 20: train loss 0.47474060356616976 Epoch 20: val loss 0.4882495403289795 Epoch 21: train loss 0.48447360694408415 Epoch 21: val loss 0.484513521194458 Epoch 22: train loss 0.4906893104314804 Epoch 22: val loss 0.48834872245788574 Epoch 23: train loss 0.48228663504123687 Epoch 23: val loss 0.48812735080718994 Epoch 24: train loss 0.45363631546497346 Epoch 24: val loss 0.4806687831878662
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6866400182247162 Epoch 0: val loss 0.6526241898536682 Epoch 1: train loss 0.6261545062065125 Epoch 1: val loss 0.6347886919975281 Epoch 2: train loss 0.6111760079860687 Epoch 2: val loss 0.620050311088562 Epoch 3: train loss 0.6072607636451721 Epoch 3: val loss 0.6044715046882629 Epoch 4: train loss 0.5909245729446411 Epoch 4: val loss 0.590279221534729 Epoch 5: train loss 0.5840300410985947 Epoch 5: val loss 0.5768519043922424 Epoch 6: train loss 0.5706292897462845 Epoch 6: val loss 0.5717730522155762 Epoch 7: train loss 0.5564553707838058 Epoch 7: val loss 0.5662998557090759 Epoch 8: train loss 0.5694008708000183 Epoch 8: val loss 0.5594121217727661 Epoch 9: train loss 0.5578121274709702 Epoch 9: val loss 0.5536296367645264 Epoch 10: train loss 0.533271187543869 Epoch 10: val loss 0.5471742153167725 Epoch 11: train loss 0.5413144767284394 Epoch 11: val loss 0.541782557964325 Epoch 12: train loss 0.5171197980642319 Epoch 12: val loss 0.5372024774551392 Epoch 13: train loss 0.5356869637966156 Epoch 13: val loss 0.5290855169296265 Epoch 14: train loss 0.5292641371488571 Epoch 14: val loss 0.523333728313446 Epoch 15: train loss 0.513698872923851 Epoch 15: val loss 0.5164930820465088 Epoch 16: train loss 0.5018966615200042 Epoch 16: val loss 0.5291224718093872 Epoch 17: train loss 0.49821004271507263 Epoch 17: val loss 0.5215080976486206 Epoch 18: train loss 0.4931263267993927 Epoch 18: val loss 0.5141316056251526 Epoch 19: train loss 0.5013043880462646 Epoch 19: val loss 0.51004558801651 Epoch 20: train loss 0.4589182108640671 Epoch 20: val loss 0.5162109136581421 Epoch 21: train loss 0.4571915417909622 Epoch 21: val loss 0.5167959332466125 Epoch 22: train loss 0.49677121341228486 Epoch 22: val loss 0.5148034691810608 Epoch 23: train loss 0.49689931273460386 Epoch 23: val loss 0.5034440755844116 Epoch 24: train loss 0.47186394333839415 Epoch 24: val loss 0.5066235065460205
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6751545530099136 Epoch 0: val loss 0.6767546534538269 Epoch 1: train loss 0.6551574239364037 Epoch 1: val loss 0.6523118019104004 Epoch 2: train loss 0.6057833570700425 Epoch 2: val loss 0.6266160011291504 Epoch 3: train loss 0.5790394750925211 Epoch 3: val loss 0.5966379642486572 Epoch 4: train loss 0.5773278520657465 Epoch 4: val loss 0.5674211978912354 Epoch 5: train loss 0.5573762471859272 Epoch 5: val loss 0.561926543712616 Epoch 6: train loss 0.5472202621973478 Epoch 6: val loss 0.5535237789154053 Epoch 7: train loss 0.529596535059122 Epoch 7: val loss 0.5486566424369812 Epoch 8: train loss 0.5275475887151865 Epoch 8: val loss 0.5416156649589539 Epoch 9: train loss 0.5379208853611579 Epoch 9: val loss 0.5443401336669922 Epoch 10: train loss 0.51042417379526 Epoch 10: val loss 0.5473731756210327 Epoch 11: train loss 0.5062629786821512 Epoch 11: val loss 0.5318764448165894 Epoch 12: train loss 0.5165247183579665 Epoch 12: val loss 0.5279698967933655 Epoch 13: train loss 0.5015640396338242 Epoch 13: val loss 0.5279879570007324 Epoch 14: train loss 0.4951899991585658 Epoch 14: val loss 0.5224125981330872 Epoch 15: train loss 0.5017023843068343 Epoch 15: val loss 0.5208614468574524 Epoch 16: train loss 0.5000754319704496 Epoch 16: val loss 0.5205481648445129 Epoch 17: train loss 0.4879266986480126 Epoch 17: val loss 0.5236610174179077 Epoch 18: train loss 0.5037127733230591 Epoch 18: val loss 0.5216100811958313 Epoch 19: train loss 0.49596341985922593 Epoch 19: val loss 0.5209041833877563 Epoch 20: train loss 0.4752023953657884 Epoch 20: val loss 0.5177331566810608 Epoch 21: train loss 0.4919540584087372 Epoch 21: val loss 0.5165777206420898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7028827534781562 Epoch 0: val loss 0.7030150890350342 Epoch 1: train loss 0.6757119496663412 Epoch 1: val loss 0.6990388035774231 Epoch 2: train loss 0.68719572491116 Epoch 2: val loss 0.6940143704414368 Epoch 3: train loss 0.6691740883721246 Epoch 3: val loss 0.6905786991119385 Epoch 4: train loss 0.6790500813060336 Epoch 4: val loss 0.6861497759819031 Epoch 5: train loss 0.6665559940867953 Epoch 5: val loss 0.6866214871406555 Epoch 6: train loss 0.6494266523255242 Epoch 6: val loss 0.6878944039344788 Epoch 7: train loss 0.6497165891859267 Epoch 7: val loss 0.6869434714317322 Epoch 8: train loss 0.6408867438634237 Epoch 8: val loss 0.6861379146575928 Epoch 9: train loss 0.618050131532881 Epoch 9: val loss 0.6803131699562073 Epoch 10: train loss 0.6348598334524367 Epoch 10: val loss 0.6705355048179626 Epoch 11: train loss 0.624941713280148 Epoch 11: val loss 0.6711127758026123 Epoch 12: train loss 0.6202743450800577 Epoch 12: val loss 0.669373095035553 Epoch 13: train loss 0.5983285572793748 Epoch 13: val loss 0.6785292029380798 Epoch 14: train loss 0.5868551002608405 Epoch 14: val loss 0.6764619946479797 Epoch 15: train loss 0.582209481133355 Epoch 15: val loss 0.6696577072143555 Epoch 16: train loss 0.5565942062271966 Epoch 16: val loss 0.6631175875663757 Epoch 17: train loss 0.5537856221199036 Epoch 17: val loss 0.6718778610229492 Epoch 18: train loss 0.5515848630004458 Epoch 18: val loss 0.670269250869751 Epoch 19: train loss 0.5579476455847422 Epoch 19: val loss 0.6644460558891296 Epoch 20: train loss 0.5558833446767595 Epoch 20: val loss 0.6533095836639404 Epoch 21: train loss 0.5217351218064626 Epoch 21: val loss 0.6574583649635315 Epoch 22: train loss 0.5164886481232114 Epoch 22: val loss 0.671541690826416 Epoch 23: train loss 0.5301467345820533 Epoch 23: val loss 0.6768093109130859 Epoch 24: train loss 0.5309569901890225 Epoch 24: val loss 0.6748319268226624
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6943135857582092 Epoch 0: val loss 0.695906400680542 Epoch 1: train loss 0.6913690765698751 Epoch 1: val loss 0.6836972236633301 Epoch 2: train loss 0.6868220236566331 Epoch 2: val loss 0.6766628623008728 Epoch 3: train loss 0.6590594516860114 Epoch 3: val loss 0.6715316772460938 Epoch 4: train loss 0.6716172960069444 Epoch 4: val loss 0.6677625179290771 Epoch 5: train loss 0.6679436696900262 Epoch 5: val loss 0.663582980632782 Epoch 6: train loss 0.6666896078321669 Epoch 6: val loss 0.6582339406013489 Epoch 7: train loss 0.6471836500697665 Epoch 7: val loss 0.6565367579460144 Epoch 8: train loss 0.6219666931364272 Epoch 8: val loss 0.651249349117279 Epoch 9: train loss 0.6292484005292257 Epoch 9: val loss 0.6419734358787537 Epoch 10: train loss 0.6435200903150771 Epoch 10: val loss 0.6358821988105774 Epoch 11: train loss 0.6306396789020963 Epoch 11: val loss 0.631488025188446 Epoch 12: train loss 0.6009297437138028 Epoch 12: val loss 0.628938615322113 Epoch 13: train loss 0.5866035024325053 Epoch 13: val loss 0.6221651434898376 Epoch 14: train loss 0.5965844657686021 Epoch 14: val loss 0.6162373423576355 Epoch 15: train loss 0.5669895907243093 Epoch 15: val loss 0.6152842044830322 Epoch 16: train loss 0.5535356634192996 Epoch 16: val loss 0.6127309203147888 Epoch 17: train loss 0.5622813867198097 Epoch 17: val loss 0.6079011559486389 Epoch 18: train loss 0.551738440990448 Epoch 18: val loss 0.6083256006240845 Epoch 19: train loss 0.5417689912849002 Epoch 19: val loss 0.608642578125 Epoch 20: train loss 0.5647071566846635 Epoch 20: val loss 0.6057325601577759 Epoch 21: train loss 0.5431590841876136 Epoch 21: val loss 0.6030517220497131 Epoch 22: train loss 0.5201607710785336 Epoch 22: val loss 0.6019571423530579 Epoch 23: train loss 0.5183272328641679 Epoch 23: val loss 0.6029590964317322 Epoch 24: train loss 0.5353974799315134 Epoch 24: val loss 0.6044917702674866
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7033091982205709 Epoch 0: val loss 0.6858059763908386 Epoch 1: train loss 0.6888449258274503 Epoch 1: val loss 0.6830134391784668 Epoch 2: train loss 0.6748978429370456 Epoch 2: val loss 0.6815696358680725 Epoch 3: train loss 0.66889312532213 Epoch 3: val loss 0.6811262965202332 Epoch 4: train loss 0.6663698487811618 Epoch 4: val loss 0.6802065372467041 Epoch 5: train loss 0.6672750314076742 Epoch 5: val loss 0.6790409088134766 Epoch 6: train loss 0.643562376499176 Epoch 6: val loss 0.6767120957374573 Epoch 7: train loss 0.6438341736793518 Epoch 7: val loss 0.6733178496360779 Epoch 8: train loss 0.6320166124237908 Epoch 8: val loss 0.669217050075531 Epoch 9: train loss 0.6323128872447543 Epoch 9: val loss 0.6645689010620117 Epoch 10: train loss 0.6086798508961996 Epoch 10: val loss 0.6649158596992493 Epoch 11: train loss 0.6281179851955838 Epoch 11: val loss 0.6612339615821838 Epoch 12: train loss 0.6093520720799764 Epoch 12: val loss 0.659979522228241 Epoch 13: train loss 0.6184515423244901 Epoch 13: val loss 0.6581326127052307 Epoch 14: train loss 0.6026889681816101 Epoch 14: val loss 0.6541244387626648 Epoch 15: train loss 0.5871505671077304 Epoch 15: val loss 0.6487255096435547 Epoch 16: train loss 0.5907922188440958 Epoch 16: val loss 0.6418986916542053 Epoch 17: train loss 0.5597119861178927 Epoch 17: val loss 0.6428890824317932 Epoch 18: train loss 0.57905622654491 Epoch 18: val loss 0.6423881649971008 Epoch 19: train loss 0.5633730888366699 Epoch 19: val loss 0.637707531452179 Epoch 20: train loss 0.5713436702887217 Epoch 20: val loss 0.6410791277885437 Epoch 21: train loss 0.5652660363250308 Epoch 21: val loss 0.6375214457511902 Epoch 22: train loss 0.5619506902164884 Epoch 22: val loss 0.6347148418426514 Epoch 23: train loss 0.5395562814341651 Epoch 23: val loss 0.6346825361251831 Epoch 24: train loss 0.5604163209597269 Epoch 24: val loss 0.632429301738739
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7099381685256958 Epoch 0: val loss 0.7033309936523438 Epoch 1: train loss 0.7045384976598952 Epoch 1: val loss 0.6937097907066345 Epoch 2: train loss 0.6690449780888028 Epoch 2: val loss 0.6873753666877747 Epoch 3: train loss 0.6617966426743401 Epoch 3: val loss 0.6829645037651062 Epoch 4: train loss 0.6662175390455458 Epoch 4: val loss 0.6715849041938782 Epoch 5: train loss 0.636488139629364 Epoch 5: val loss 0.6634047031402588 Epoch 6: train loss 0.6146916747093201 Epoch 6: val loss 0.6558254957199097 Epoch 7: train loss 0.6123009324073792 Epoch 7: val loss 0.6489503383636475 Epoch 8: train loss 0.6069516142209371 Epoch 8: val loss 0.6414874792098999 Epoch 9: train loss 0.5992683437135484 Epoch 9: val loss 0.6430387496948242 Epoch 10: train loss 0.5995898776584201 Epoch 10: val loss 0.6434761881828308 Epoch 11: train loss 0.5860516263378991 Epoch 11: val loss 0.6361704468727112 Epoch 12: train loss 0.5939669973320432 Epoch 12: val loss 0.6251782178878784 Epoch 13: train loss 0.5888568692737155 Epoch 13: val loss 0.6153159737586975 Epoch 14: train loss 0.588489313920339 Epoch 14: val loss 0.612752377986908 Epoch 15: train loss 0.5838174621264139 Epoch 15: val loss 0.6049800515174866 Epoch 16: train loss 0.5707675483491685 Epoch 16: val loss 0.6111406087875366 Epoch 17: train loss 0.5848329895072513 Epoch 17: val loss 0.596451461315155 Epoch 18: train loss 0.5645807849036323 Epoch 18: val loss 0.5828364491462708 Epoch 19: train loss 0.5446055167251163 Epoch 19: val loss 0.588280975818634 Epoch 20: train loss 0.5548392699824439 Epoch 20: val loss 0.5991564989089966 Epoch 21: train loss 0.5592009060912662 Epoch 21: val loss 0.6040340065956116 Epoch 22: train loss 0.5430489050017463 Epoch 22: val loss 0.5977097749710083 Epoch 23: train loss 0.5461181965139177 Epoch 23: val loss 0.5977048277854919 Epoch 24: train loss 0.528851204448276 Epoch 24: val loss 0.603715181350708
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7011937002340952 Epoch 0: val loss 0.6905040144920349 Epoch 1: train loss 0.6833597073952357 Epoch 1: val loss 0.6767697930335999 Epoch 2: train loss 0.6723440686861674 Epoch 2: val loss 0.663396954536438 Epoch 3: train loss 0.6644872277975082 Epoch 3: val loss 0.6535009145736694 Epoch 4: train loss 0.6455733726421992 Epoch 4: val loss 0.6413559913635254 Epoch 5: train loss 0.6354194631179174 Epoch 5: val loss 0.6313203573226929 Epoch 6: train loss 0.6353500733772913 Epoch 6: val loss 0.6206791400909424 Epoch 7: train loss 0.6228703806797663 Epoch 7: val loss 0.6091171503067017 Epoch 8: train loss 0.6169408907492956 Epoch 8: val loss 0.5967668890953064 Epoch 9: train loss 0.5972250749667486 Epoch 9: val loss 0.5860291123390198 Epoch 10: train loss 0.5928735459844271 Epoch 10: val loss 0.5778961777687073 Epoch 11: train loss 0.5939488559961319 Epoch 11: val loss 0.5701189637184143 Epoch 12: train loss 0.5972143858671188 Epoch 12: val loss 0.5694312453269958 Epoch 13: train loss 0.6112930675347646 Epoch 13: val loss 0.5597792267799377 Epoch 14: train loss 0.5828742707769076 Epoch 14: val loss 0.5607961416244507 Epoch 15: train loss 0.5988675604263941 Epoch 15: val loss 0.5593385696411133 Epoch 16: train loss 0.5744540492693583 Epoch 16: val loss 0.5545681118965149 Epoch 17: train loss 0.5558374797304472 Epoch 17: val loss 0.5530411601066589 Epoch 18: train loss 0.5685508400201797 Epoch 18: val loss 0.5524118542671204 Epoch 19: train loss 0.5607816353440285 Epoch 19: val loss 0.5481542348861694 Epoch 20: train loss 0.5549251114328703 Epoch 20: val loss 0.5521831512451172 Epoch 21: train loss 0.5508293608824412 Epoch 21: val loss 0.5423712730407715
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6725224527445707 Epoch 0: val loss 0.6766712665557861 Epoch 1: train loss 0.6548038125038147 Epoch 1: val loss 0.6687265038490295 Epoch 2: train loss 0.6555083394050598 Epoch 2: val loss 0.6620635986328125 Epoch 3: train loss 0.6239129359071905 Epoch 3: val loss 0.651007890701294 Epoch 4: train loss 0.623726259578358 Epoch 4: val loss 0.6369782090187073 Epoch 5: train loss 0.6035846688530662 Epoch 5: val loss 0.6227602958679199 Epoch 6: train loss 0.5942301181229678 Epoch 6: val loss 0.6122750043869019 Epoch 7: train loss 0.5760891871018843 Epoch 7: val loss 0.6036174297332764 Epoch 8: train loss 0.5684179121797736 Epoch 8: val loss 0.6007983088493347 Epoch 9: train loss 0.5620120926336809 Epoch 9: val loss 0.5959481000900269 Epoch 10: train loss 0.5503648248585787 Epoch 10: val loss 0.5921720266342163 Epoch 11: train loss 0.5399961579929698 Epoch 11: val loss 0.5848084688186646 Epoch 12: train loss 0.5483979420228438 Epoch 12: val loss 0.5866947770118713 Epoch 13: train loss 0.5299063324928284 Epoch 13: val loss 0.6018290519714355 Epoch 14: train loss 0.5132887065410614 Epoch 14: val loss 0.5830314755439758 Epoch 15: train loss 0.4992304769429294 Epoch 15: val loss 0.581807017326355 Epoch 16: train loss 0.5115929002111609 Epoch 16: val loss 0.5802009105682373 Epoch 17: train loss 0.5134478563612158 Epoch 17: val loss 0.5879121422767639 Epoch 18: train loss 0.4754235636104237 Epoch 18: val loss 0.5998814105987549 Epoch 19: train loss 0.4841268577358939 Epoch 19: val loss 0.5913665890693665 Epoch 20: train loss 0.499709969217127 Epoch 20: val loss 0.5796535015106201 Epoch 21: train loss 0.4817736501043493 Epoch 21: val loss 0.5738558173179626 Epoch 22: train loss 0.4751775427298112 Epoch 22: val loss 0.576889157295227 Epoch 23: train loss 0.469256113875996 Epoch 23: val loss 0.5795169472694397 Epoch 24: train loss 0.46342701803554187 Epoch 24: val loss 0.5745147466659546
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6969712972640991 Epoch 0: val loss 0.6642006039619446 Epoch 1: train loss 0.6651200381192294 Epoch 1: val loss 0.6534249186515808 Epoch 2: train loss 0.6528130065311085 Epoch 2: val loss 0.6440185308456421 Epoch 3: train loss 0.6383769295432351 Epoch 3: val loss 0.6340113282203674 Epoch 4: train loss 0.627901163968173 Epoch 4: val loss 0.6273641586303711 Epoch 5: train loss 0.6058926473964344 Epoch 5: val loss 0.6201779246330261 Epoch 6: train loss 0.6008396148681641 Epoch 6: val loss 0.6122833490371704 Epoch 7: train loss 0.6004847721620039 Epoch 7: val loss 0.6077462434768677 Epoch 8: train loss 0.5703722563656893 Epoch 8: val loss 0.6025686860084534 Epoch 9: train loss 0.5530976327982816 Epoch 9: val loss 0.597907543182373 Epoch 10: train loss 0.5409969904206016 Epoch 10: val loss 0.5925405621528625 Epoch 11: train loss 0.5341594517230988 Epoch 11: val loss 0.5847010016441345 Epoch 12: train loss 0.5516879423098131 Epoch 12: val loss 0.5794223546981812 Epoch 13: train loss 0.5406330580061133 Epoch 13: val loss 0.5763891339302063 Epoch 14: train loss 0.536082389679822 Epoch 14: val loss 0.5811450481414795 Epoch 15: train loss 0.5187965360554782 Epoch 15: val loss 0.5719780325889587 Epoch 16: train loss 0.5305037633939222 Epoch 16: val loss 0.5658736824989319 Epoch 17: train loss 0.5137625282460992 Epoch 17: val loss 0.5684510469436646 Epoch 18: train loss 0.500572759996761 Epoch 18: val loss 0.5618918538093567 Epoch 19: train loss 0.49067478288303723 Epoch 19: val loss 0.561076819896698 Epoch 20: train loss 0.5342039655555378 Epoch 20: val loss 0.556547224521637 Epoch 21: train loss 0.49901083924553613 Epoch 21: val loss 0.553973913192749 Epoch 22: train loss 0.5095528797669844 Epoch 22: val loss 0.5459650158882141 Epoch 23: train loss 0.4779180721803145 Epoch 23: val loss 0.547660768032074 Epoch 24: train loss 0.4852386144074527 Epoch 24: val loss 0.5497106313705444
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7157210761850531 Epoch 0: val loss 0.6858858466148376 Epoch 1: train loss 0.6957240050489252 Epoch 1: val loss 0.678826630115509 Epoch 2: train loss 0.675896861336448 Epoch 2: val loss 0.6710118651390076 Epoch 3: train loss 0.6821171045303345 Epoch 3: val loss 0.6639298796653748 Epoch 4: train loss 0.6851994503628124 Epoch 4: val loss 0.6581802368164062 Epoch 5: train loss 0.6617865237322721 Epoch 5: val loss 0.6551743745803833 Epoch 6: train loss 0.6527361707253889 Epoch 6: val loss 0.6502982378005981 Epoch 7: train loss 0.6555384505878795 Epoch 7: val loss 0.643488883972168 Epoch 8: train loss 0.6359603134068575 Epoch 8: val loss 0.6390095949172974 Epoch 9: train loss 0.6365398114377802 Epoch 9: val loss 0.6296930313110352 Epoch 10: train loss 0.6353986859321594 Epoch 10: val loss 0.627709686756134 Epoch 11: train loss 0.6239655342969027 Epoch 11: val loss 0.625477135181427 Epoch 12: train loss 0.6109359806234186 Epoch 12: val loss 0.6254678964614868 Epoch 13: train loss 0.6048805280165239 Epoch 13: val loss 0.6226460337638855 Epoch 14: train loss 0.6334633502093229 Epoch 14: val loss 0.6186884045600891 Epoch 15: train loss 0.590528748252175 Epoch 15: val loss 0.6199538707733154 Epoch 16: train loss 0.5873095311901786 Epoch 16: val loss 0.6178694367408752 Epoch 17: train loss 0.601639910177751 Epoch 17: val loss 0.6115438938140869 Epoch 18: train loss 0.6065175045620311 Epoch 18: val loss 0.6102551817893982 Epoch 19: train loss 0.5761572447690096 Epoch 19: val loss 0.6118353009223938 Epoch 20: train loss 0.6099716289476915 Epoch 20: val loss 0.6141937971115112 Epoch 21: train loss 0.5719584118236195 Epoch 21: val loss 0.6181472539901733 Epoch 22: train loss 0.5704055455597964 Epoch 22: val loss 0.6175633072853088 Epoch 23: train loss 0.58907996524464 Epoch 23: val loss 0.6205624938011169 Epoch 24: train loss 0.5620478066531095 Epoch 24: val loss 0.6129168272018433
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984224698760293 Epoch 0: val loss 0.6818710565567017 Epoch 1: train loss 0.669058393348347 Epoch 1: val loss 0.6560371518135071 Epoch 2: train loss 0.6393010399558328 Epoch 2: val loss 0.6376470327377319 Epoch 3: train loss 0.6266425360332836 Epoch 3: val loss 0.6223787069320679 Epoch 4: train loss 0.61527419090271 Epoch 4: val loss 0.6111742258071899 Epoch 5: train loss 0.6232353719798002 Epoch 5: val loss 0.6035600304603577 Epoch 6: train loss 0.6071089126847007 Epoch 6: val loss 0.6066813468933105 Epoch 7: train loss 0.6060625802386891 Epoch 7: val loss 0.5992636680603027 Epoch 8: train loss 0.6056910373947837 Epoch 8: val loss 0.5966670513153076 Epoch 9: train loss 0.5995803746310148 Epoch 9: val loss 0.5895804762840271 Epoch 10: train loss 0.5796522064642473 Epoch 10: val loss 0.5852874517440796 Epoch 11: train loss 0.5937872529029846 Epoch 11: val loss 0.5917405486106873 Epoch 12: train loss 0.5662429982965643 Epoch 12: val loss 0.5996721386909485 Epoch 13: train loss 0.5698218210176988 Epoch 13: val loss 0.5971205234527588 Epoch 14: train loss 0.5470142662525177 Epoch 14: val loss 0.590747058391571 Epoch 15: train loss 0.5500136884776029 Epoch 15: val loss 0.5856174230575562 Epoch 16: train loss 0.5613344961946661 Epoch 16: val loss 0.5897654294967651 Epoch 17: train loss 0.5444557720964606 Epoch 17: val loss 0.5863215327262878 Epoch 18: train loss 0.5472646978768435 Epoch 18: val loss 0.590630829334259 Epoch 19: train loss 0.5463945242491636 Epoch 19: val loss 0.5743914246559143 Epoch 20: train loss 0.5418746552684091 Epoch 20: val loss 0.5861329436302185 Epoch 21: train loss 0.547047728841955 Epoch 21: val loss 0.5732768177986145 Epoch 22: train loss 0.54759127443487 Epoch 22: val loss 0.5629366040229797 Epoch 23: train loss 0.5153402306816794 Epoch 23: val loss 0.5711650252342224 Epoch 24: train loss 0.5135718556967649 Epoch 24: val loss 0.579762876033783
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6966891033308846 Epoch 0: val loss 0.6738088726997375 Epoch 1: train loss 0.6773707270622253 Epoch 1: val loss 0.6577444076538086 Epoch 2: train loss 0.6522966878754752 Epoch 2: val loss 0.6428667902946472 Epoch 3: train loss 0.6363238820007869 Epoch 3: val loss 0.632532000541687 Epoch 4: train loss 0.6172522136143276 Epoch 4: val loss 0.6310397386550903 Epoch 5: train loss 0.6193862940583911 Epoch 5: val loss 0.6265721917152405 Epoch 6: train loss 0.5979116303580148 Epoch 6: val loss 0.6201333999633789 Epoch 7: train loss 0.5977506871734347 Epoch 7: val loss 0.6153309941291809 Epoch 8: train loss 0.5914998565401349 Epoch 8: val loss 0.6204552054405212 Epoch 9: train loss 0.5807437534843173 Epoch 9: val loss 0.6121786832809448 Epoch 10: train loss 0.5887412215982165 Epoch 10: val loss 0.6087942123413086 Epoch 11: train loss 0.5788984298706055 Epoch 11: val loss 0.6101322174072266 Epoch 12: train loss 0.5711260778563363 Epoch 12: val loss 0.6160715222358704 Epoch 13: train loss 0.5592661627701351 Epoch 13: val loss 0.6128463745117188 Epoch 14: train loss 0.5666080840996334 Epoch 14: val loss 0.602284848690033 Epoch 15: train loss 0.5614672686372485 Epoch 15: val loss 0.6095433235168457 Epoch 16: train loss 0.5441274132047381 Epoch 16: val loss 0.6114596128463745 Epoch 17: train loss 0.5494096151420048 Epoch 17: val loss 0.5954378247261047 Epoch 18: train loss 0.5536098927259445 Epoch 18: val loss 0.6003990769386292 Epoch 19: train loss 0.5374771164996284 Epoch 19: val loss 0.5992330312728882 Epoch 20: train loss 0.5307283976248333 Epoch 20: val loss 0.6065853834152222 Epoch 21: train loss 0.5381748122828347 Epoch 21: val loss 0.6030645966529846 Epoch 22: train loss 0.5313253402709961 Epoch 22: val loss 0.5957744717597961 Epoch 23: train loss 0.5157822157655444 Epoch 23: val loss 0.6074051260948181
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6814575129085116 Epoch 0: val loss 0.6711453795433044 Epoch 1: train loss 0.6661804782019721 Epoch 1: val loss 0.6629337668418884 Epoch 2: train loss 0.6688870655165778 Epoch 2: val loss 0.6533568501472473 Epoch 3: train loss 0.6557297243012322 Epoch 3: val loss 0.6484441757202148 Epoch 4: train loss 0.653234859307607 Epoch 4: val loss 0.6449846029281616 Epoch 5: train loss 0.6586509545644125 Epoch 5: val loss 0.6425976157188416 Epoch 6: train loss 0.6455844905641344 Epoch 6: val loss 0.6413922309875488 Epoch 7: train loss 0.6325048804283142 Epoch 7: val loss 0.6406407356262207 Epoch 8: train loss 0.6284764872656928 Epoch 8: val loss 0.6378645896911621 Epoch 9: train loss 0.6281602647569444 Epoch 9: val loss 0.6350126266479492 Epoch 10: train loss 0.6158552103572421 Epoch 10: val loss 0.6312127709388733 Epoch 11: train loss 0.6249065597852071 Epoch 11: val loss 0.6256284713745117 Epoch 12: train loss 0.6014457808600532 Epoch 12: val loss 0.6196717619895935 Epoch 13: train loss 0.5808789167139266 Epoch 13: val loss 0.6114998459815979 Epoch 14: train loss 0.5996224019262526 Epoch 14: val loss 0.6020725965499878 Epoch 15: train loss 0.5956001745329963 Epoch 15: val loss 0.5946126580238342 Epoch 16: train loss 0.5837708910306295 Epoch 16: val loss 0.5836828351020813 Epoch 17: train loss 0.5657770766152276 Epoch 17: val loss 0.5797857046127319 Epoch 18: train loss 0.5605703261163499 Epoch 18: val loss 0.5766202211380005 Epoch 19: train loss 0.5941411720381843 Epoch 19: val loss 0.5704631805419922 Epoch 20: train loss 0.5705485906865861 Epoch 20: val loss 0.580794632434845 Epoch 21: train loss 0.5691132611698575 Epoch 21: val loss 0.5880612134933472 Epoch 22: train loss 0.560568822754754 Epoch 22: val loss 0.5908792018890381 Epoch 23: train loss 0.5642278227541182 Epoch 23: val loss 0.5704525113105774 Epoch 24: train loss 0.5436436103449928 Epoch 24: val loss 0.5680041909217834
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.681252638498942 Epoch 0: val loss 0.6735653281211853 Epoch 1: train loss 0.6773152550061544 Epoch 1: val loss 0.668752908706665 Epoch 2: train loss 0.6656858722368876 Epoch 2: val loss 0.6663132309913635 Epoch 3: train loss 0.6577006975809733 Epoch 3: val loss 0.6633881330490112 Epoch 4: train loss 0.6489096085230509 Epoch 4: val loss 0.6623654961585999 Epoch 5: train loss 0.6525677839914957 Epoch 5: val loss 0.6618474125862122 Epoch 6: train loss 0.6457000639703538 Epoch 6: val loss 0.6622055768966675 Epoch 7: train loss 0.6385610434744093 Epoch 7: val loss 0.6612194776535034 Epoch 8: train loss 0.62711720334159 Epoch 8: val loss 0.6591908931732178 Epoch 9: train loss 0.6321660346455045 Epoch 9: val loss 0.656375527381897 Epoch 10: train loss 0.6069269180297852 Epoch 10: val loss 0.6531336307525635 Epoch 11: train loss 0.6080958843231201 Epoch 11: val loss 0.6541710495948792 Epoch 12: train loss 0.603092696931627 Epoch 12: val loss 0.6583334803581238 Epoch 13: train loss 0.5916869342327118 Epoch 13: val loss 0.6570140719413757 Epoch 14: train loss 0.6065029237005446 Epoch 14: val loss 0.6540782451629639 Epoch 15: train loss 0.5943339533276029 Epoch 15: val loss 0.6521949172019958 Epoch 16: train loss 0.6001772549417284 Epoch 16: val loss 0.6515188217163086 Epoch 17: train loss 0.6048795481522878 Epoch 17: val loss 0.6547695994377136 Epoch 18: train loss 0.5709724658065372 Epoch 18: val loss 0.6558514833450317 Epoch 19: train loss 0.5734282003508674 Epoch 19: val loss 0.6522761583328247 Epoch 20: train loss 0.5567037198278639 Epoch 20: val loss 0.6486834287643433 Epoch 21: train loss 0.5622550547122955 Epoch 21: val loss 0.6463677883148193 Epoch 22: train loss 0.5553897950384352 Epoch 22: val loss 0.6487262845039368 Epoch 23: train loss 0.5272809233930376 Epoch 23: val loss 0.6500250697135925 Epoch 24: train loss 0.550306025478575 Epoch 24: val loss 0.6533437371253967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6796562340524461 Epoch 0: val loss 0.6711269617080688 Epoch 1: train loss 0.6849747233920627 Epoch 1: val loss 0.6646164059638977 Epoch 2: train loss 0.6636592348416647 Epoch 2: val loss 0.661125659942627 Epoch 3: train loss 0.673612654209137 Epoch 3: val loss 0.6585618257522583 Epoch 4: train loss 0.6493303245968289 Epoch 4: val loss 0.6553015112876892 Epoch 5: train loss 0.63874351978302 Epoch 5: val loss 0.650463342666626 Epoch 6: train loss 0.6579958134227328 Epoch 6: val loss 0.6482945084571838 Epoch 7: train loss 0.6456597314940559 Epoch 7: val loss 0.6484326124191284 Epoch 8: train loss 0.6373372673988342 Epoch 8: val loss 0.6486454606056213 Epoch 9: train loss 0.6364234884579977 Epoch 9: val loss 0.6488541960716248 Epoch 10: train loss 0.64561437898212 Epoch 10: val loss 0.6475962996482849 Epoch 11: train loss 0.6201481024424235 Epoch 11: val loss 0.6434522271156311 Epoch 12: train loss 0.6025977598296272 Epoch 12: val loss 0.6433578729629517 Epoch 13: train loss 0.6060255964597067 Epoch 13: val loss 0.6435116529464722 Epoch 14: train loss 0.6076010664304098 Epoch 14: val loss 0.6416721940040588 Epoch 15: train loss 0.5863019227981567 Epoch 15: val loss 0.6413974165916443 Epoch 16: train loss 0.5879263944096036 Epoch 16: val loss 0.6402167677879333 Epoch 17: train loss 0.590469608704249 Epoch 17: val loss 0.6414901614189148 Epoch 18: train loss 0.5882648792531755 Epoch 18: val loss 0.640753448009491 Epoch 19: train loss 0.5813771155145433 Epoch 19: val loss 0.6416975855827332 Epoch 20: train loss 0.5740778313742744 Epoch 20: val loss 0.6414490342140198 Epoch 21: train loss 0.5594376458062066 Epoch 21: val loss 0.6423429250717163 Epoch 22: train loss 0.5720634725358751 Epoch 22: val loss 0.6408199667930603 Epoch 23: train loss 0.5573265585634444 Epoch 23: val loss 0.6365624070167542 Epoch 24: train loss 0.5484330786599053 Epoch 24: val loss 0.6330384016036987
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971142093340555 Epoch 0: val loss 0.69525545835495 Epoch 1: train loss 0.6886666085984972 Epoch 1: val loss 0.6886370778083801 Epoch 2: train loss 0.6646266844537523 Epoch 2: val loss 0.6842203736305237 Epoch 3: train loss 0.6593045790990194 Epoch 3: val loss 0.6805440783500671 Epoch 4: train loss 0.6525512139002482 Epoch 4: val loss 0.678006112575531 Epoch 5: train loss 0.650880429479811 Epoch 5: val loss 0.6756827235221863 Epoch 6: train loss 0.6576856904559665 Epoch 6: val loss 0.673384428024292 Epoch 7: train loss 0.6522275341881646 Epoch 7: val loss 0.6710737347602844 Epoch 8: train loss 0.6358752581808302 Epoch 8: val loss 0.6712751388549805 Epoch 9: train loss 0.6498896214697096 Epoch 9: val loss 0.6718100905418396 Epoch 10: train loss 0.6205590301089816 Epoch 10: val loss 0.6721117496490479 Epoch 11: train loss 0.6204423970646329 Epoch 11: val loss 0.6732180714607239 Epoch 12: train loss 0.6144877341058519 Epoch 12: val loss 0.6739513874053955 Epoch 13: train loss 0.6187587844000922 Epoch 13: val loss 0.6730651259422302 Epoch 14: train loss 0.6145564979977078 Epoch 14: val loss 0.6700133085250854 Epoch 15: train loss 0.6104670564333597 Epoch 15: val loss 0.6683136224746704 Epoch 16: train loss 0.619982037279341 Epoch 16: val loss 0.6670069694519043 Epoch 17: train loss 0.5958974891238742 Epoch 17: val loss 0.6679123640060425 Epoch 18: train loss 0.6068030198415121 Epoch 18: val loss 0.6697143316268921 Epoch 19: train loss 0.587367037932078 Epoch 19: val loss 0.6707223057746887 Epoch 20: train loss 0.5746303796768188 Epoch 20: val loss 0.6705321669578552 Epoch 21: train loss 0.5564045541816287 Epoch 21: val loss 0.6731587052345276 Epoch 22: train loss 0.5992305874824524 Epoch 22: val loss 0.674824595451355 Epoch 23: train loss 0.5543774531947242 Epoch 23: val loss 0.6692163944244385 Epoch 24: train loss 0.5588554508156247 Epoch 24: val loss 0.670612633228302
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6751195242007574 Epoch 0: val loss 0.6737270355224609 Epoch 1: train loss 0.6632598340511322 Epoch 1: val loss 0.664785623550415 Epoch 2: train loss 0.666811391711235 Epoch 2: val loss 0.6581472754478455 Epoch 3: train loss 0.6445414870977402 Epoch 3: val loss 0.6540773510932922 Epoch 4: train loss 0.6508687237898508 Epoch 4: val loss 0.6455942392349243 Epoch 5: train loss 0.6290825605392456 Epoch 5: val loss 0.6422218680381775 Epoch 6: train loss 0.6315436561902364 Epoch 6: val loss 0.6390590071678162 Epoch 7: train loss 0.6308114578326544 Epoch 7: val loss 0.6384936571121216 Epoch 8: train loss 0.6266250262657801 Epoch 8: val loss 0.6315961480140686 Epoch 9: train loss 0.6130187511444092 Epoch 9: val loss 0.6231668591499329 Epoch 10: train loss 0.6310178438822428 Epoch 10: val loss 0.6167495846748352 Epoch 11: train loss 0.6145039399464926 Epoch 11: val loss 0.6136651635169983 Epoch 12: train loss 0.5973716278870901 Epoch 12: val loss 0.6108610033988953 Epoch 13: train loss 0.6017681807279587 Epoch 13: val loss 0.6134351491928101 Epoch 14: train loss 0.5702963322401047 Epoch 14: val loss 0.6086385846138 Epoch 15: train loss 0.6043598229686419 Epoch 15: val loss 0.6034198999404907 Epoch 16: train loss 0.5883928587039312 Epoch 16: val loss 0.611819326877594 Epoch 17: train loss 0.5775078535079956 Epoch 17: val loss 0.6062057614326477
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7034205973148346 Epoch 0: val loss 0.677577555179596 Epoch 1: train loss 0.6512680053710938 Epoch 1: val loss 0.6496527791023254 Epoch 2: train loss 0.6021200001239777 Epoch 2: val loss 0.6172879934310913 Epoch 3: train loss 0.5869969129562378 Epoch 3: val loss 0.5833613872528076 Epoch 4: train loss 0.5388833820819855 Epoch 4: val loss 0.5545320510864258 Epoch 5: train loss 0.5119571775197983 Epoch 5: val loss 0.5207828879356384 Epoch 6: train loss 0.4706393450498581 Epoch 6: val loss 0.5031518936157227 Epoch 7: train loss 0.4414232701063156 Epoch 7: val loss 0.47662150859832764 Epoch 8: train loss 0.41927028596401217 Epoch 8: val loss 0.45324429869651794 Epoch 9: train loss 0.4311996892094612 Epoch 9: val loss 0.4441664218902588 Epoch 10: train loss 0.40133544653654096 Epoch 10: val loss 0.45426952838897705 Epoch 11: train loss 0.47135376632213594 Epoch 11: val loss 0.44868823885917664 Epoch 12: train loss 0.38853452652692794 Epoch 12: val loss 0.4463809132575989 Epoch 13: train loss 0.43983423709869385 Epoch 13: val loss 0.4287319481372833 Epoch 14: train loss 0.404883947968483 Epoch 14: val loss 0.4154171943664551 Epoch 15: train loss 0.41484556198120115 Epoch 15: val loss 0.42498496174812317 Epoch 16: train loss 0.4026478469371796 Epoch 16: val loss 0.4219537377357483 Epoch 17: train loss 0.39101357758045197 Epoch 17: val loss 0.4265986979007721 Epoch 18: train loss 0.3962871581315994 Epoch 18: val loss 0.428364098072052 Epoch 19: train loss 0.3698423460125923 Epoch 19: val loss 0.4272368252277374 Epoch 20: train loss 0.37716765999794005 Epoch 20: val loss 0.4273979663848877 Epoch 21: train loss 0.3380202651023865 Epoch 21: val loss 0.43127140402793884 Epoch 22: train loss 0.4623251259326935 Epoch 22: val loss 0.43334105610847473 Epoch 23: train loss 0.354210464656353 Epoch 23: val loss 0.4343220889568329 Epoch 24: train loss 0.3901795268058777 Epoch 24: val loss 0.4369550049304962
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6825673937797546 Epoch 0: val loss 0.65046226978302 Epoch 1: train loss 0.6301378816366195 Epoch 1: val loss 0.6272730827331543 Epoch 2: train loss 0.6078835099935531 Epoch 2: val loss 0.6042913198471069 Epoch 3: train loss 0.5869641721248626 Epoch 3: val loss 0.5798503160476685 Epoch 4: train loss 0.5721196174621582 Epoch 4: val loss 0.551003098487854 Epoch 5: train loss 0.5239997833967209 Epoch 5: val loss 0.515791118144989 Epoch 6: train loss 0.5051583170890808 Epoch 6: val loss 0.48109686374664307 Epoch 7: train loss 0.4607207864522934 Epoch 7: val loss 0.4593670964241028 Epoch 8: train loss 0.4474039226770401 Epoch 8: val loss 0.4416399598121643 Epoch 9: train loss 0.47342513501644135 Epoch 9: val loss 0.4328325092792511 Epoch 10: train loss 0.4719190627336502 Epoch 10: val loss 0.4287993907928467 Epoch 11: train loss 0.4080208405852318 Epoch 11: val loss 0.4231158196926117 Epoch 12: train loss 0.47453346848487854 Epoch 12: val loss 0.4191151559352875 Epoch 13: train loss 0.4252862185239792 Epoch 13: val loss 0.4194820523262024 Epoch 14: train loss 0.467666420340538 Epoch 14: val loss 0.42837297916412354 Epoch 15: train loss 0.4423379123210907 Epoch 15: val loss 0.4297630190849304 Epoch 16: train loss 0.39598288834095 Epoch 16: val loss 0.42974570393562317 Epoch 17: train loss 0.4050529390573502 Epoch 17: val loss 0.4293019473552704 Epoch 18: train loss 0.42234557271003725 Epoch 18: val loss 0.4297195076942444 Epoch 19: train loss 0.42155718207359316 Epoch 19: val loss 0.4264353811740875 Epoch 20: train loss 0.40939216911792753 Epoch 20: val loss 0.42224133014678955 Epoch 21: train loss 0.3873848021030426 Epoch 21: val loss 0.4222397804260254 Epoch 22: train loss 0.3809483557939529 Epoch 22: val loss 0.4247026741504669 Epoch 23: train loss 0.37364087998867035 Epoch 23: val loss 0.41835007071495056 Epoch 24: train loss 0.38021822869777677 Epoch 24: val loss 0.4155615568161011
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.69689462184906 Epoch 0: val loss 0.6575033664703369 Epoch 1: train loss 0.6492871224880219 Epoch 1: val loss 0.6107529997825623 Epoch 2: train loss 0.6161960065364838 Epoch 2: val loss 0.5657751560211182 Epoch 3: train loss 0.5572324961423873 Epoch 3: val loss 0.5318827033042908 Epoch 4: train loss 0.5382512718439102 Epoch 4: val loss 0.4946739077568054 Epoch 5: train loss 0.46048884391784667 Epoch 5: val loss 0.48961517214775085 Epoch 6: train loss 0.4658556133508682 Epoch 6: val loss 0.46218031644821167 Epoch 7: train loss 0.466007137298584 Epoch 7: val loss 0.4345167577266693 Epoch 8: train loss 0.4381365031003952 Epoch 8: val loss 0.44752153754234314 Epoch 9: train loss 0.44756135642528533 Epoch 9: val loss 0.4501010477542877 Epoch 10: train loss 0.4182459473609924 Epoch 10: val loss 0.4300093948841095 Epoch 11: train loss 0.4094011902809143 Epoch 11: val loss 0.42949143052101135 Epoch 12: train loss 0.44257070422172545 Epoch 12: val loss 0.42871835827827454 Epoch 13: train loss 0.42055614590644835 Epoch 13: val loss 0.41745486855506897 Epoch 14: train loss 0.40136330127716063 Epoch 14: val loss 0.41477978229522705 Epoch 15: train loss 0.4947097092866898 Epoch 15: val loss 0.41711077094078064 Epoch 16: train loss 0.454089891910553 Epoch 16: val loss 0.42364493012428284 Epoch 17: train loss 0.3950620651245117 Epoch 17: val loss 0.41447120904922485 Epoch 18: train loss 0.400310555100441 Epoch 18: val loss 0.41308116912841797 Epoch 19: train loss 0.39750030636787415 Epoch 19: val loss 0.4246331751346588 Epoch 20: train loss 0.37493138313293456 Epoch 20: val loss 0.4237012267112732 Epoch 21: train loss 0.36929436922073366 Epoch 21: val loss 0.4233846664428711 Epoch 22: train loss 0.36822474747896194 Epoch 22: val loss 0.419609934091568 Epoch 23: train loss 0.3785634547472 Epoch 23: val loss 0.4223473072052002 Epoch 24: train loss 0.43972553312778473 Epoch 24: val loss 0.4260249435901642
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7104377567768096 Epoch 0: val loss 0.6762039065361023 Epoch 1: train loss 0.6590775430202485 Epoch 1: val loss 0.6467505097389221 Epoch 2: train loss 0.6427027702331543 Epoch 2: val loss 0.6132150888442993 Epoch 3: train loss 0.6042791426181793 Epoch 3: val loss 0.5802514553070068 Epoch 4: train loss 0.5460497528314591 Epoch 4: val loss 0.5437772870063782 Epoch 5: train loss 0.49901253283023833 Epoch 5: val loss 0.5177905559539795 Epoch 6: train loss 0.466989965736866 Epoch 6: val loss 0.4981933534145355 Epoch 7: train loss 0.4658807247877121 Epoch 7: val loss 0.4855009615421295 Epoch 8: train loss 0.4397519499063492 Epoch 8: val loss 0.4902045726776123 Epoch 9: train loss 0.4268826633691788 Epoch 9: val loss 0.4728941321372986 Epoch 10: train loss 0.4793625921010971 Epoch 10: val loss 0.4639380872249603 Epoch 11: train loss 0.3978978142142296 Epoch 11: val loss 0.47620153427124023 Epoch 12: train loss 0.38666682690382004 Epoch 12: val loss 0.44868531823158264 Epoch 13: train loss 0.4291946589946747 Epoch 13: val loss 0.4451444149017334 Epoch 14: train loss 0.4354186326265335 Epoch 14: val loss 0.456959992647171 Epoch 15: train loss 0.39547800868749616 Epoch 15: val loss 0.43947893381118774 Epoch 16: train loss 0.4151900887489319 Epoch 16: val loss 0.4341560900211334 Epoch 17: train loss 0.3866660863161087 Epoch 17: val loss 0.4385279715061188 Epoch 18: train loss 0.38126962184906005 Epoch 18: val loss 0.44878286123275757 Epoch 19: train loss 0.42498414069414137 Epoch 19: val loss 0.4483996629714966 Epoch 20: train loss 0.354394356906414 Epoch 20: val loss 0.44653090834617615 Epoch 21: train loss 0.39119973331689833 Epoch 21: val loss 0.4435136914253235 Epoch 22: train loss 0.359991654753685 Epoch 22: val loss 0.4422745704650879 Epoch 23: train loss 0.41707782447338104 Epoch 23: val loss 0.4556061625480652 Epoch 24: train loss 0.3729448258876801 Epoch 24: val loss 0.450052946805954
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6527937008784368 Epoch 0: val loss 0.6266319751739502 Epoch 1: train loss 0.5851222460086529 Epoch 1: val loss 0.576127827167511 Epoch 2: train loss 0.5545371243586907 Epoch 2: val loss 0.5273000597953796 Epoch 3: train loss 0.49839998667056745 Epoch 3: val loss 0.4909106194972992 Epoch 4: train loss 0.4638112439559056 Epoch 4: val loss 0.4620908200740814 Epoch 5: train loss 0.4193307700065466 Epoch 5: val loss 0.448947012424469 Epoch 6: train loss 0.4439328152399797 Epoch 6: val loss 0.4605039954185486 Epoch 7: train loss 0.4440045654773712 Epoch 7: val loss 0.4543430507183075 Epoch 8: train loss 0.4056094873410005 Epoch 8: val loss 0.4415566921234131 Epoch 9: train loss 0.46246556823070234 Epoch 9: val loss 0.44668474793434143 Epoch 10: train loss 0.3989843668845984 Epoch 10: val loss 0.4508204460144043 Epoch 11: train loss 0.4117256345657202 Epoch 11: val loss 0.45551082491874695 Epoch 12: train loss 0.4579412845464853 Epoch 12: val loss 0.4619758427143097 Epoch 13: train loss 0.4070999874518468 Epoch 13: val loss 0.4509793519973755 Epoch 14: train loss 0.40289968710679275 Epoch 14: val loss 0.45422646403312683 Epoch 15: train loss 0.39972283519231355 Epoch 15: val loss 0.4598176181316376 Epoch 16: train loss 0.40199731519589055 Epoch 16: val loss 0.4624418616294861 Epoch 17: train loss 0.387374602831327 Epoch 17: val loss 0.46907782554626465 Epoch 18: train loss 0.3901398651874982 Epoch 18: val loss 0.4647309184074402 Epoch 19: train loss 0.3862209916114807 Epoch 19: val loss 0.46702978014945984
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951765038750388 Epoch 0: val loss 0.6846547722816467 Epoch 1: train loss 0.6658756245266307 Epoch 1: val loss 0.6674962043762207 Epoch 2: train loss 0.6640505736524408 Epoch 2: val loss 0.6602240204811096 Epoch 3: train loss 0.6407458077777516 Epoch 3: val loss 0.6523738503456116 Epoch 4: train loss 0.637010780247775 Epoch 4: val loss 0.6478676795959473 Epoch 5: train loss 0.6397383321415294 Epoch 5: val loss 0.6499497890472412 Epoch 6: train loss 0.6226653781804171 Epoch 6: val loss 0.6443057060241699 Epoch 7: train loss 0.6108981750228188 Epoch 7: val loss 0.6466335654258728 Epoch 8: train loss 0.61067795753479 Epoch 8: val loss 0.6473175287246704 Epoch 9: train loss 0.5884613150900061 Epoch 9: val loss 0.6456836462020874 Epoch 10: train loss 0.5908245010809465 Epoch 10: val loss 0.6457436680793762 Epoch 11: train loss 0.5702095383947546 Epoch 11: val loss 0.6493216156959534 Epoch 12: train loss 0.5647301836447283 Epoch 12: val loss 0.6588152050971985 Epoch 13: train loss 0.5536479489369825 Epoch 13: val loss 0.6684300899505615 Epoch 14: train loss 0.5468999580903486 Epoch 14: val loss 0.6712064146995544 Epoch 15: train loss 0.5573841495947405 Epoch 15: val loss 0.6728742122650146 Epoch 16: train loss 0.5589253550226038 Epoch 16: val loss 0.6634743809700012 Epoch 17: train loss 0.5343951257792386 Epoch 17: val loss 0.6660373210906982 Epoch 18: train loss 0.5607391622933474 Epoch 18: val loss 0.6585404872894287 Epoch 19: train loss 0.5413832312280481 Epoch 19: val loss 0.6612061262130737 Epoch 20: train loss 0.5357518060640856 Epoch 20: val loss 0.6625252366065979 Epoch 21: train loss 0.5203708870844408 Epoch 21: val loss 0.6746933460235596 Epoch 22: train loss 0.5329698351296511 Epoch 22: val loss 0.6791109442710876 Epoch 23: train loss 0.49209133603356103 Epoch 23: val loss 0.6725250482559204 Epoch 24: train loss 0.5291205671700564 Epoch 24: val loss 0.6661980748176575
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6863655502145941 Epoch 0: val loss 0.677605152130127 Epoch 1: train loss 0.6691553321751681 Epoch 1: val loss 0.6731283664703369 Epoch 2: train loss 0.6646110957319086 Epoch 2: val loss 0.667073667049408 Epoch 3: train loss 0.6546915173530579 Epoch 3: val loss 0.6635161638259888 Epoch 4: train loss 0.6406132633035834 Epoch 4: val loss 0.658850371837616 Epoch 5: train loss 0.6357459805228494 Epoch 5: val loss 0.6542708277702332 Epoch 6: train loss 0.6280797015536915 Epoch 6: val loss 0.6488988995552063 Epoch 7: train loss 0.6222863522442904 Epoch 7: val loss 0.6478752493858337 Epoch 8: train loss 0.6304615573449568 Epoch 8: val loss 0.646783173084259 Epoch 9: train loss 0.6109264655546709 Epoch 9: val loss 0.6441529393196106 Epoch 10: train loss 0.6034948338161815 Epoch 10: val loss 0.6423396468162537 Epoch 11: train loss 0.5986197021874514 Epoch 11: val loss 0.6373171210289001 Epoch 12: train loss 0.5903270949016918 Epoch 12: val loss 0.6343919038772583 Epoch 13: train loss 0.597313488071615 Epoch 13: val loss 0.6319383978843689 Epoch 14: train loss 0.587562157349153 Epoch 14: val loss 0.6319761872291565 Epoch 15: train loss 0.5872174528512087 Epoch 15: val loss 0.6333650350570679 Epoch 16: train loss 0.582613243298097 Epoch 16: val loss 0.6315585970878601 Epoch 17: train loss 0.5621722123839639 Epoch 17: val loss 0.630647599697113 Epoch 18: train loss 0.5837034610184756 Epoch 18: val loss 0.6305967569351196 Epoch 19: train loss 0.586111534725536 Epoch 19: val loss 0.6331202387809753 Epoch 20: train loss 0.5743297609415922 Epoch 20: val loss 0.6348409056663513 Epoch 21: train loss 0.5785541371865706 Epoch 21: val loss 0.6337262392044067 Epoch 22: train loss 0.5552639338103208 Epoch 22: val loss 0.626876950263977 Epoch 23: train loss 0.5746621570803903 Epoch 23: val loss 0.6259175539016724 Epoch 24: train loss 0.5727081867781553 Epoch 24: val loss 0.6198228001594543
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883809783241965 Epoch 0: val loss 0.6774018406867981 Epoch 1: train loss 0.6746752424673601 Epoch 1: val loss 0.667441725730896 Epoch 2: train loss 0.6591453931548379 Epoch 2: val loss 0.6625151634216309 Epoch 3: train loss 0.6443769119002603 Epoch 3: val loss 0.6587450504302979 Epoch 4: train loss 0.6313658410852606 Epoch 4: val loss 0.6520546078681946 Epoch 5: train loss 0.6217661608349193 Epoch 5: val loss 0.6538541316986084 Epoch 6: train loss 0.6139315420931036 Epoch 6: val loss 0.643953263759613 Epoch 7: train loss 0.612417069348422 Epoch 7: val loss 0.6429809331893921 Epoch 8: train loss 0.5996728864583102 Epoch 8: val loss 0.6421756148338318 Epoch 9: train loss 0.5902508009563793 Epoch 9: val loss 0.639950692653656 Epoch 10: train loss 0.5712920264764265 Epoch 10: val loss 0.6327935457229614 Epoch 11: train loss 0.5973051623864607 Epoch 11: val loss 0.6323776841163635 Epoch 12: train loss 0.5674686133861542 Epoch 12: val loss 0.6353797912597656 Epoch 13: train loss 0.5669147263873707 Epoch 13: val loss 0.6292977333068848 Epoch 14: train loss 0.5590479969978333 Epoch 14: val loss 0.6392589807510376 Epoch 15: train loss 0.5655780705538663 Epoch 15: val loss 0.6445774435997009 Epoch 16: train loss 0.5483762134205211 Epoch 16: val loss 0.6341617107391357 Epoch 17: train loss 0.5403013229370117 Epoch 17: val loss 0.6284694671630859 Epoch 18: train loss 0.5400824709372087 Epoch 18: val loss 0.6290602087974548 Epoch 19: train loss 0.5286733372644945 Epoch 19: val loss 0.6262300610542297 Epoch 20: train loss 0.5260340842333707 Epoch 20: val loss 0.633004367351532 Epoch 21: train loss 0.511886780912226 Epoch 21: val loss 0.6460475921630859 Epoch 22: train loss 0.521241998130625 Epoch 22: val loss 0.644615888595581 Epoch 23: train loss 0.5118961388414557 Epoch 23: val loss 0.637128472328186 Epoch 24: train loss 0.5259804102507505 Epoch 24: val loss 0.634899377822876
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903126239776611 Epoch 0: val loss 0.6786348819732666 Epoch 1: train loss 0.6640673333948309 Epoch 1: val loss 0.6619671583175659 Epoch 2: train loss 0.6506720672954213 Epoch 2: val loss 0.6465873718261719 Epoch 3: train loss 0.6399926163933494 Epoch 3: val loss 0.635848879814148 Epoch 4: train loss 0.6309292262250726 Epoch 4: val loss 0.6258082985877991 Epoch 5: train loss 0.6283506805246527 Epoch 5: val loss 0.6194860935211182 Epoch 6: train loss 0.607990335334431 Epoch 6: val loss 0.6111539006233215 Epoch 7: train loss 0.6079695766622369 Epoch 7: val loss 0.603522539138794 Epoch 8: train loss 0.5889232483777133 Epoch 8: val loss 0.6031858921051025 Epoch 9: train loss 0.5750285278667103 Epoch 9: val loss 0.597164511680603 Epoch 10: train loss 0.5903771194544706 Epoch 10: val loss 0.5936142206192017 Epoch 11: train loss 0.5747382207350298 Epoch 11: val loss 0.5903623700141907 Epoch 12: train loss 0.5685701749541543 Epoch 12: val loss 0.5927078127861023 Epoch 13: train loss 0.5827555033293638 Epoch 13: val loss 0.5920326709747314 Epoch 14: train loss 0.5749072676355188 Epoch 14: val loss 0.5881093740463257 Epoch 15: train loss 0.5599306252869692 Epoch 15: val loss 0.582989513874054 Epoch 16: train loss 0.550157286904075 Epoch 16: val loss 0.5781541466712952 Epoch 17: train loss 0.5578597946600481 Epoch 17: val loss 0.5700231790542603 Epoch 18: train loss 0.5591033317826011 Epoch 18: val loss 0.571820080280304 Epoch 19: train loss 0.5583017901940779 Epoch 19: val loss 0.5722845792770386 Epoch 20: train loss 0.5448065454309637 Epoch 20: val loss 0.5658090710639954 Epoch 21: train loss 0.5426501496271654 Epoch 21: val loss 0.5601720213890076 Epoch 22: train loss 0.5374102158979936 Epoch 22: val loss 0.554679811000824 Epoch 23: train loss 0.5252878367900848 Epoch 23: val loss 0.5540180802345276 Epoch 24: train loss 0.5313027744943445 Epoch 24: val loss 0.5549792051315308
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6999387582143147 Epoch 0: val loss 0.6866251230239868 Epoch 1: train loss 0.6753822286923726 Epoch 1: val loss 0.6737152338027954 Epoch 2: train loss 0.6573635737101237 Epoch 2: val loss 0.6618073582649231 Epoch 3: train loss 0.6443112015724182 Epoch 3: val loss 0.6454501748085022 Epoch 4: train loss 0.6204858581225078 Epoch 4: val loss 0.6359578967094421 Epoch 5: train loss 0.6188087105751038 Epoch 5: val loss 0.6345862746238708 Epoch 6: train loss 0.6166566987832387 Epoch 6: val loss 0.6324548125267029 Epoch 7: train loss 0.6050820430119832 Epoch 7: val loss 0.6295631527900696 Epoch 8: train loss 0.6078841964403788 Epoch 8: val loss 0.6301631331443787 Epoch 9: train loss 0.6027952114741008 Epoch 9: val loss 0.6231417655944824 Epoch 10: train loss 0.5957232038180034 Epoch 10: val loss 0.6167712211608887 Epoch 11: train loss 0.5938746372858683 Epoch 11: val loss 0.6140353679656982 Epoch 12: train loss 0.5883358259995778 Epoch 12: val loss 0.6077194213867188 Epoch 13: train loss 0.5778399586677552 Epoch 13: val loss 0.6092390418052673 Epoch 14: train loss 0.5780814607938131 Epoch 14: val loss 0.6000781655311584 Epoch 15: train loss 0.5737877388795217 Epoch 15: val loss 0.5992166996002197 Epoch 16: train loss 0.5631714582443237 Epoch 16: val loss 0.5950683951377869 Epoch 17: train loss 0.5623051345348358 Epoch 17: val loss 0.5908412337303162 Epoch 18: train loss 0.5680631776650746 Epoch 18: val loss 0.5832639336585999 Epoch 19: train loss 0.5476148009300232 Epoch 19: val loss 0.5855212211608887 Epoch 20: train loss 0.5522058983643849 Epoch 20: val loss 0.5839543342590332 Epoch 21: train loss 0.5450285494327545 Epoch 21: val loss 0.5800720453262329 Epoch 22: train loss 0.5458891908327739 Epoch 22: val loss 0.5779303908348083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951973587274551 Epoch 0: val loss 0.6960683465003967 Epoch 1: train loss 0.6925805310408274 Epoch 1: val loss 0.6917576789855957 Epoch 2: train loss 0.6910151541233063 Epoch 2: val loss 0.6868709325790405 Epoch 3: train loss 0.6874179989099503 Epoch 3: val loss 0.683296799659729 Epoch 4: train loss 0.6695050547520319 Epoch 4: val loss 0.6790421009063721 Epoch 5: train loss 0.6639226029316584 Epoch 5: val loss 0.673753023147583 Epoch 6: train loss 0.6696586360534033 Epoch 6: val loss 0.6691529750823975 Epoch 7: train loss 0.6529750227928162 Epoch 7: val loss 0.6641160845756531 Epoch 8: train loss 0.6566070467233658 Epoch 8: val loss 0.6562631130218506 Epoch 9: train loss 0.641857291261355 Epoch 9: val loss 0.6507655382156372 Epoch 10: train loss 0.6299175421396891 Epoch 10: val loss 0.64061039686203 Epoch 11: train loss 0.6231430917978287 Epoch 11: val loss 0.6266041398048401 Epoch 12: train loss 0.6158177753289541 Epoch 12: val loss 0.6223583817481995 Epoch 13: train loss 0.6213494390249252 Epoch 13: val loss 0.6200897693634033 Epoch 14: train loss 0.5905386482675871 Epoch 14: val loss 0.6143335103988647 Epoch 15: train loss 0.5825910121202469 Epoch 15: val loss 0.6144948601722717 Epoch 16: train loss 0.5597532490889231 Epoch 16: val loss 0.6168529987335205 Epoch 17: train loss 0.5549875920017561 Epoch 17: val loss 0.6189188957214355 Epoch 18: train loss 0.5808675562342008 Epoch 18: val loss 0.6110526323318481 Epoch 19: train loss 0.5634253844618797 Epoch 19: val loss 0.6118258237838745 Epoch 20: train loss 0.568657765785853 Epoch 20: val loss 0.6102240085601807 Epoch 21: train loss 0.5292076542973518 Epoch 21: val loss 0.6170400977134705 Epoch 22: train loss 0.5351167246699333 Epoch 22: val loss 0.6332230567932129 Epoch 23: train loss 0.5381369416912397 Epoch 23: val loss 0.6405178308486938 Epoch 24: train loss 0.5369493241111437 Epoch 24: val loss 0.6271875500679016
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022714763879776 Epoch 0: val loss 0.7111214399337769 Epoch 1: train loss 0.6988736639420191 Epoch 1: val loss 0.7044849991798401 Epoch 2: train loss 0.6837945232788721 Epoch 2: val loss 0.7003764510154724 Epoch 3: train loss 0.6861303299665451 Epoch 3: val loss 0.6957930326461792 Epoch 4: train loss 0.6854530622561773 Epoch 4: val loss 0.6916597485542297 Epoch 5: train loss 0.6707113484541575 Epoch 5: val loss 0.6866433620452881 Epoch 6: train loss 0.6743863473335902 Epoch 6: val loss 0.6823615431785583 Epoch 7: train loss 0.6657354185978571 Epoch 7: val loss 0.6778481006622314 Epoch 8: train loss 0.6672291805346807 Epoch 8: val loss 0.6727231740951538 Epoch 9: train loss 0.6520585318406423 Epoch 9: val loss 0.6704191565513611 Epoch 10: train loss 0.6563224544127783 Epoch 10: val loss 0.6722061038017273 Epoch 11: train loss 0.6517088611920675 Epoch 11: val loss 0.6671493053436279 Epoch 12: train loss 0.648078645269076 Epoch 12: val loss 0.6592202186584473 Epoch 13: train loss 0.6311523417631785 Epoch 13: val loss 0.6596599817276001 Epoch 14: train loss 0.6375663032134374 Epoch 14: val loss 0.653536319732666 Epoch 15: train loss 0.632111464937528 Epoch 15: val loss 0.6428493857383728 Epoch 16: train loss 0.6104513555765152 Epoch 16: val loss 0.6348387002944946 Epoch 17: train loss 0.6080078979333242 Epoch 17: val loss 0.6335534453392029 Epoch 18: train loss 0.5984293619791666 Epoch 18: val loss 0.6268242001533508 Epoch 19: train loss 0.6093661387761434 Epoch 19: val loss 0.611214280128479 Epoch 20: train loss 0.58209344993035 Epoch 20: val loss 0.6059284806251526 Epoch 21: train loss 0.5848205586274465 Epoch 21: val loss 0.6114450693130493 Epoch 22: train loss 0.580339123805364 Epoch 22: val loss 0.5983023047447205 Epoch 23: train loss 0.5641068468491236 Epoch 23: val loss 0.5989733338356018 Epoch 24: train loss 0.5703132475415865 Epoch 24: val loss 0.6020130515098572
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911350041627884 Epoch 0: val loss 0.6893598437309265 Epoch 1: train loss 0.6926649858554205 Epoch 1: val loss 0.6957131028175354 Epoch 2: train loss 0.6893809090058008 Epoch 2: val loss 0.6937134265899658 Epoch 3: train loss 0.6840835014979044 Epoch 3: val loss 0.6949816942214966 Epoch 4: train loss 0.6657065252463022 Epoch 4: val loss 0.6916642785072327 Epoch 5: train loss 0.6624118437369665 Epoch 5: val loss 0.6912646889686584 Epoch 6: train loss 0.6511957496404648 Epoch 6: val loss 0.6939605474472046 Epoch 7: train loss 0.64661871890227 Epoch 7: val loss 0.6860826015472412 Epoch 8: train loss 0.6248762011528015 Epoch 8: val loss 0.6803935170173645 Epoch 9: train loss 0.6236075411240259 Epoch 9: val loss 0.679122269153595 Epoch 10: train loss 0.6024485876162847 Epoch 10: val loss 0.6716955900192261 Epoch 11: train loss 0.5901064425706863 Epoch 11: val loss 0.6699070930480957 Epoch 12: train loss 0.6018523226181666 Epoch 12: val loss 0.6713253259658813 Epoch 13: train loss 0.5748051255941391 Epoch 13: val loss 0.6712433099746704 Epoch 14: train loss 0.5821725899974505 Epoch 14: val loss 0.6806233525276184 Epoch 15: train loss 0.5707462504506111 Epoch 15: val loss 0.6751320362091064 Epoch 16: train loss 0.5590779756506284 Epoch 16: val loss 0.6739316582679749 Epoch 17: train loss 0.5600556507706642 Epoch 17: val loss 0.6798421740531921 Epoch 18: train loss 0.5511442348361015 Epoch 18: val loss 0.674351692199707 Epoch 19: train loss 0.5607808778683344 Epoch 19: val loss 0.6909356713294983 Epoch 20: train loss 0.5506361698110899 Epoch 20: val loss 0.6964118480682373 Epoch 21: train loss 0.5519242932399114 Epoch 21: val loss 0.6984157562255859 Epoch 22: train loss 0.5466458747784296 Epoch 22: val loss 0.7022991180419922 Epoch 23: train loss 0.5279952238003413 Epoch 23: val loss 0.6874464154243469 Epoch 24: train loss 0.5512380450963974 Epoch 24: val loss 0.7018964290618896
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6987698525190353 Epoch 0: val loss 0.6905428171157837 Epoch 1: train loss 0.6952073027690252 Epoch 1: val loss 0.6874508857727051 Epoch 2: train loss 0.677868664264679 Epoch 2: val loss 0.6805447340011597 Epoch 3: train loss 0.6644239375988642 Epoch 3: val loss 0.6730707287788391 Epoch 4: train loss 0.6572751303513845 Epoch 4: val loss 0.6667453050613403 Epoch 5: train loss 0.6653913507858912 Epoch 5: val loss 0.6602181792259216 Epoch 6: train loss 0.6409606486558914 Epoch 6: val loss 0.651576042175293 Epoch 7: train loss 0.6267588784297308 Epoch 7: val loss 0.6464980244636536 Epoch 8: train loss 0.6225462208191553 Epoch 8: val loss 0.6424473524093628 Epoch 9: train loss 0.6024901668230692 Epoch 9: val loss 0.6367911696434021 Epoch 10: train loss 0.5744701797763506 Epoch 10: val loss 0.6362578272819519 Epoch 11: train loss 0.5760113423069319 Epoch 11: val loss 0.6313683986663818 Epoch 12: train loss 0.566678375005722 Epoch 12: val loss 0.6270707845687866 Epoch 13: train loss 0.5625703185796738 Epoch 13: val loss 0.6266416311264038 Epoch 14: train loss 0.5523781031370163 Epoch 14: val loss 0.629531741142273 Epoch 15: train loss 0.5508977646629015 Epoch 15: val loss 0.6224856376647949 Epoch 16: train loss 0.5534886146585146 Epoch 16: val loss 0.6197730302810669 Epoch 17: train loss 0.5460640167196592 Epoch 17: val loss 0.6247264742851257 Epoch 18: train loss 0.5328897461295128 Epoch 18: val loss 0.6158543229103088 Epoch 19: train loss 0.5355849837263426 Epoch 19: val loss 0.6224029660224915 Epoch 20: train loss 0.49233188728491467 Epoch 20: val loss 0.6208497881889343 Epoch 21: train loss 0.5130749816695849 Epoch 21: val loss 0.6264975666999817 Epoch 22: train loss 0.52674949914217 Epoch 22: val loss 0.6322594881057739 Epoch 23: train loss 0.4819662496447563 Epoch 23: val loss 0.6268879771232605 Epoch 24: train loss 0.5019806250929832 Epoch 24: val loss 0.6319406628608704
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023633271455765 Epoch 0: val loss 0.6925094723701477 Epoch 1: train loss 0.6864472180604935 Epoch 1: val loss 0.6888864636421204 Epoch 2: train loss 0.6769186779856682 Epoch 2: val loss 0.6825063228607178 Epoch 3: train loss 0.6768808625638485 Epoch 3: val loss 0.6720050573348999 Epoch 4: train loss 0.6578757762908936 Epoch 4: val loss 0.6651450395584106 Epoch 5: train loss 0.6421198211610317 Epoch 5: val loss 0.6582719087600708 Epoch 6: train loss 0.6434149742126465 Epoch 6: val loss 0.6394276022911072 Epoch 7: train loss 0.6257322505116463 Epoch 7: val loss 0.6400066018104553 Epoch 8: train loss 0.6202871613204479 Epoch 8: val loss 0.6229937672615051 Epoch 9: train loss 0.5984143801033497 Epoch 9: val loss 0.6216951012611389 Epoch 10: train loss 0.5971447676420212 Epoch 10: val loss 0.6178876161575317 Epoch 11: train loss 0.5822417978197336 Epoch 11: val loss 0.6022554636001587 Epoch 12: train loss 0.5794259421527386 Epoch 12: val loss 0.5953728556632996 Epoch 13: train loss 0.5779309868812561 Epoch 13: val loss 0.6040682196617126 Epoch 14: train loss 0.5781817734241486 Epoch 14: val loss 0.6014032363891602 Epoch 15: train loss 0.5660754796117544 Epoch 15: val loss 0.5941480994224548 Epoch 16: train loss 0.5581505671143532 Epoch 16: val loss 0.596611499786377 Epoch 17: train loss 0.5496654566377401 Epoch 17: val loss 0.5831841826438904 Epoch 18: train loss 0.5711415559053421 Epoch 18: val loss 0.6069322824478149 Epoch 19: train loss 0.5588828288018703 Epoch 19: val loss 0.5978121757507324 Epoch 20: train loss 0.5574483256787062 Epoch 20: val loss 0.5880341529846191
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932132095098495 Epoch 0: val loss 0.6922410726547241 Epoch 1: train loss 0.6828609853982925 Epoch 1: val loss 0.6866368055343628 Epoch 2: train loss 0.6749776850144068 Epoch 2: val loss 0.6816370487213135 Epoch 3: train loss 0.6564630369345347 Epoch 3: val loss 0.6749343872070312 Epoch 4: train loss 0.6554548988739649 Epoch 4: val loss 0.669169008731842 Epoch 5: train loss 0.6237613260746002 Epoch 5: val loss 0.6632432341575623 Epoch 6: train loss 0.6313391129175822 Epoch 6: val loss 0.6592968702316284 Epoch 7: train loss 0.6218691567579905 Epoch 7: val loss 0.6538991332054138 Epoch 8: train loss 0.5991840759913126 Epoch 8: val loss 0.6518860459327698 Epoch 9: train loss 0.6083316256602606 Epoch 9: val loss 0.6458998322486877 Epoch 10: train loss 0.5803802609443665 Epoch 10: val loss 0.6476487517356873 Epoch 11: train loss 0.5800332849224409 Epoch 11: val loss 0.6476449370384216 Epoch 12: train loss 0.5855873624483744 Epoch 12: val loss 0.6476609110832214 Epoch 13: train loss 0.5850016425053278 Epoch 13: val loss 0.6476627588272095 Epoch 14: train loss 0.5837197477618853 Epoch 14: val loss 0.6443895697593689 Epoch 15: train loss 0.5736245661973953 Epoch 15: val loss 0.6494623422622681 Epoch 16: train loss 0.5873699287573496 Epoch 16: val loss 0.6462146043777466 Epoch 17: train loss 0.5599492266774178 Epoch 17: val loss 0.6495420932769775 Epoch 18: train loss 0.5817819088697433 Epoch 18: val loss 0.6509177088737488 Epoch 19: train loss 0.5681764632463455 Epoch 19: val loss 0.6522149443626404 Epoch 20: train loss 0.5439314668377241 Epoch 20: val loss 0.6459936499595642 Epoch 21: train loss 0.561746634542942 Epoch 21: val loss 0.6471722722053528 Epoch 22: train loss 0.5692048917214075 Epoch 22: val loss 0.6501001119613647 Epoch 23: train loss 0.574829230705897 Epoch 23: val loss 0.6584165692329407 Epoch 24: train loss 0.5523987784981728 Epoch 24: val loss 0.6540738940238953
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6934149265289307 Epoch 0: val loss 0.6991760730743408 Epoch 1: train loss 0.6943045804897944 Epoch 1: val loss 0.6927881836891174 Epoch 2: train loss 0.6790291468302408 Epoch 2: val loss 0.6870966553688049 Epoch 3: train loss 0.6767566601435343 Epoch 3: val loss 0.6841040849685669 Epoch 4: train loss 0.6612278123696645 Epoch 4: val loss 0.6834110021591187 Epoch 5: train loss 0.6435769846041998 Epoch 5: val loss 0.6832883358001709 Epoch 6: train loss 0.6408974925676981 Epoch 6: val loss 0.6859440207481384 Epoch 7: train loss 0.6276831030845642 Epoch 7: val loss 0.6908993124961853 Epoch 8: train loss 0.622729167342186 Epoch 8: val loss 0.6971648335456848 Epoch 9: train loss 0.6382475793361664 Epoch 9: val loss 0.699976921081543 Epoch 10: train loss 0.6134263277053833 Epoch 10: val loss 0.7050471901893616 Epoch 11: train loss 0.623922273516655 Epoch 11: val loss 0.7038958072662354 Epoch 12: train loss 0.6179881244897842 Epoch 12: val loss 0.7055444717407227 Epoch 13: train loss 0.5941803778211275 Epoch 13: val loss 0.7024449706077576 Epoch 14: train loss 0.6004577577114105 Epoch 14: val loss 0.7061539888381958 Epoch 15: train loss 0.5883567631244659 Epoch 15: val loss 0.7033390998840332 Epoch 16: train loss 0.5885067929824194 Epoch 16: val loss 0.7031965255737305 Epoch 17: train loss 0.6010834028323492 Epoch 17: val loss 0.7007063627243042 Epoch 18: train loss 0.5836604808767637 Epoch 18: val loss 0.6983746290206909 Epoch 19: train loss 0.575811763604482 Epoch 19: val loss 0.6960654854774475 Epoch 20: train loss 0.5734077816208204 Epoch 20: val loss 0.7004793882369995 Epoch 21: train loss 0.5749180714289347 Epoch 21: val loss 0.7091123461723328 Epoch 22: train loss 0.5753626972436905 Epoch 22: val loss 0.704150378704071 Epoch 23: train loss 0.5791396548350652 Epoch 23: val loss 0.6955130100250244 Epoch 24: train loss 0.5658932626247406 Epoch 24: val loss 0.6881888508796692
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7082674205303192 Epoch 0: val loss 0.698072075843811 Epoch 1: train loss 0.7020138055086136 Epoch 1: val loss 0.6924991011619568 Epoch 2: train loss 0.690342312057813 Epoch 2: val loss 0.6878249645233154 Epoch 3: train loss 0.6779881368080775 Epoch 3: val loss 0.6839268207550049 Epoch 4: train loss 0.6931401441494623 Epoch 4: val loss 0.6815050840377808 Epoch 5: train loss 0.6688242554664612 Epoch 5: val loss 0.6771907210350037 Epoch 6: train loss 0.6820201526085535 Epoch 6: val loss 0.6738328337669373 Epoch 7: train loss 0.6649117519458135 Epoch 7: val loss 0.6708433032035828 Epoch 8: train loss 0.6628916909297308 Epoch 8: val loss 0.6653153896331787 Epoch 9: train loss 0.6675089697043101 Epoch 9: val loss 0.6620158553123474 Epoch 10: train loss 0.6617252230644226 Epoch 10: val loss 0.6549064517021179 Epoch 11: train loss 0.658210277557373 Epoch 11: val loss 0.6534130573272705 Epoch 12: train loss 0.6372160712877909 Epoch 12: val loss 0.6470966935157776 Epoch 13: train loss 0.6394822150468826 Epoch 13: val loss 0.6437318325042725 Epoch 14: train loss 0.6332091242074966 Epoch 14: val loss 0.6387218832969666 Epoch 15: train loss 0.620451807975769 Epoch 15: val loss 0.6315544843673706 Epoch 16: train loss 0.6313953101634979 Epoch 16: val loss 0.6256773471832275 Epoch 17: train loss 0.6233311345179876 Epoch 17: val loss 0.6255539655685425 Epoch 18: train loss 0.6279246211051941 Epoch 18: val loss 0.6165346503257751 Epoch 19: train loss 0.6270998070637385 Epoch 19: val loss 0.6155419945716858 Epoch 20: train loss 0.6044368396202723 Epoch 20: val loss 0.6074867844581604 Epoch 21: train loss 0.6140429849425951 Epoch 21: val loss 0.6129528284072876 Epoch 22: train loss 0.6170446077982584 Epoch 22: val loss 0.611324667930603 Epoch 23: train loss 0.5934320762753487 Epoch 23: val loss 0.616087794303894 Epoch 24: train loss 0.5945013215144476 Epoch 24: val loss 0.6225895285606384
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.702897826830546 Epoch 0: val loss 0.6931207180023193 Epoch 1: train loss 0.6853371858596802 Epoch 1: val loss 0.6797918677330017 Epoch 2: train loss 0.6844908346732458 Epoch 2: val loss 0.6703342795372009 Epoch 3: train loss 0.6720874210198721 Epoch 3: val loss 0.661840558052063 Epoch 4: train loss 0.6707093715667725 Epoch 4: val loss 0.6548654437065125 Epoch 5: train loss 0.659332479039828 Epoch 5: val loss 0.6511744260787964 Epoch 6: train loss 0.6406829357147217 Epoch 6: val loss 0.6472324132919312 Epoch 7: train loss 0.6358072211345037 Epoch 7: val loss 0.6426740884780884 Epoch 8: train loss 0.6351088136434555 Epoch 8: val loss 0.6399284601211548 Epoch 9: train loss 0.6294210304816564 Epoch 9: val loss 0.6416075229644775 Epoch 10: train loss 0.6469435691833496 Epoch 10: val loss 0.6451789140701294 Epoch 11: train loss 0.6373357027769089 Epoch 11: val loss 0.652529239654541 Epoch 12: train loss 0.621655618151029 Epoch 12: val loss 0.6469878554344177 Epoch 13: train loss 0.6212091147899628 Epoch 13: val loss 0.644569993019104 Epoch 14: train loss 0.6098225091894468 Epoch 14: val loss 0.6424108743667603 Epoch 15: train loss 0.5889948507150015 Epoch 15: val loss 0.6428207159042358 Epoch 16: train loss 0.6157450576623281 Epoch 16: val loss 0.6427780389785767 Epoch 17: train loss 0.586520050962766 Epoch 17: val loss 0.642411470413208 Epoch 18: train loss 0.6046362916628519 Epoch 18: val loss 0.6393404006958008 Epoch 19: train loss 0.6026810755332311 Epoch 19: val loss 0.6315081119537354 Epoch 20: train loss 0.5976431394616762 Epoch 20: val loss 0.6446211934089661 Epoch 21: train loss 0.6099003553390503 Epoch 21: val loss 0.6384960412979126 Epoch 22: train loss 0.6013818979263306 Epoch 22: val loss 0.6411910057067871 Epoch 23: train loss 0.5990153476595879 Epoch 23: val loss 0.6329779028892517 Epoch 24: train loss 0.5954688340425491 Epoch 24: val loss 0.6345773935317993
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998940408229828 Epoch 0: val loss 0.7007949948310852 Epoch 1: train loss 0.7080098874866962 Epoch 1: val loss 0.6984874606132507 Epoch 2: train loss 0.6749581508338451 Epoch 2: val loss 0.6994042992591858 Epoch 3: train loss 0.6888396553695202 Epoch 3: val loss 0.6967455744743347 Epoch 4: train loss 0.6661379151046276 Epoch 4: val loss 0.6904342770576477 Epoch 5: train loss 0.6695139892399311 Epoch 5: val loss 0.6894595623016357 Epoch 6: train loss 0.6642871424555779 Epoch 6: val loss 0.6843424439430237 Epoch 7: train loss 0.6644694469869137 Epoch 7: val loss 0.678347110748291 Epoch 8: train loss 0.6561244167387486 Epoch 8: val loss 0.6680299639701843 Epoch 9: train loss 0.6558897979557514 Epoch 9: val loss 0.6611638069152832 Epoch 10: train loss 0.6497333124279976 Epoch 10: val loss 0.6615126729011536 Epoch 11: train loss 0.6383235417306423 Epoch 11: val loss 0.6528187394142151 Epoch 12: train loss 0.6461639925837517 Epoch 12: val loss 0.6445736885070801 Epoch 13: train loss 0.6169866435229778 Epoch 13: val loss 0.641720175743103 Epoch 14: train loss 0.6294908635318279 Epoch 14: val loss 0.63621985912323 Epoch 15: train loss 0.633314736187458 Epoch 15: val loss 0.6284599900245667 Epoch 16: train loss 0.6081178188323975 Epoch 16: val loss 0.6257433295249939 Epoch 17: train loss 0.6095508746802807 Epoch 17: val loss 0.6351591348648071
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989009217782454 Epoch 0: val loss 0.6854234933853149 Epoch 1: train loss 0.6882136464118958 Epoch 1: val loss 0.6814090013504028 Epoch 2: train loss 0.6711567315188322 Epoch 2: val loss 0.6778053641319275 Epoch 3: train loss 0.6703101288188588 Epoch 3: val loss 0.6740137934684753 Epoch 4: train loss 0.6592372764240612 Epoch 4: val loss 0.6723549365997314 Epoch 5: train loss 0.6499418995597146 Epoch 5: val loss 0.6705960631370544 Epoch 6: train loss 0.6455185196616433 Epoch 6: val loss 0.6706271171569824 Epoch 7: train loss 0.6498516743833368 Epoch 7: val loss 0.6714021563529968 Epoch 8: train loss 0.6456623673439026 Epoch 8: val loss 0.670728325843811 Epoch 9: train loss 0.6391643502495505 Epoch 9: val loss 0.6687195897102356 Epoch 10: train loss 0.636365993456407 Epoch 10: val loss 0.6705774068832397 Epoch 11: train loss 0.640328510241075 Epoch 11: val loss 0.6709314584732056 Epoch 12: train loss 0.6168187965046276 Epoch 12: val loss 0.6712237596511841 Epoch 13: train loss 0.6308574893257834 Epoch 13: val loss 0.670886754989624 Epoch 14: train loss 0.6161508505994623 Epoch 14: val loss 0.6692078113555908 Epoch 15: train loss 0.619430812922391 Epoch 15: val loss 0.6685070991516113 Epoch 16: train loss 0.61556476354599 Epoch 16: val loss 0.6658664345741272 Epoch 17: train loss 0.6135567426681519 Epoch 17: val loss 0.6663388609886169 Epoch 18: train loss 0.6143672195347872 Epoch 18: val loss 0.66402667760849 Epoch 19: train loss 0.586049039255489 Epoch 19: val loss 0.6654576659202576 Epoch 20: train loss 0.5950727571140636 Epoch 20: val loss 0.6674349308013916 Epoch 21: train loss 0.5947331298481334 Epoch 21: val loss 0.6679753065109253 Epoch 22: train loss 0.6047737760977312 Epoch 22: val loss 0.6669022440910339 Epoch 23: train loss 0.5925434367223219 Epoch 23: val loss 0.6674598455429077 Epoch 24: train loss 0.6003889658234336 Epoch 24: val loss 0.6673814058303833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6988055109977722 Epoch 0: val loss 0.6786476969718933 Epoch 1: train loss 0.6770188537510958 Epoch 1: val loss 0.670139491558075 Epoch 2: train loss 0.6675655950199474 Epoch 2: val loss 0.66258704662323 Epoch 3: train loss 0.6506812789223411 Epoch 3: val loss 0.6586039662361145 Epoch 4: train loss 0.6564491987228394 Epoch 4: val loss 0.6594391465187073 Epoch 5: train loss 0.6654219248078086 Epoch 5: val loss 0.6587621569633484 Epoch 6: train loss 0.6498369791290977 Epoch 6: val loss 0.6535412073135376 Epoch 7: train loss 0.636501816186038 Epoch 7: val loss 0.6503891944885254 Epoch 8: train loss 0.6460986083204096 Epoch 8: val loss 0.6473392844200134 Epoch 9: train loss 0.6407436349175193 Epoch 9: val loss 0.6463119387626648 Epoch 10: train loss 0.6301805214448408 Epoch 10: val loss 0.6495151519775391 Epoch 11: train loss 0.6298930590802972 Epoch 11: val loss 0.6473150849342346 Epoch 12: train loss 0.629273154518821 Epoch 12: val loss 0.6373783349990845 Epoch 13: train loss 0.6396892450072549 Epoch 13: val loss 0.6375569105148315 Epoch 14: train loss 0.614261502569372 Epoch 14: val loss 0.639256477355957 Epoch 15: train loss 0.6188282587311484 Epoch 15: val loss 0.6395872235298157 Epoch 16: train loss 0.6110644448887218 Epoch 16: val loss 0.6412027478218079 Epoch 17: train loss 0.6097355782985687 Epoch 17: val loss 0.6435947418212891 Epoch 18: train loss 0.6132045198570598 Epoch 18: val loss 0.6430027484893799 Epoch 19: train loss 0.6051723631945524 Epoch 19: val loss 0.6439714431762695 Epoch 20: train loss 0.6020531166683544 Epoch 20: val loss 0.6438055038452148 Epoch 21: train loss 0.6076729351823981 Epoch 21: val loss 0.6458215117454529 Epoch 22: train loss 0.5883913311091337 Epoch 22: val loss 0.645307719707489 Epoch 23: train loss 0.6173675331202421 Epoch 23: val loss 0.6466225981712341 Epoch 24: train loss 0.58606633273038 Epoch 24: val loss 0.6452030539512634
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917847340757196 Epoch 0: val loss 0.677381694316864 Epoch 1: train loss 0.6762552640654824 Epoch 1: val loss 0.6704972982406616 Epoch 2: train loss 0.6815884004939686 Epoch 2: val loss 0.666567862033844 Epoch 3: train loss 0.6807458671656522 Epoch 3: val loss 0.6628209948539734 Epoch 4: train loss 0.6578654159199108 Epoch 4: val loss 0.6587160229682922 Epoch 5: train loss 0.6516869393261996 Epoch 5: val loss 0.6521814465522766 Epoch 6: train loss 0.6611950343305414 Epoch 6: val loss 0.6498062610626221 Epoch 7: train loss 0.6410993716933511 Epoch 7: val loss 0.6486941576004028 Epoch 8: train loss 0.6368142799897627 Epoch 8: val loss 0.6491492390632629 Epoch 9: train loss 0.6468262022191827 Epoch 9: val loss 0.6507528424263 Epoch 10: train loss 0.6366603699597445 Epoch 10: val loss 0.6509053111076355 Epoch 11: train loss 0.6420035687359896 Epoch 11: val loss 0.6495890021324158 Epoch 12: train loss 0.6294970945878462 Epoch 12: val loss 0.6488627791404724 Epoch 13: train loss 0.6239080158146945 Epoch 13: val loss 0.6492295265197754 Epoch 14: train loss 0.6220894022421404 Epoch 14: val loss 0.6500065326690674 Epoch 15: train loss 0.6053849594159559 Epoch 15: val loss 0.6533176898956299 Epoch 16: train loss 0.6108453653075478 Epoch 16: val loss 0.6558502912521362 Epoch 17: train loss 0.5961607802997936 Epoch 17: val loss 0.6587774157524109 Epoch 18: train loss 0.5947956117716703 Epoch 18: val loss 0.6610432267189026 Epoch 19: train loss 0.6140160343863748 Epoch 19: val loss 0.6599924564361572 Epoch 20: train loss 0.5961265022104437 Epoch 20: val loss 0.6639638543128967 Epoch 21: train loss 0.5851727724075317 Epoch 21: val loss 0.6675388813018799 Epoch 22: train loss 0.579977891661904 Epoch 22: val loss 0.6673136949539185 Epoch 23: train loss 0.5816729339686307 Epoch 23: val loss 0.6694720387458801 Epoch 24: train loss 0.5863081541928378 Epoch 24: val loss 0.6756541728973389
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010876482183283 Epoch 0: val loss 0.6795637011528015 Epoch 1: train loss 0.6917427344755693 Epoch 1: val loss 0.6721377372741699 Epoch 2: train loss 0.6788952404802496 Epoch 2: val loss 0.6652823686599731 Epoch 3: train loss 0.6709529107267206 Epoch 3: val loss 0.6580657362937927 Epoch 4: train loss 0.6663284410129894 Epoch 4: val loss 0.6529613733291626 Epoch 5: train loss 0.6731805313717235 Epoch 5: val loss 0.6491683125495911 Epoch 6: train loss 0.6515691605481234 Epoch 6: val loss 0.6455783247947693 Epoch 7: train loss 0.6524589982899752 Epoch 7: val loss 0.6440765857696533 Epoch 8: train loss 0.6467564485289834 Epoch 8: val loss 0.6390178799629211 Epoch 9: train loss 0.6332369500940497 Epoch 9: val loss 0.6354079842567444 Epoch 10: train loss 0.6326241872527383 Epoch 10: val loss 0.6362148523330688 Epoch 11: train loss 0.621070531281558 Epoch 11: val loss 0.6358709931373596 Epoch 12: train loss 0.650653210553256 Epoch 12: val loss 0.6343684792518616 Epoch 13: train loss 0.639921551400965 Epoch 13: val loss 0.6281387209892273 Epoch 14: train loss 0.6294099905274131 Epoch 14: val loss 0.6234804391860962 Epoch 15: train loss 0.6117072593082081 Epoch 15: val loss 0.6248039603233337 Epoch 16: train loss 0.604553298516707 Epoch 16: val loss 0.6274524331092834 Epoch 17: train loss 0.6177848198197105 Epoch 17: val loss 0.6270196437835693 Epoch 18: train loss 0.6105400269681757 Epoch 18: val loss 0.622040867805481 Epoch 19: train loss 0.6105002110654657 Epoch 19: val loss 0.6216171979904175 Epoch 20: train loss 0.5853212150660428 Epoch 20: val loss 0.6198757290840149 Epoch 21: train loss 0.6067362563176588 Epoch 21: val loss 0.6189185380935669 Epoch 22: train loss 0.6078998609022661 Epoch 22: val loss 0.6172184348106384 Epoch 23: train loss 0.588164440610192 Epoch 23: val loss 0.6167292594909668 Epoch 24: train loss 0.5784747546369379 Epoch 24: val loss 0.6133082509040833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6753987073898315 Epoch 0: val loss 0.6936402320861816 Epoch 1: train loss 0.6664929946263631 Epoch 1: val loss 0.6927146315574646 Epoch 2: train loss 0.6640754183133443 Epoch 2: val loss 0.6890720129013062 Epoch 3: train loss 0.6528425097465516 Epoch 3: val loss 0.6879633069038391 Epoch 4: train loss 0.643762755393982 Epoch 4: val loss 0.6864736080169678 Epoch 5: train loss 0.6476803064346314 Epoch 5: val loss 0.6863787174224854 Epoch 6: train loss 0.6220839540163676 Epoch 6: val loss 0.6878645420074463 Epoch 7: train loss 0.6167600671450297 Epoch 7: val loss 0.6904089450836182 Epoch 8: train loss 0.6170042673746745 Epoch 8: val loss 0.6798164248466492 Epoch 9: train loss 0.6220293283462525 Epoch 9: val loss 0.6714497208595276 Epoch 10: train loss 0.6003633280595143 Epoch 10: val loss 0.6790561079978943 Epoch 11: train loss 0.6212557037671407 Epoch 11: val loss 0.6703311204910278 Epoch 12: train loss 0.594575826327006 Epoch 12: val loss 0.6716182231903076 Epoch 13: train loss 0.5795946856339772 Epoch 13: val loss 0.6667200922966003 Epoch 14: train loss 0.6106332103411357 Epoch 14: val loss 0.6680839657783508 Epoch 15: train loss 0.5830426156520844 Epoch 15: val loss 0.670569121837616 Epoch 16: train loss 0.5723314007123311 Epoch 16: val loss 0.6730555295944214 Epoch 17: train loss 0.5686608095963795 Epoch 17: val loss 0.679823637008667 Epoch 18: train loss 0.5897900144259135 Epoch 18: val loss 0.6802969574928284
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.702340997182406 Epoch 0: val loss 0.6726611256599426 Epoch 1: train loss 0.6860386041494516 Epoch 1: val loss 0.6620282530784607 Epoch 2: train loss 0.6866724949616653 Epoch 2: val loss 0.6569511294364929 Epoch 3: train loss 0.6567868361106286 Epoch 3: val loss 0.6495968103408813 Epoch 4: train loss 0.6613211540075449 Epoch 4: val loss 0.6462154388427734 Epoch 5: train loss 0.6520855885285598 Epoch 5: val loss 0.6451934576034546 Epoch 6: train loss 0.6427244223081149 Epoch 6: val loss 0.6447409391403198 Epoch 7: train loss 0.6533908110398513 Epoch 7: val loss 0.6406481862068176 Epoch 8: train loss 0.6518169687344477 Epoch 8: val loss 0.6360904574394226 Epoch 9: train loss 0.6455356249442468 Epoch 9: val loss 0.6339539289474487 Epoch 10: train loss 0.6478618337557867 Epoch 10: val loss 0.6297562718391418 Epoch 11: train loss 0.6383847410862262 Epoch 11: val loss 0.630142867565155 Epoch 12: train loss 0.6198946741911081 Epoch 12: val loss 0.6284189820289612 Epoch 13: train loss 0.6372920962480398 Epoch 13: val loss 0.6273614764213562 Epoch 14: train loss 0.6303623181123 Epoch 14: val loss 0.6260309219360352 Epoch 15: train loss 0.6317488596989558 Epoch 15: val loss 0.6300046443939209 Epoch 16: train loss 0.6210662126541138 Epoch 16: val loss 0.6227253079414368 Epoch 17: train loss 0.6165330364153936 Epoch 17: val loss 0.6209369897842407 Epoch 18: train loss 0.6178189607766958 Epoch 18: val loss 0.622151255607605 Epoch 19: train loss 0.6224189813320453 Epoch 19: val loss 0.6221579909324646 Epoch 20: train loss 0.6214983532061944 Epoch 20: val loss 0.632327675819397 Epoch 21: train loss 0.6029890683981088 Epoch 21: val loss 0.6237289309501648 Epoch 22: train loss 0.6123384191439702 Epoch 22: val loss 0.6195274591445923 Epoch 23: train loss 0.6170802253943223 Epoch 23: val loss 0.6311855316162109 Epoch 24: train loss 0.6052323075441214 Epoch 24: val loss 0.6194878220558167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6981585530134348 Epoch 0: val loss 0.6974067091941833 Epoch 1: train loss 0.686501145362854 Epoch 1: val loss 0.6949898600578308 Epoch 2: train loss 0.6790178601558392 Epoch 2: val loss 0.6914755702018738 Epoch 3: train loss 0.66823227588947 Epoch 3: val loss 0.6879815459251404 Epoch 4: train loss 0.6656353886310871 Epoch 4: val loss 0.6854978203773499 Epoch 5: train loss 0.6624826330405015 Epoch 5: val loss 0.6802043318748474 Epoch 6: train loss 0.658094429052793 Epoch 6: val loss 0.6753250956535339 Epoch 7: train loss 0.6538426784368662 Epoch 7: val loss 0.6724510192871094 Epoch 8: train loss 0.652235902272738 Epoch 8: val loss 0.668296754360199 Epoch 9: train loss 0.6454790280415461 Epoch 9: val loss 0.66657954454422 Epoch 10: train loss 0.6296747143451984 Epoch 10: val loss 0.6637439727783203 Epoch 11: train loss 0.6304804911980262 Epoch 11: val loss 0.6602063775062561 Epoch 12: train loss 0.6273874319516696 Epoch 12: val loss 0.6551217436790466 Epoch 13: train loss 0.6239497661590576 Epoch 13: val loss 0.6500147581100464 Epoch 14: train loss 0.6168789107065934 Epoch 14: val loss 0.6505874395370483 Epoch 15: train loss 0.6191421105311468 Epoch 15: val loss 0.6483369469642639 Epoch 16: train loss 0.6201101724918072 Epoch 16: val loss 0.6467083096504211 Epoch 17: train loss 0.6033245646036588 Epoch 17: val loss 0.6437814831733704 Epoch 18: train loss 0.58747542821444 Epoch 18: val loss 0.6414768695831299 Epoch 19: train loss 0.6078208593221811 Epoch 19: val loss 0.6414015293121338 Epoch 20: train loss 0.6002371173638564 Epoch 20: val loss 0.6381132006645203 Epoch 21: train loss 0.5942567953696618 Epoch 21: val loss 0.6423088312149048 Epoch 22: train loss 0.5895607448541201 Epoch 22: val loss 0.6398307681083679 Epoch 23: train loss 0.5799554999058063 Epoch 23: val loss 0.6431848406791687 Epoch 24: train loss 0.5874734062414902 Epoch 24: val loss 0.6452516317367554
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6916167919452374 Epoch 0: val loss 0.6875353455543518 Epoch 1: train loss 0.6877178320517907 Epoch 1: val loss 0.6861900091171265 Epoch 2: train loss 0.6747594154798068 Epoch 2: val loss 0.685076892375946 Epoch 3: train loss 0.6698829898467431 Epoch 3: val loss 0.6823340654373169 Epoch 4: train loss 0.6697498789200416 Epoch 4: val loss 0.6825906038284302 Epoch 5: train loss 0.6511087234203632 Epoch 5: val loss 0.6865805387496948 Epoch 6: train loss 0.6473060387831467 Epoch 6: val loss 0.6915125846862793 Epoch 7: train loss 0.6438629856476417 Epoch 7: val loss 0.6938371062278748 Epoch 8: train loss 0.6308267299945538 Epoch 8: val loss 0.6940680742263794 Epoch 9: train loss 0.6426147818565369 Epoch 9: val loss 0.6887608170509338 Epoch 10: train loss 0.6587005991202134 Epoch 10: val loss 0.6884458661079407 Epoch 11: train loss 0.6182410487761865 Epoch 11: val loss 0.6835108995437622 Epoch 12: train loss 0.630346953868866 Epoch 12: val loss 0.6773102283477783 Epoch 13: train loss 0.6117563752027658 Epoch 13: val loss 0.6755795478820801 Epoch 14: train loss 0.613529228247129 Epoch 14: val loss 0.6753296852111816 Epoch 15: train loss 0.6077507917697613 Epoch 15: val loss 0.6782333850860596 Epoch 16: train loss 0.6160021195044885 Epoch 16: val loss 0.6764506101608276 Epoch 17: train loss 0.6048926688157595 Epoch 17: val loss 0.6833556294441223 Epoch 18: train loss 0.5971217705653264 Epoch 18: val loss 0.6816063523292542 Epoch 19: train loss 0.5696572867723612 Epoch 19: val loss 0.6863440275192261 Epoch 20: train loss 0.5757532509473654 Epoch 20: val loss 0.6851015090942383 Epoch 21: train loss 0.5940323540797601 Epoch 21: val loss 0.6868306398391724 Epoch 22: train loss 0.5812734778110797 Epoch 22: val loss 0.6792442202568054 Epoch 23: train loss 0.595751166343689 Epoch 23: val loss 0.6875675320625305 Epoch 24: train loss 0.5738472525890057 Epoch 24: val loss 0.7018217444419861
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7040429069445684 Epoch 0: val loss 0.6818823218345642 Epoch 1: train loss 0.68444856772056 Epoch 1: val loss 0.6725221872329712 Epoch 2: train loss 0.683201803610875 Epoch 2: val loss 0.668620228767395 Epoch 3: train loss 0.67111153785999 Epoch 3: val loss 0.6617878079414368 Epoch 4: train loss 0.6642879476914039 Epoch 4: val loss 0.6596408486366272 Epoch 5: train loss 0.6618367112599887 Epoch 5: val loss 0.6554040908813477 Epoch 6: train loss 0.6574001449805039 Epoch 6: val loss 0.6556034684181213 Epoch 7: train loss 0.6419621201661917 Epoch 7: val loss 0.6502991318702698 Epoch 8: train loss 0.6306127859995916 Epoch 8: val loss 0.6466496586799622 Epoch 9: train loss 0.6436263643778287 Epoch 9: val loss 0.6472400426864624 Epoch 10: train loss 0.6325619174883916 Epoch 10: val loss 0.6457676887512207 Epoch 11: train loss 0.6323168231890752 Epoch 11: val loss 0.6421881318092346 Epoch 12: train loss 0.6133953837247995 Epoch 12: val loss 0.6327170133590698 Epoch 13: train loss 0.6316957703003516 Epoch 13: val loss 0.6368070840835571 Epoch 14: train loss 0.6235805337245648 Epoch 14: val loss 0.6337642073631287 Epoch 15: train loss 0.620566881619967 Epoch 15: val loss 0.6411160230636597 Epoch 16: train loss 0.6076685281900259 Epoch 16: val loss 0.6362941861152649 Epoch 17: train loss 0.604395119043497 Epoch 17: val loss 0.6453844904899597 Epoch 18: train loss 0.6094477405914893 Epoch 18: val loss 0.6487034559249878 Epoch 19: train loss 0.5886937907108893 Epoch 19: val loss 0.645694375038147 Epoch 20: train loss 0.597737410893807 Epoch 20: val loss 0.6544066667556763 Epoch 21: train loss 0.5746401364986713 Epoch 21: val loss 0.6408881545066833 Epoch 22: train loss 0.6014814468530508 Epoch 22: val loss 0.6483469009399414 Epoch 23: train loss 0.5704602507444528 Epoch 23: val loss 0.6377823948860168 Epoch 24: train loss 0.5785456964602838 Epoch 24: val loss 0.6383665800094604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7032788921804989 Epoch 0: val loss 0.690517783164978 Epoch 1: train loss 0.688419990679797 Epoch 1: val loss 0.6873847246170044 Epoch 2: train loss 0.6731250952271854 Epoch 2: val loss 0.6851907968521118 Epoch 3: train loss 0.6723797952427584 Epoch 3: val loss 0.6850128173828125 Epoch 4: train loss 0.6592005806810716 Epoch 4: val loss 0.6808772683143616 Epoch 5: train loss 0.6646831771906685 Epoch 5: val loss 0.6780679821968079 Epoch 6: train loss 0.6507957297212937 Epoch 6: val loss 0.673577606678009 Epoch 7: train loss 0.644769177717321 Epoch 7: val loss 0.6672447919845581 Epoch 8: train loss 0.6430644638398114 Epoch 8: val loss 0.6577157378196716 Epoch 9: train loss 0.6303746034117306 Epoch 9: val loss 0.6477565765380859 Epoch 10: train loss 0.6283175840097315 Epoch 10: val loss 0.6430330872535706 Epoch 11: train loss 0.635757656658397 Epoch 11: val loss 0.6343309879302979 Epoch 12: train loss 0.6165212077253005 Epoch 12: val loss 0.6376460194587708 Epoch 13: train loss 0.6186567054075354 Epoch 13: val loss 0.6429693102836609 Epoch 14: train loss 0.6229164214695201 Epoch 14: val loss 0.636215090751648 Epoch 15: train loss 0.6062979435219484 Epoch 15: val loss 0.6252313852310181 Epoch 16: train loss 0.6076464810792137 Epoch 16: val loss 0.6365340948104858
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7041334559520086 Epoch 0: val loss 0.6892053484916687 Epoch 1: train loss 0.6894078950087229 Epoch 1: val loss 0.6821078658103943 Epoch 2: train loss 0.6854594945907593 Epoch 2: val loss 0.6789832711219788 Epoch 3: train loss 0.6624745031197866 Epoch 3: val loss 0.6747055649757385 Epoch 4: train loss 0.6690028260151545 Epoch 4: val loss 0.6734996438026428 Epoch 5: train loss 0.666447694102923 Epoch 5: val loss 0.672276496887207 Epoch 6: train loss 0.6763536433378855 Epoch 6: val loss 0.6703137755393982 Epoch 7: train loss 0.6669793973366419 Epoch 7: val loss 0.6727626919746399 Epoch 8: train loss 0.6736125200986862 Epoch 8: val loss 0.6767870187759399 Epoch 9: train loss 0.6586487541596094 Epoch 9: val loss 0.6777594089508057 Epoch 10: train loss 0.6551673213640848 Epoch 10: val loss 0.6755252480506897 Epoch 11: train loss 0.6536519328753153 Epoch 11: val loss 0.678143322467804 Epoch 12: train loss 0.6493721008300781 Epoch 12: val loss 0.6779669523239136 Epoch 13: train loss 0.653691902756691 Epoch 13: val loss 0.675812304019928 Epoch 14: train loss 0.6510077814261118 Epoch 14: val loss 0.6792035102844238 Epoch 15: train loss 0.6505531221628189 Epoch 15: val loss 0.6824558973312378 Epoch 16: train loss 0.6457927624384562 Epoch 16: val loss 0.6882131099700928 Epoch 17: train loss 0.63469730814298 Epoch 17: val loss 0.6922047734260559 Epoch 18: train loss 0.6502738495667776 Epoch 18: val loss 0.6895792484283447 Epoch 19: train loss 0.6318542410929998 Epoch 19: val loss 0.6898894309997559 Epoch 20: train loss 0.631230890750885 Epoch 20: val loss 0.6838221549987793 Epoch 21: train loss 0.6315103520949682 Epoch 21: val loss 0.6822532415390015 Epoch 22: train loss 0.6276616056760153 Epoch 22: val loss 0.686857283115387 Epoch 23: train loss 0.6351109991470972 Epoch 23: val loss 0.687053382396698 Epoch 24: train loss 0.6274917225042979 Epoch 24: val loss 0.6860404014587402
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931275775035223 Epoch 0: val loss 0.6872853636741638 Epoch 1: train loss 0.673877532283465 Epoch 1: val loss 0.6862453818321228 Epoch 2: train loss 0.6723361859718958 Epoch 2: val loss 0.688981294631958 Epoch 3: train loss 0.6798350910345713 Epoch 3: val loss 0.694738507270813 Epoch 4: train loss 0.6670791755119959 Epoch 4: val loss 0.6920881867408752 Epoch 5: train loss 0.6599185764789581 Epoch 5: val loss 0.6909044981002808 Epoch 6: train loss 0.6638085246086121 Epoch 6: val loss 0.6938700079917908 Epoch 7: train loss 0.6471729377905527 Epoch 7: val loss 0.6921409964561462 Epoch 8: train loss 0.6511829694112142 Epoch 8: val loss 0.6882356405258179 Epoch 9: train loss 0.6483658303817114 Epoch 9: val loss 0.6897876262664795 Epoch 10: train loss 0.6399923910697302 Epoch 10: val loss 0.6934481263160706 Epoch 11: train loss 0.6384861320257187 Epoch 11: val loss 0.6958122849464417 Epoch 12: train loss 0.6390801866849264 Epoch 12: val loss 0.6944267749786377 Epoch 13: train loss 0.6273541698853174 Epoch 13: val loss 0.6869679689407349 Epoch 14: train loss 0.6331784476836523 Epoch 14: val loss 0.6962308287620544 Epoch 15: train loss 0.6195960889259974 Epoch 15: val loss 0.6899965405464172 Epoch 16: train loss 0.6093109299739202 Epoch 16: val loss 0.688887357711792 Epoch 17: train loss 0.6244610399007797 Epoch 17: val loss 0.6886779069900513 Epoch 18: train loss 0.6042936394611994 Epoch 18: val loss 0.700573742389679 Epoch 19: train loss 0.61049056549867 Epoch 19: val loss 0.6858618259429932 Epoch 20: train loss 0.6127543598413467 Epoch 20: val loss 0.6956390738487244 Epoch 21: train loss 0.6019614040851593 Epoch 21: val loss 0.6968951225280762 Epoch 22: train loss 0.5987452467282613 Epoch 22: val loss 0.7003788948059082 Epoch 23: train loss 0.5883664364616076 Epoch 23: val loss 0.6916449069976807 Epoch 24: train loss 0.5919318869709969 Epoch 24: val loss 0.6982782483100891
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7226493060588837 Epoch 0: val loss 0.6912564039230347 Epoch 1: train loss 0.6931229035059611 Epoch 1: val loss 0.6919438242912292 Epoch 2: train loss 0.6841716368993124 Epoch 2: val loss 0.6949767470359802 Epoch 3: train loss 0.67469555636247 Epoch 3: val loss 0.6955057978630066 Epoch 4: train loss 0.685060515999794 Epoch 4: val loss 0.6971943974494934 Epoch 5: train loss 0.6770711541175842 Epoch 5: val loss 0.6983641386032104 Epoch 6: train loss 0.6855659633874893 Epoch 6: val loss 0.6989506483078003 Epoch 7: train loss 0.6641008456548055 Epoch 7: val loss 0.7004198431968689 Epoch 8: train loss 0.6706973810990652 Epoch 8: val loss 0.7010421752929688 Epoch 9: train loss 0.6594337572654089 Epoch 9: val loss 0.6987220048904419 Epoch 10: train loss 0.6591836859782537 Epoch 10: val loss 0.6981252431869507 Epoch 11: train loss 0.6569391439358393 Epoch 11: val loss 0.6978026628494263 Epoch 12: train loss 0.6816030691067377 Epoch 12: val loss 0.6981430053710938 Epoch 13: train loss 0.6500748842954636 Epoch 13: val loss 0.6991991996765137 Epoch 14: train loss 0.6680803894996643 Epoch 14: val loss 0.7004795670509338 Epoch 15: train loss 0.6424254328012466 Epoch 15: val loss 0.6998246312141418 Epoch 16: train loss 0.6628324737151464 Epoch 16: val loss 0.7009567618370056 Epoch 17: train loss 0.6384270290533701 Epoch 17: val loss 0.7018331289291382 Epoch 18: train loss 0.6467826614777247 Epoch 18: val loss 0.6997668743133545 Epoch 19: train loss 0.6408042212327322 Epoch 19: val loss 0.694509744644165 Epoch 20: train loss 0.6493659218152364 Epoch 20: val loss 0.6902979016304016 Epoch 21: train loss 0.636127382516861 Epoch 21: val loss 0.6849299669265747 Epoch 22: train loss 0.6333844910065333 Epoch 22: val loss 0.6887434720993042 Epoch 23: train loss 0.6358381460110346 Epoch 23: val loss 0.6885225772857666 Epoch 24: train loss 0.622744212547938 Epoch 24: val loss 0.6872261762619019
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7027689516544342 Epoch 0: val loss 0.7151620388031006 Epoch 1: train loss 0.6965189675490061 Epoch 1: val loss 0.7081820964813232 Epoch 2: train loss 0.6934331109126409 Epoch 2: val loss 0.7068345546722412 Epoch 3: train loss 0.679028590520223 Epoch 3: val loss 0.7096594572067261 Epoch 4: train loss 0.6743116577466329 Epoch 4: val loss 0.7109596729278564 Epoch 5: train loss 0.6632140974203745 Epoch 5: val loss 0.7150735259056091 Epoch 6: train loss 0.6743381520112356 Epoch 6: val loss 0.713780403137207 Epoch 7: train loss 0.6623730063438416 Epoch 7: val loss 0.7158326506614685 Epoch 8: train loss 0.6520192921161652 Epoch 8: val loss 0.721137523651123 Epoch 9: train loss 0.6594742288192114 Epoch 9: val loss 0.7261214852333069 Epoch 10: train loss 0.6641958306233088 Epoch 10: val loss 0.7242355346679688 Epoch 11: train loss 0.6529455035924911 Epoch 11: val loss 0.7234374284744263 Epoch 12: train loss 0.649276519815127 Epoch 12: val loss 0.7230638861656189 Epoch 13: train loss 0.6506460011005402 Epoch 13: val loss 0.7216192483901978 Epoch 14: train loss 0.6442667643229166 Epoch 14: val loss 0.7255820035934448 Epoch 15: train loss 0.6292575945456823 Epoch 15: val loss 0.7333325743675232 Epoch 16: train loss 0.6444874852895737 Epoch 16: val loss 0.7358421683311462 Epoch 17: train loss 0.6295068164666494 Epoch 17: val loss 0.7420269846916199 Epoch 18: train loss 0.630604937672615 Epoch 18: val loss 0.7435595989227295 Epoch 19: train loss 0.6258991758028666 Epoch 19: val loss 0.7453957796096802 Epoch 20: train loss 0.6188870569070181 Epoch 20: val loss 0.7459393739700317 Epoch 21: train loss 0.6078899105389913 Epoch 21: val loss 0.751421332359314 Epoch 22: train loss 0.6052115360895792 Epoch 22: val loss 0.748783528804779 Epoch 23: train loss 0.6123836984237035 Epoch 23: val loss 0.7644006013870239 Epoch 24: train loss 0.5997695053617159 Epoch 24: val loss 0.7765490412712097
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938433907926083 Epoch 0: val loss 0.6884685754776001 Epoch 1: train loss 0.697831179946661 Epoch 1: val loss 0.677395761013031 Epoch 2: train loss 0.6806074120104313 Epoch 2: val loss 0.6711877584457397 Epoch 3: train loss 0.6893033608794212 Epoch 3: val loss 0.665757954120636 Epoch 4: train loss 0.678602758795023 Epoch 4: val loss 0.6622525453567505 Epoch 5: train loss 0.6818862445652485 Epoch 5: val loss 0.6597357392311096 Epoch 6: train loss 0.661294486373663 Epoch 6: val loss 0.6545783877372742 Epoch 7: train loss 0.6598236933350563 Epoch 7: val loss 0.6485512256622314 Epoch 8: train loss 0.6644649170339108 Epoch 8: val loss 0.6453983783721924 Epoch 9: train loss 0.6524208299815655 Epoch 9: val loss 0.6464884877204895 Epoch 10: train loss 0.6576556637883186 Epoch 10: val loss 0.6423718333244324 Epoch 11: train loss 0.6518736965954304 Epoch 11: val loss 0.6472213268280029 Epoch 12: train loss 0.6496213041245937 Epoch 12: val loss 0.6517542004585266 Epoch 13: train loss 0.6496465615928173 Epoch 13: val loss 0.650998055934906 Epoch 14: train loss 0.6425991356372833 Epoch 14: val loss 0.6485029458999634 Epoch 15: train loss 0.640341080725193 Epoch 15: val loss 0.6505979299545288
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
4 Epoch 0: train loss 0.6964541077613831 Epoch 0: val loss 0.6558096408843994 Epoch 1: train loss 0.6341306822640556 Epoch 1: val loss 0.6405092477798462 Epoch 2: train loss 0.6291145001138959 Epoch 2: val loss 0.6258342862129211 Epoch 3: train loss 0.6211720790181842 Epoch 3: val loss 0.6143604516983032 Epoch 4: train loss 0.6313704677990505 Epoch 4: val loss 0.6042245626449585 Epoch 5: train loss 0.5891557846750531 Epoch 5: val loss 0.5972722172737122 Epoch 6: train loss 0.5760690825326102 Epoch 6: val loss 0.5907261967658997 Epoch 7: train loss 0.5686651808874947 Epoch 7: val loss 0.5856038928031921 Epoch 8: train loss 0.6353557791028704 Epoch 8: val loss 0.5779917240142822 Epoch 9: train loss 0.5573039310319083 Epoch 9: val loss 0.5759004950523376 Epoch 10: train loss 0.5866277984210423 Epoch 10: val loss 0.572789192199707 Epoch 11: train loss 0.5488446610314506 Epoch 11: val loss 0.5721762776374817 Epoch 12: train loss 0.5547066628932953 Epoch 12: val loss 0.5684081315994263 Epoch 13: train loss 0.5643205089228494 Epoch 13: val loss 0.5669130682945251 Epoch 14: train loss 0.535629038299833 Epoch 14: val loss 0.5657680034637451 Epoch 15: train loss 0.5490906579153878 Epoch 15: val loss 0.5646755695343018 Epoch 16: train loss 0.599893501826695 Epoch 16: val loss 0.5642141103744507 Epoch 17: train loss 0.6069220559937614 Epoch 17: val loss 0.5701258182525635 Epoch 18: train loss 0.5624707085745675 Epoch 18: val loss 0.5730335116386414 Epoch 19: train loss 0.5626453288963863 Epoch 19: val loss 0.5711977481842041 Epoch 20: train loss 0.5442616386072976 Epoch 20: val loss 0.5673227310180664 Epoch 21: train loss 0.5599472352436611 Epoch 21: val loss 0.5659208297729492 Epoch 22: train loss 0.5491714945861271 Epoch 22: val loss 0.567449152469635 Epoch 23: train loss 0.52558491059712 Epoch 23: val loss 0.5658099055290222 Epoch 24: train loss 0.5927337195192065 Epoch 24: val loss 0.5635638236999512
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7227986880711147 Epoch 0: val loss 0.7027226090431213 Epoch 1: train loss 0.702956063406808 Epoch 1: val loss 0.6943759322166443 Epoch 2: train loss 0.6848099998065403 Epoch 2: val loss 0.6845459938049316 Epoch 3: train loss 0.6502206580979484 Epoch 3: val loss 0.6780616641044617 Epoch 4: train loss 0.656007638999394 Epoch 4: val loss 0.6715864539146423 Epoch 5: train loss 0.6655214599200657 Epoch 5: val loss 0.664189875125885 Epoch 6: train loss 0.6510198712348938 Epoch 6: val loss 0.6558851003646851 Epoch 7: train loss 0.6242916754313877 Epoch 7: val loss 0.6434037089347839 Epoch 8: train loss 0.6261921439852033 Epoch 8: val loss 0.6368014812469482 Epoch 9: train loss 0.597639296736036 Epoch 9: val loss 0.6332471370697021 Epoch 10: train loss 0.5819494809423175 Epoch 10: val loss 0.6275679469108582 Epoch 11: train loss 0.5426012618201119 Epoch 11: val loss 0.6139103174209595 Epoch 12: train loss 0.5634230673313141 Epoch 12: val loss 0.6132657527923584 Epoch 13: train loss 0.5791441713060651 Epoch 13: val loss 0.6013336181640625 Epoch 14: train loss 0.5811670933450971 Epoch 14: val loss 0.5993454456329346 Epoch 15: train loss 0.550259394305093 Epoch 15: val loss 0.5975626111030579 Epoch 16: train loss 0.5459878785269601 Epoch 16: val loss 0.6005876660346985 Epoch 17: train loss 0.5544552419866834 Epoch 17: val loss 0.5984349250793457 Epoch 18: train loss 0.5749211737087795 Epoch 18: val loss 0.5914669632911682 Epoch 19: train loss 0.553556216614587 Epoch 19: val loss 0.5863193869590759 Epoch 20: train loss 0.541079751082829 Epoch 20: val loss 0.588123083114624 Epoch 21: train loss 0.538553672177451 Epoch 21: val loss 0.5907873511314392 Epoch 22: train loss 0.5755213456494468 Epoch 22: val loss 0.5926100611686707 Epoch 23: train loss 0.5322526225021907 Epoch 23: val loss 0.5917690992355347 Epoch 24: train loss 0.5715482107230595 Epoch 24: val loss 0.591838538646698
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6762831807136536 Epoch 0: val loss 0.6683763861656189 Epoch 1: train loss 0.6694465279579163 Epoch 1: val loss 0.651128888130188 Epoch 2: train loss 0.6313036935670036 Epoch 2: val loss 0.640030026435852 Epoch 3: train loss 0.6175625664847237 Epoch 3: val loss 0.6249209046363831 Epoch 4: train loss 0.616782179900578 Epoch 4: val loss 0.6117199659347534 Epoch 5: train loss 0.5853291835103717 Epoch 5: val loss 0.6037653088569641 Epoch 6: train loss 0.5678667937006269 Epoch 6: val loss 0.5997660160064697 Epoch 7: train loss 0.6118714894567218 Epoch 7: val loss 0.6024003624916077 Epoch 8: train loss 0.576929624591555 Epoch 8: val loss 0.5981419086456299 Epoch 9: train loss 0.5374149467263903 Epoch 9: val loss 0.59809410572052 Epoch 10: train loss 0.5561396479606628 Epoch 10: val loss 0.5863514542579651 Epoch 11: train loss 0.5842855657849994 Epoch 11: val loss 0.5863314867019653 Epoch 12: train loss 0.5936106060232434 Epoch 12: val loss 0.5917218923568726 Epoch 13: train loss 0.5399264778409686 Epoch 13: val loss 0.589435875415802 Epoch 14: train loss 0.512097920690264 Epoch 14: val loss 0.5885763168334961 Epoch 15: train loss 0.504404889685767 Epoch 15: val loss 0.5895964503288269 Epoch 16: train loss 0.5309508613177708 Epoch 16: val loss 0.5956419110298157 Epoch 17: train loss 0.5479630913053241 Epoch 17: val loss 0.5924491286277771 Epoch 18: train loss 0.5190796852111816 Epoch 18: val loss 0.5916522741317749 Epoch 19: train loss 0.5253268310001918 Epoch 19: val loss 0.5943238735198975 Epoch 20: train loss 0.5223133563995361 Epoch 20: val loss 0.594002366065979 Epoch 21: train loss 0.46929075036730084 Epoch 21: val loss 0.6134585738182068 Epoch 22: train loss 0.5050408669880458 Epoch 22: val loss 0.6068847179412842 Epoch 23: train loss 0.5582212933472225 Epoch 23: val loss 0.6082623600959778 Epoch 24: train loss 0.5208949106080192 Epoch 24: val loss 0.6151240468025208
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6829785704612732 Epoch 0: val loss 0.6808301210403442 Epoch 1: train loss 0.6649629133088248 Epoch 1: val loss 0.6592019200325012 Epoch 2: train loss 0.6592711210250854 Epoch 2: val loss 0.6461897492408752 Epoch 3: train loss 0.6380856718335833 Epoch 3: val loss 0.6389321088790894 Epoch 4: train loss 0.6779991218021938 Epoch 4: val loss 0.6278113722801208 Epoch 5: train loss 0.5868266310010638 Epoch 5: val loss 0.6229844093322754 Epoch 6: train loss 0.5969645891870771 Epoch 6: val loss 0.6160238981246948 Epoch 7: train loss 0.6060784118516105 Epoch 7: val loss 0.6074051260948181 Epoch 8: train loss 0.5715017574174064 Epoch 8: val loss 0.603001594543457 Epoch 9: train loss 0.6019797580582755 Epoch 9: val loss 0.6010520458221436 Epoch 10: train loss 0.5835154908043998 Epoch 10: val loss 0.6019937992095947 Epoch 11: train loss 0.5841200734887805 Epoch 11: val loss 0.6001335978507996 Epoch 12: train loss 0.568498534815652 Epoch 12: val loss 0.5941607356071472 Epoch 13: train loss 0.5559524978910174 Epoch 13: val loss 0.5934111475944519 Epoch 14: train loss 0.5768534796578544 Epoch 14: val loss 0.5959705710411072 Epoch 15: train loss 0.5324203329426902 Epoch 15: val loss 0.6021372079849243 Epoch 16: train loss 0.5299540758132935 Epoch 16: val loss 0.6040877103805542 Epoch 17: train loss 0.5107580465929848 Epoch 17: val loss 0.6059814095497131 Epoch 18: train loss 0.5553441345691681 Epoch 18: val loss 0.6017886400222778 Epoch 19: train loss 0.5473465876919883 Epoch 19: val loss 0.6038959622383118 Epoch 20: train loss 0.5102370168481555 Epoch 20: val loss 0.6074942946434021 Epoch 21: train loss 0.5203205134187426 Epoch 21: val loss 0.6046467423439026 Epoch 22: train loss 0.5080978104046413 Epoch 22: val loss 0.6010426878929138 Epoch 23: train loss 0.5562403670379094 Epoch 23: val loss 0.6032806634902954 Epoch 24: train loss 0.5284881719521114 Epoch 24: val loss 0.6039357781410217
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7122898631625705 Epoch 0: val loss 0.7012012004852295 Epoch 1: train loss 0.6959555943806967 Epoch 1: val loss 0.6809175610542297 Epoch 2: train loss 0.6709522273805406 Epoch 2: val loss 0.6604339480400085 Epoch 3: train loss 0.6274070541063944 Epoch 3: val loss 0.6381932497024536 Epoch 4: train loss 0.5806299812263913 Epoch 4: val loss 0.6215894222259521 Epoch 5: train loss 0.6116305788358053 Epoch 5: val loss 0.6090222001075745 Epoch 6: train loss 0.5789597862296634 Epoch 6: val loss 0.6059141755104065 Epoch 7: train loss 0.5886538094944425 Epoch 7: val loss 0.6028057932853699 Epoch 8: train loss 0.527861989206738 Epoch 8: val loss 0.6037906408309937
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7153689563274384 Epoch 0: val loss 0.6838603615760803 Epoch 1: train loss 0.6994960159063339 Epoch 1: val loss 0.6649449467658997 Epoch 2: train loss 0.6691005006432533 Epoch 2: val loss 0.6488180756568909 Epoch 3: train loss 0.6371868699789047 Epoch 3: val loss 0.631744384765625 Epoch 4: train loss 0.6292222291231155 Epoch 4: val loss 0.6145855784416199 Epoch 5: train loss 0.6084454655647278 Epoch 5: val loss 0.6001633405685425 Epoch 6: train loss 0.5735116004943848 Epoch 6: val loss 0.5744842886924744 Epoch 7: train loss 0.5361746437847614 Epoch 7: val loss 0.5569067597389221 Epoch 8: train loss 0.5415458679199219 Epoch 8: val loss 0.545538604259491 Epoch 9: train loss 0.5226110219955444 Epoch 9: val loss 0.5319797992706299 Epoch 10: train loss 0.502466470003128 Epoch 10: val loss 0.526707112789154 Epoch 11: train loss 0.4959232285618782 Epoch 11: val loss 0.5339435338973999 Epoch 12: train loss 0.5229680500924587 Epoch 12: val loss 0.533030092716217 Epoch 13: train loss 0.4997071474790573 Epoch 13: val loss 0.531511127948761 Epoch 14: train loss 0.4802384525537491 Epoch 14: val loss 0.5324943661689758 Epoch 15: train loss 0.5085772834718227 Epoch 15: val loss 0.5302547216415405 Epoch 16: train loss 0.5091095417737961 Epoch 16: val loss 0.529803454875946 Epoch 17: train loss 0.46642566472291946 Epoch 17: val loss 0.5253149271011353 Epoch 18: train loss 0.49426861479878426 Epoch 18: val loss 0.5286670923233032 Epoch 19: train loss 0.4725472368299961 Epoch 19: val loss 0.5301260948181152 Epoch 20: train loss 0.4733910486102104 Epoch 20: val loss 0.5271450877189636 Epoch 21: train loss 0.4647180140018463 Epoch 21: val loss 0.530219316482544 Epoch 22: train loss 0.4649237245321274 Epoch 22: val loss 0.5364218354225159 Epoch 23: train loss 0.48019448295235634 Epoch 23: val loss 0.5484033823013306 Epoch 24: train loss 0.46737077459692955 Epoch 24: val loss 0.5449168682098389
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6614708825945854 Epoch 0: val loss 0.6689381003379822 Epoch 1: train loss 0.6358507573604584 Epoch 1: val loss 0.6421836614608765 Epoch 2: train loss 0.6057159602642059 Epoch 2: val loss 0.6214058995246887 Epoch 3: train loss 0.5789504125714302 Epoch 3: val loss 0.6040841937065125 Epoch 4: train loss 0.5688644424080849 Epoch 4: val loss 0.5908917784690857 Epoch 5: train loss 0.5430969260632992 Epoch 5: val loss 0.5834634900093079 Epoch 6: train loss 0.5350929424166679 Epoch 6: val loss 0.5821413993835449 Epoch 7: train loss 0.5127618312835693 Epoch 7: val loss 0.5785834193229675 Epoch 8: train loss 0.5192686542868614 Epoch 8: val loss 0.5754536986351013 Epoch 9: train loss 0.5142507292330265 Epoch 9: val loss 0.5705797672271729 Epoch 10: train loss 0.5056381225585938 Epoch 10: val loss 0.5691295266151428 Epoch 11: train loss 0.4790068157017231 Epoch 11: val loss 0.5646839141845703 Epoch 12: train loss 0.4968400336802006 Epoch 12: val loss 0.5634164214134216 Epoch 13: train loss 0.4777468740940094 Epoch 13: val loss 0.5671705007553101 Epoch 14: train loss 0.48325981944799423 Epoch 14: val loss 0.5663115382194519 Epoch 15: train loss 0.48136330395936966 Epoch 15: val loss 0.5694714188575745 Epoch 16: train loss 0.49251294508576393 Epoch 16: val loss 0.5661672353744507 Epoch 17: train loss 0.5092394948005676 Epoch 17: val loss 0.5643607974052429 Epoch 18: train loss 0.4616808593273163 Epoch 18: val loss 0.5641868114471436 Epoch 19: train loss 0.4578958638012409 Epoch 19: val loss 0.5668402314186096 Epoch 20: train loss 0.4514884985983372 Epoch 20: val loss 0.5672312378883362 Epoch 21: train loss 0.44905804842710495 Epoch 21: val loss 0.5656874775886536 Epoch 22: train loss 0.49366961792111397 Epoch 22: val loss 0.5675440430641174 Epoch 23: train loss 0.4468724839389324 Epoch 23: val loss 0.5734840631484985 Epoch 24: train loss 0.4565596245229244 Epoch 24: val loss 0.5823666453361511
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6916576251387596 Epoch 0: val loss 0.6653288006782532 Epoch 1: train loss 0.6606540828943253 Epoch 1: val loss 0.6438054442405701 Epoch 2: train loss 0.6375854313373566 Epoch 2: val loss 0.6244863271713257 Epoch 3: train loss 0.6210010349750519 Epoch 3: val loss 0.6030575037002563 Epoch 4: train loss 0.5977487415075302 Epoch 4: val loss 0.5773952007293701 Epoch 5: train loss 0.5726930499076843 Epoch 5: val loss 0.5533663630485535 Epoch 6: train loss 0.5442465245723724 Epoch 6: val loss 0.5397484302520752 Epoch 7: train loss 0.5354796461760998 Epoch 7: val loss 0.5206061005592346 Epoch 8: train loss 0.53294862434268 Epoch 8: val loss 0.5040685534477234 Epoch 9: train loss 0.516133613884449 Epoch 9: val loss 0.4950283467769623 Epoch 10: train loss 0.5085938014090061 Epoch 10: val loss 0.48987534642219543 Epoch 11: train loss 0.4944605380296707 Epoch 11: val loss 0.4888719618320465 Epoch 12: train loss 0.5142374224960804 Epoch 12: val loss 0.49080121517181396 Epoch 13: train loss 0.5024525411427021 Epoch 13: val loss 0.49258744716644287 Epoch 14: train loss 0.48850179463624954 Epoch 14: val loss 0.4907122254371643 Epoch 15: train loss 0.4940398670732975 Epoch 15: val loss 0.4907625615596771 Epoch 16: train loss 0.504365298897028 Epoch 16: val loss 0.49308910965919495 Epoch 17: train loss 0.47469738125801086 Epoch 17: val loss 0.49272382259368896 Epoch 18: train loss 0.48919953405857086 Epoch 18: val loss 0.4923197627067566 Epoch 19: train loss 0.49565937370061874 Epoch 19: val loss 0.49036890268325806 Epoch 20: train loss 0.48075391724705696 Epoch 20: val loss 0.4879668354988098 Epoch 21: train loss 0.47693341597914696 Epoch 21: val loss 0.4843478798866272 Epoch 22: train loss 0.49101296439766884 Epoch 22: val loss 0.4857020974159241 Epoch 23: train loss 0.45984547585248947 Epoch 23: val loss 0.48634618520736694 Epoch 24: train loss 0.47069109976291656 Epoch 24: val loss 0.48477426171302795
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6844774410128593 Epoch 0: val loss 0.6669406294822693 Epoch 1: train loss 0.6534189060330391 Epoch 1: val loss 0.6531388163566589 Epoch 2: train loss 0.6392803713679314 Epoch 2: val loss 0.6362035870552063 Epoch 3: train loss 0.6045913323760033 Epoch 3: val loss 0.6198311448097229 Epoch 4: train loss 0.5882845297455788 Epoch 4: val loss 0.6008177995681763 Epoch 5: train loss 0.5673166513442993 Epoch 5: val loss 0.5846080183982849 Epoch 6: train loss 0.5405951179563999 Epoch 6: val loss 0.5687583684921265 Epoch 7: train loss 0.5490680895745754 Epoch 7: val loss 0.5597012042999268 Epoch 8: train loss 0.5162135474383831 Epoch 8: val loss 0.550902783870697 Epoch 9: train loss 0.5055219084024429 Epoch 9: val loss 0.5352041721343994 Epoch 10: train loss 0.5096456669270992 Epoch 10: val loss 0.5288559198379517 Epoch 11: train loss 0.4778626300394535 Epoch 11: val loss 0.525635302066803 Epoch 12: train loss 0.4936880134046078 Epoch 12: val loss 0.5227261185646057 Epoch 13: train loss 0.48455192893743515 Epoch 13: val loss 0.5255374312400818 Epoch 14: train loss 0.48080484941601753 Epoch 14: val loss 0.5345266461372375 Epoch 15: train loss 0.4626123048365116 Epoch 15: val loss 0.5348169207572937 Epoch 16: train loss 0.477862823754549 Epoch 16: val loss 0.5320096611976624 Epoch 17: train loss 0.45199184492230415 Epoch 17: val loss 0.530023455619812 Epoch 18: train loss 0.43977976217865944 Epoch 18: val loss 0.5298960208892822 Epoch 19: train loss 0.4491681382060051 Epoch 19: val loss 0.5307213664054871 Epoch 20: train loss 0.4485725872218609 Epoch 20: val loss 0.5332432985305786 Epoch 21: train loss 0.41003677621483803 Epoch 21: val loss 0.5393397212028503 Epoch 22: train loss 0.42400122806429863 Epoch 22: val loss 0.5355625748634338 Epoch 23: train loss 0.41936250776052475 Epoch 23: val loss 0.536659836769104 Epoch 24: train loss 0.4058982618153095 Epoch 24: val loss 0.5374966263771057
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6528486988761208 Epoch 0: val loss 0.6728959679603577 Epoch 1: train loss 0.6335688125003468 Epoch 1: val loss 0.6300646662712097 Epoch 2: train loss 0.5917796113274314 Epoch 2: val loss 0.5808966755867004 Epoch 3: train loss 0.5790358998558738 Epoch 3: val loss 0.5538015961647034 Epoch 4: train loss 0.5382345860654657 Epoch 4: val loss 0.5487813353538513 Epoch 5: train loss 0.5305902145125649 Epoch 5: val loss 0.557105541229248 Epoch 6: train loss 0.5142045237801292 Epoch 6: val loss 0.5445919036865234 Epoch 7: train loss 0.4941104298288172 Epoch 7: val loss 0.5421935319900513 Epoch 8: train loss 0.5050394264134493 Epoch 8: val loss 0.5260677933692932 Epoch 9: train loss 0.5141350870782678 Epoch 9: val loss 0.5250072479248047 Epoch 10: train loss 0.5197633531960574 Epoch 10: val loss 0.5322592258453369 Epoch 11: train loss 0.49257592992349103 Epoch 11: val loss 0.5231903791427612
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6808888554573059 Epoch 0: val loss 0.6317286491394043 Epoch 1: train loss 0.649775505065918 Epoch 1: val loss 0.6089109778404236 Epoch 2: train loss 0.6345898926258087 Epoch 2: val loss 0.5849882364273071 Epoch 3: train loss 0.6133177399635314 Epoch 3: val loss 0.5651718378067017 Epoch 4: train loss 0.5905247151851654 Epoch 4: val loss 0.5490293502807617 Epoch 5: train loss 0.5574772953987122 Epoch 5: val loss 0.5391970276832581 Epoch 6: train loss 0.5568100333213806 Epoch 6: val loss 0.532465398311615 Epoch 7: train loss 0.5503505796194077 Epoch 7: val loss 0.531950831413269 Epoch 8: train loss 0.5406456351280212 Epoch 8: val loss 0.5341858863830566 Epoch 9: train loss 0.5300031751394272 Epoch 9: val loss 0.5357982516288757 Epoch 10: train loss 0.5323480635881424 Epoch 10: val loss 0.5381947159767151 Epoch 11: train loss 0.5329040557146072 Epoch 11: val loss 0.5422354936599731 Epoch 12: train loss 0.5035600453615189 Epoch 12: val loss 0.5438584685325623 Epoch 13: train loss 0.506477627158165 Epoch 13: val loss 0.5423848628997803 Epoch 14: train loss 0.504767444729805 Epoch 14: val loss 0.54697585105896 Epoch 15: train loss 0.48664556741714476 Epoch 15: val loss 0.5533348321914673 Epoch 16: train loss 0.49257901310920715 Epoch 16: val loss 0.5568654537200928 Epoch 17: train loss 0.5032963722944259 Epoch 17: val loss 0.5624189972877502 Epoch 18: train loss 0.5142791479825973 Epoch 18: val loss 0.5621782541275024 Epoch 19: train loss 0.4648554533720016 Epoch 19: val loss 0.5618240237236023 Epoch 20: train loss 0.47539946138858796 Epoch 20: val loss 0.5670225620269775 Epoch 21: train loss 0.5224114328622818 Epoch 21: val loss 0.566531240940094 Epoch 22: train loss 0.46947733163833616 Epoch 22: val loss 0.5689564943313599 Epoch 23: train loss 0.48792339861392975 Epoch 23: val loss 0.5694594383239746 Epoch 24: train loss 0.4844742864370346 Epoch 24: val loss 0.5698463916778564
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7027176797389985 Epoch 0: val loss 0.678388774394989 Epoch 1: train loss 0.6683682382106781 Epoch 1: val loss 0.6547431945800781 Epoch 2: train loss 0.6427490413188934 Epoch 2: val loss 0.630504310131073 Epoch 3: train loss 0.616679173707962 Epoch 3: val loss 0.6032180190086365 Epoch 4: train loss 0.5812788486480713 Epoch 4: val loss 0.5775628685951233 Epoch 5: train loss 0.5729354023933411 Epoch 5: val loss 0.5521894693374634 Epoch 6: train loss 0.5381517976522445 Epoch 6: val loss 0.5396097302436829 Epoch 7: train loss 0.5077609688043594 Epoch 7: val loss 0.5344032645225525 Epoch 8: train loss 0.511356669664383 Epoch 8: val loss 0.5356313586235046 Epoch 9: train loss 0.5294002681970597 Epoch 9: val loss 0.543287456035614 Epoch 10: train loss 0.5019041299819946 Epoch 10: val loss 0.5450907349586487 Epoch 11: train loss 0.49652628898620604 Epoch 11: val loss 0.5484012961387634 Epoch 12: train loss 0.47241455912590025 Epoch 12: val loss 0.5593904852867126 Epoch 13: train loss 0.473253470659256 Epoch 13: val loss 0.5706025958061218 Epoch 14: train loss 0.4552826792001724 Epoch 14: val loss 0.5682379007339478 Epoch 15: train loss 0.47488375902175906 Epoch 15: val loss 0.5597596168518066 Epoch 16: train loss 0.4666167438030243 Epoch 16: val loss 0.5633148550987244 Epoch 17: train loss 0.4376721605658531 Epoch 17: val loss 0.5691714286804199 Epoch 18: train loss 0.4479238659143448 Epoch 18: val loss 0.5733023881912231 Epoch 19: train loss 0.4582468092441559 Epoch 19: val loss 0.5769245028495789 Epoch 20: train loss 0.4431770771741867 Epoch 20: val loss 0.5822180509567261 Epoch 21: train loss 0.44645154774188994 Epoch 21: val loss 0.5882169604301453 Epoch 22: train loss 0.4519874662160873 Epoch 22: val loss 0.5963646769523621 Epoch 23: train loss 0.4480455666780472 Epoch 23: val loss 0.6033449172973633 Epoch 24: train loss 0.40960843563079835 Epoch 24: val loss 0.5986346006393433
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6853992521762848 Epoch 0: val loss 0.6682955026626587 Epoch 1: train loss 0.6383894741535187 Epoch 1: val loss 0.6377047896385193 Epoch 2: train loss 0.6097329437732697 Epoch 2: val loss 0.6098994016647339 Epoch 3: train loss 0.5714535534381866 Epoch 3: val loss 0.594516396522522 Epoch 4: train loss 0.5401249289512634 Epoch 4: val loss 0.5963766574859619 Epoch 5: train loss 0.5209910094738006 Epoch 5: val loss 0.5965021848678589 Epoch 6: train loss 0.5278941929340363 Epoch 6: val loss 0.5947325229644775 Epoch 7: train loss 0.5161084622144699 Epoch 7: val loss 0.5884412527084351 Epoch 8: train loss 0.5168412446975708 Epoch 8: val loss 0.5879657864570618 Epoch 9: train loss 0.4904756426811218 Epoch 9: val loss 0.5903157591819763 Epoch 10: train loss 0.5272639364004135 Epoch 10: val loss 0.5833401679992676 Epoch 11: train loss 0.5066531032323838 Epoch 11: val loss 0.5782085061073303 Epoch 12: train loss 0.4917271912097931 Epoch 12: val loss 0.5810624361038208 Epoch 13: train loss 0.4942295581102371 Epoch 13: val loss 0.5950493216514587 Epoch 14: train loss 0.5001540869474411 Epoch 14: val loss 0.5991867184638977 Epoch 15: train loss 0.49471156895160673 Epoch 15: val loss 0.5932701230049133 Epoch 16: train loss 0.4984125316143036 Epoch 16: val loss 0.5845613479614258 Epoch 17: train loss 0.4846745848655701 Epoch 17: val loss 0.5777061581611633 Epoch 18: train loss 0.5016435414552689 Epoch 18: val loss 0.5788376331329346 Epoch 19: train loss 0.4701258897781372 Epoch 19: val loss 0.5769392251968384 Epoch 20: train loss 0.490581414103508 Epoch 20: val loss 0.5753440856933594 Epoch 21: train loss 0.4615864247083664 Epoch 21: val loss 0.5796806812286377 Epoch 22: train loss 0.4710033595561981 Epoch 22: val loss 0.579322874546051 Epoch 23: train loss 0.5041959434747696 Epoch 23: val loss 0.5832637548446655 Epoch 24: train loss 0.47849978506565094 Epoch 24: val loss 0.5966733694076538
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958420991897583 Epoch 0: val loss 0.6601284742355347 Epoch 1: train loss 0.6670599639415741 Epoch 1: val loss 0.635087251663208 Epoch 2: train loss 0.6395410537719727 Epoch 2: val loss 0.6073547005653381 Epoch 3: train loss 0.6024985373020172 Epoch 3: val loss 0.5782667398452759 Epoch 4: train loss 0.5918708860874176 Epoch 4: val loss 0.5451210737228394 Epoch 5: train loss 0.5699004769325257 Epoch 5: val loss 0.526869535446167 Epoch 6: train loss 0.5466352641582489 Epoch 6: val loss 0.5119598507881165 Epoch 7: train loss 0.5557280361652375 Epoch 7: val loss 0.5062907934188843 Epoch 8: train loss 0.5334358721971512 Epoch 8: val loss 0.4996890127658844 Epoch 9: train loss 0.5443856298923493 Epoch 9: val loss 0.4910353720188141 Epoch 10: train loss 0.5295999884605408 Epoch 10: val loss 0.4978988766670227 Epoch 11: train loss 0.5429569631814957 Epoch 11: val loss 0.5062998533248901 Epoch 12: train loss 0.5017665445804596 Epoch 12: val loss 0.5071097016334534 Epoch 13: train loss 0.5076615571975708 Epoch 13: val loss 0.5083556175231934 Epoch 14: train loss 0.5197581619024276 Epoch 14: val loss 0.5011158585548401 Epoch 15: train loss 0.5453772842884064 Epoch 15: val loss 0.49331557750701904 Epoch 16: train loss 0.5324035942554474 Epoch 16: val loss 0.5067600607872009 Epoch 17: train loss 0.4957628220319748 Epoch 17: val loss 0.5239837169647217 Epoch 18: train loss 0.4992267727851868 Epoch 18: val loss 0.5197878479957581 Epoch 19: train loss 0.49200156331062317 Epoch 19: val loss 0.5149092674255371 Epoch 20: train loss 0.5013281315565109 Epoch 20: val loss 0.5180679559707642 Epoch 21: train loss 0.4986908048391342 Epoch 21: val loss 0.518394410610199 Epoch 22: train loss 0.48997863829135896 Epoch 22: val loss 0.5149470567703247 Epoch 23: train loss 0.48614315390586854 Epoch 23: val loss 0.5141004920005798 Epoch 24: train loss 0.482200463116169 Epoch 24: val loss 0.5259343981742859
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6485926738152137 Epoch 0: val loss 0.6425369381904602 Epoch 1: train loss 0.6087276293681219 Epoch 1: val loss 0.6128393411636353 Epoch 2: train loss 0.581385578100498 Epoch 2: val loss 0.5939639806747437 Epoch 3: train loss 0.5690900912651649 Epoch 3: val loss 0.5739580988883972 Epoch 4: train loss 0.5366450846195221 Epoch 4: val loss 0.5753887891769409 Epoch 5: train loss 0.5420770759765918 Epoch 5: val loss 0.5710983872413635 Epoch 6: train loss 0.5280486253591684 Epoch 6: val loss 0.5700392127037048 Epoch 7: train loss 0.5416556757230025 Epoch 7: val loss 0.5579386949539185 Epoch 8: train loss 0.5265291975094721 Epoch 8: val loss 0.560995876789093
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7137388322088454 Epoch 0: val loss 0.7037437558174133 Epoch 1: train loss 0.6984029610951742 Epoch 1: val loss 0.6962862014770508 Epoch 2: train loss 0.6682447724872165 Epoch 2: val loss 0.6930274963378906 Epoch 3: train loss 0.6665854321585761 Epoch 3: val loss 0.687208354473114 Epoch 4: train loss 0.6681962940427992 Epoch 4: val loss 0.6817119121551514 Epoch 5: train loss 0.6415135463078817 Epoch 5: val loss 0.6805899739265442 Epoch 6: train loss 0.6448317501280043 Epoch 6: val loss 0.6790515780448914 Epoch 7: train loss 0.6298676066928439 Epoch 7: val loss 0.6789550185203552 Epoch 8: train loss 0.6177778707610236 Epoch 8: val loss 0.6796210408210754 Epoch 9: train loss 0.626147468884786 Epoch 9: val loss 0.6887063980102539 Epoch 10: train loss 0.6025986737675137 Epoch 10: val loss 0.6910489201545715 Epoch 11: train loss 0.6009855800204806 Epoch 11: val loss 0.690336287021637 Epoch 12: train loss 0.5734396245744493 Epoch 12: val loss 0.69676274061203 Epoch 13: train loss 0.5719293587737613 Epoch 13: val loss 0.6975345611572266 Epoch 14: train loss 0.5746627118852403 Epoch 14: val loss 0.699090301990509 Epoch 15: train loss 0.5617116888364156 Epoch 15: val loss 0.6997386813163757 Epoch 16: train loss 0.5657127035988702 Epoch 16: val loss 0.6948013305664062 Epoch 17: train loss 0.535383039050632 Epoch 17: val loss 0.697943925857544 Epoch 18: train loss 0.5502584046787686 Epoch 18: val loss 0.6953096985816956 Epoch 19: train loss 0.5418109397093455 Epoch 19: val loss 0.6998307704925537 Epoch 20: train loss 0.5499019556575351 Epoch 20: val loss 0.7130550742149353 Epoch 21: train loss 0.5242592261897193 Epoch 21: val loss 0.7028086185455322 Epoch 22: train loss 0.5161677267816331 Epoch 22: val loss 0.7163538932800293 Epoch 23: train loss 0.5077125628789266 Epoch 23: val loss 0.7271222472190857 Epoch 24: train loss 0.5191062258349525 Epoch 24: val loss 0.7310683131217957
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6869120332929823 Epoch 0: val loss 0.6813488006591797 Epoch 1: train loss 0.6800503995683458 Epoch 1: val loss 0.6739041209220886 Epoch 2: train loss 0.6726807355880737 Epoch 2: val loss 0.6713333129882812 Epoch 3: train loss 0.6638273729218377 Epoch 3: val loss 0.6685905456542969 Epoch 4: train loss 0.6558235420121087 Epoch 4: val loss 0.6636580228805542 Epoch 5: train loss 0.6573856208059523 Epoch 5: val loss 0.6590703725814819 Epoch 6: train loss 0.6337593595186869 Epoch 6: val loss 0.6533342003822327 Epoch 7: train loss 0.6243673165639242 Epoch 7: val loss 0.6454426646232605 Epoch 8: train loss 0.6221490701039633 Epoch 8: val loss 0.6403123736381531 Epoch 9: train loss 0.6200316813257005 Epoch 9: val loss 0.635101854801178 Epoch 10: train loss 0.6156015197436014 Epoch 10: val loss 0.6277708411216736 Epoch 11: train loss 0.6038938429620531 Epoch 11: val loss 0.6236114501953125 Epoch 12: train loss 0.6046909027629428 Epoch 12: val loss 0.6192777752876282 Epoch 13: train loss 0.5893976853953468 Epoch 13: val loss 0.6174539923667908 Epoch 14: train loss 0.5910008814599779 Epoch 14: val loss 0.6140324473381042 Epoch 15: train loss 0.5922771692276001 Epoch 15: val loss 0.6035974025726318 Epoch 16: train loss 0.5607272287209829 Epoch 16: val loss 0.6010698676109314 Epoch 17: train loss 0.5854190389315287 Epoch 17: val loss 0.607495903968811 Epoch 18: train loss 0.565040131409963 Epoch 18: val loss 0.6015884280204773 Epoch 19: train loss 0.5649307039048936 Epoch 19: val loss 0.5954445004463196 Epoch 20: train loss 0.5496104326513078 Epoch 20: val loss 0.5908756852149963 Epoch 21: train loss 0.5398445626099905 Epoch 21: val loss 0.5955153107643127 Epoch 22: train loss 0.5406327678097619 Epoch 22: val loss 0.5951460003852844 Epoch 23: train loss 0.5328666832711961 Epoch 23: val loss 0.5904608368873596 Epoch 24: train loss 0.5333157645331489 Epoch 24: val loss 0.5865724682807922
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998333798514472 Epoch 0: val loss 0.6846585869789124 Epoch 1: train loss 0.6675023171636794 Epoch 1: val loss 0.6775615811347961 Epoch 2: train loss 0.6630285316043429 Epoch 2: val loss 0.6728374361991882 Epoch 3: train loss 0.6565715736813016 Epoch 3: val loss 0.6668155789375305 Epoch 4: train loss 0.6450233128335741 Epoch 4: val loss 0.6613186597824097 Epoch 5: train loss 0.6250511805216471 Epoch 5: val loss 0.6537699103355408 Epoch 6: train loss 0.6209474007288615 Epoch 6: val loss 0.6489844918251038 Epoch 7: train loss 0.6082267761230469 Epoch 7: val loss 0.6452399492263794 Epoch 8: train loss 0.606349938445621 Epoch 8: val loss 0.6378806829452515 Epoch 9: train loss 0.6018425954712762 Epoch 9: val loss 0.6304773688316345 Epoch 10: train loss 0.6030401786168417 Epoch 10: val loss 0.6259781718254089 Epoch 11: train loss 0.5671635601255629 Epoch 11: val loss 0.6244631409645081 Epoch 12: train loss 0.5721586545308431 Epoch 12: val loss 0.6227041482925415 Epoch 13: train loss 0.5856496294339498 Epoch 13: val loss 0.6188048720359802 Epoch 14: train loss 0.584586328930325 Epoch 14: val loss 0.6160194277763367 Epoch 15: train loss 0.5682780047257742 Epoch 15: val loss 0.6164798140525818 Epoch 16: train loss 0.5658358401722379 Epoch 16: val loss 0.617519736289978 Epoch 17: train loss 0.5578045083416833 Epoch 17: val loss 0.6174910664558411 Epoch 18: train loss 0.5503379669454362 Epoch 18: val loss 0.6216819286346436 Epoch 19: train loss 0.5560556782616509 Epoch 19: val loss 0.6176660656929016 Epoch 20: train loss 0.5499775542153252 Epoch 20: val loss 0.615135669708252 Epoch 21: train loss 0.5378095441394382 Epoch 21: val loss 0.6124600768089294 Epoch 22: train loss 0.5517543488078647 Epoch 22: val loss 0.6134431958198547 Epoch 23: train loss 0.522926045788659 Epoch 23: val loss 0.6158300042152405 Epoch 24: train loss 0.5305892990695106 Epoch 24: val loss 0.6190332770347595
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6818275252978007 Epoch 0: val loss 0.6900035738945007 Epoch 1: train loss 0.6782446172502306 Epoch 1: val loss 0.6840831637382507 Epoch 2: train loss 0.677007814248403 Epoch 2: val loss 0.6776060461997986 Epoch 3: train loss 0.6546145478884379 Epoch 3: val loss 0.6737342476844788 Epoch 4: train loss 0.6384553776846992 Epoch 4: val loss 0.6696439385414124 Epoch 5: train loss 0.6370780269304911 Epoch 5: val loss 0.6673949360847473 Epoch 6: train loss 0.6204385691218905 Epoch 6: val loss 0.6671963334083557 Epoch 7: train loss 0.6171567175123427 Epoch 7: val loss 0.6663113236427307 Epoch 8: train loss 0.6117866900232103 Epoch 8: val loss 0.664959192276001 Epoch 9: train loss 0.5997390415933397 Epoch 9: val loss 0.6624850630760193 Epoch 10: train loss 0.5791137682067024 Epoch 10: val loss 0.6581010222434998 Epoch 11: train loss 0.5820766588052114 Epoch 11: val loss 0.6543724536895752 Epoch 12: train loss 0.5693257318602668 Epoch 12: val loss 0.6545926928520203 Epoch 13: train loss 0.580740534596973 Epoch 13: val loss 0.6538191437721252 Epoch 14: train loss 0.5637078881263733 Epoch 14: val loss 0.653163492679596 Epoch 15: train loss 0.561865230401357 Epoch 15: val loss 0.6548718214035034 Epoch 16: train loss 0.5687497390641106 Epoch 16: val loss 0.6570568680763245 Epoch 17: train loss 0.579061766465505 Epoch 17: val loss 0.6565130352973938 Epoch 18: train loss 0.5477890339162614 Epoch 18: val loss 0.6567301154136658 Epoch 19: train loss 0.5499783224529691 Epoch 19: val loss 0.6575834155082703 Epoch 20: train loss 0.556107630332311 Epoch 20: val loss 0.6634772419929504 Epoch 21: train loss 0.5300775501463149 Epoch 21: val loss 0.667050302028656 Epoch 22: train loss 0.52834153175354 Epoch 22: val loss 0.6707906126976013 Epoch 23: train loss 0.5352113743623098 Epoch 23: val loss 0.6738757491111755 Epoch 24: train loss 0.5335400203863779 Epoch 24: val loss 0.6753489971160889
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.696729302406311 Epoch 0: val loss 0.663745105266571 Epoch 1: train loss 0.6729085246721903 Epoch 1: val loss 0.6533034443855286 Epoch 2: train loss 0.6571043133735657 Epoch 2: val loss 0.6447693705558777 Epoch 3: train loss 0.6460689306259155 Epoch 3: val loss 0.6376937627792358 Epoch 4: train loss 0.644867072502772 Epoch 4: val loss 0.6322383284568787 Epoch 5: train loss 0.6395263423522314 Epoch 5: val loss 0.624809980392456 Epoch 6: train loss 0.6206691563129425 Epoch 6: val loss 0.616642951965332 Epoch 7: train loss 0.6056702608863512 Epoch 7: val loss 0.6105595827102661 Epoch 8: train loss 0.6140140742063522 Epoch 8: val loss 0.6040098667144775 Epoch 9: train loss 0.587028443813324 Epoch 9: val loss 0.5982537269592285 Epoch 10: train loss 0.5839027042190233 Epoch 10: val loss 0.5911808013916016 Epoch 11: train loss 0.5774092425902685 Epoch 11: val loss 0.5914663076400757 Epoch 12: train loss 0.5767606670657793 Epoch 12: val loss 0.5882444977760315 Epoch 13: train loss 0.561677006383737 Epoch 13: val loss 0.5849412083625793 Epoch 14: train loss 0.558694859345754 Epoch 14: val loss 0.5791772603988647 Epoch 15: train loss 0.5712841600179672 Epoch 15: val loss 0.5736821889877319 Epoch 16: train loss 0.5612105031808218 Epoch 16: val loss 0.5698662996292114 Epoch 17: train loss 0.5591456219553947 Epoch 17: val loss 0.5755982995033264 Epoch 18: train loss 0.5596678877870241 Epoch 18: val loss 0.5674643516540527 Epoch 19: train loss 0.533802717924118 Epoch 19: val loss 0.559716522693634 Epoch 20: train loss 0.5478514283895493 Epoch 20: val loss 0.5569354891777039 Epoch 21: train loss 0.530014269053936 Epoch 21: val loss 0.5555965304374695 Epoch 22: train loss 0.5451187243064245 Epoch 22: val loss 0.5525502562522888
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6946491599082947 Epoch 0: val loss 0.6910070776939392 Epoch 1: train loss 0.6763342618942261 Epoch 1: val loss 0.6778399348258972 Epoch 2: train loss 0.6732318618080833 Epoch 2: val loss 0.6666544079780579 Epoch 3: train loss 0.6545016006989912 Epoch 3: val loss 0.6518985629081726 Epoch 4: train loss 0.6302037022330544 Epoch 4: val loss 0.6404938697814941 Epoch 5: train loss 0.6363902633840387 Epoch 5: val loss 0.6291033625602722 Epoch 6: train loss 0.6228188709779219 Epoch 6: val loss 0.6219474673271179 Epoch 7: train loss 0.6073576645417647 Epoch 7: val loss 0.6126815676689148 Epoch 8: train loss 0.5925361676649614 Epoch 8: val loss 0.606631875038147 Epoch 9: train loss 0.5679720450531353 Epoch 9: val loss 0.6038779616355896 Epoch 10: train loss 0.5759240984916687 Epoch 10: val loss 0.604546844959259 Epoch 11: train loss 0.5576826361092654 Epoch 11: val loss 0.6058005690574646 Epoch 12: train loss 0.5462187203493986 Epoch 12: val loss 0.6080874800682068 Epoch 13: train loss 0.5437441332773729 Epoch 13: val loss 0.6131013631820679 Epoch 14: train loss 0.5427419109777971 Epoch 14: val loss 0.6155972480773926 Epoch 15: train loss 0.5214109474962408 Epoch 15: val loss 0.6164683699607849 Epoch 16: train loss 0.5243856337937441 Epoch 16: val loss 0.6191756725311279 Epoch 17: train loss 0.505165921016173 Epoch 17: val loss 0.6222088932991028 Epoch 18: train loss 0.5026234279979359 Epoch 18: val loss 0.6311744451522827 Epoch 19: train loss 0.5114481313662096 Epoch 19: val loss 0.6307356953620911 Epoch 20: train loss 0.5147972811352123 Epoch 20: val loss 0.6331419944763184 Epoch 21: train loss 0.5184018855745142 Epoch 21: val loss 0.6331044435501099 Epoch 22: train loss 0.4997763552448966 Epoch 22: val loss 0.6284490823745728 Epoch 23: train loss 0.5057961209253832 Epoch 23: val loss 0.6291970610618591 Epoch 24: train loss 0.49011578343131323 Epoch 24: val loss 0.634247362613678
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6895122365518049 Epoch 0: val loss 0.6751725673675537 Epoch 1: train loss 0.6647177934646606 Epoch 1: val loss 0.6636351943016052 Epoch 2: train loss 0.6583778749812733 Epoch 2: val loss 0.6566212773323059 Epoch 3: train loss 0.6401431506330316 Epoch 3: val loss 0.6494553089141846 Epoch 4: train loss 0.6257083903659474 Epoch 4: val loss 0.6441755890846252 Epoch 5: train loss 0.6188187436624006 Epoch 5: val loss 0.635810911655426 Epoch 6: train loss 0.596489283171567 Epoch 6: val loss 0.6289574503898621 Epoch 7: train loss 0.6078601967204701 Epoch 7: val loss 0.6210386157035828 Epoch 8: train loss 0.6068503802472894 Epoch 8: val loss 0.6123924255371094 Epoch 9: train loss 0.584015201438557 Epoch 9: val loss 0.5987223386764526 Epoch 10: train loss 0.5603821060874246 Epoch 10: val loss 0.5887157917022705 Epoch 11: train loss 0.5835377086292614 Epoch 11: val loss 0.5937055945396423 Epoch 12: train loss 0.5611613907597282 Epoch 12: val loss 0.583794355392456 Epoch 13: train loss 0.5769080032001842 Epoch 13: val loss 0.5755800008773804 Epoch 14: train loss 0.5595475110140714 Epoch 14: val loss 0.5769065022468567 Epoch 15: train loss 0.5399292030117728 Epoch 15: val loss 0.5750030279159546 Epoch 16: train loss 0.5397055311636492 Epoch 16: val loss 0.5713750720024109 Epoch 17: train loss 0.5231547220186754 Epoch 17: val loss 0.5667593479156494 Epoch 18: train loss 0.5198493193496357 Epoch 18: val loss 0.5588722229003906 Epoch 19: train loss 0.5137754868377339 Epoch 19: val loss 0.5614442825317383 Epoch 20: train loss 0.5230724107135426 Epoch 20: val loss 0.5671648383140564 Epoch 21: train loss 0.5494457889686931 Epoch 21: val loss 0.5658779144287109 Epoch 22: train loss 0.541624597527764 Epoch 22: val loss 0.5662859678268433 Epoch 23: train loss 0.5220590315081857 Epoch 23: val loss 0.5664945840835571 Epoch 24: train loss 0.528298020362854 Epoch 24: val loss 0.5632125735282898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906640150330283 Epoch 0: val loss 0.6648157238960266 Epoch 1: train loss 0.6680682138963179 Epoch 1: val loss 0.648566484451294 Epoch 2: train loss 0.6624211885712363 Epoch 2: val loss 0.6330662369728088 Epoch 3: train loss 0.6307429400357333 Epoch 3: val loss 0.6200880408287048 Epoch 4: train loss 0.6177815794944763 Epoch 4: val loss 0.6106091141700745 Epoch 5: train loss 0.6272788372906771 Epoch 5: val loss 0.6050560474395752 Epoch 6: train loss 0.6117041707038879 Epoch 6: val loss 0.5955759882926941 Epoch 7: train loss 0.604124903678894 Epoch 7: val loss 0.5888213515281677 Epoch 8: train loss 0.6040697206150402 Epoch 8: val loss 0.5894580483436584 Epoch 9: train loss 0.56803713332523 Epoch 9: val loss 0.5949288010597229 Epoch 10: train loss 0.5725702860138633 Epoch 10: val loss 0.590823769569397 Epoch 11: train loss 0.5708078064701774 Epoch 11: val loss 0.5965647101402283 Epoch 12: train loss 0.5623393438079141 Epoch 12: val loss 0.5994247198104858 Epoch 13: train loss 0.5634048228914087 Epoch 13: val loss 0.6001264452934265 Epoch 14: train loss 0.5443881479176608 Epoch 14: val loss 0.5990058779716492 Epoch 15: train loss 0.5740557665174658 Epoch 15: val loss 0.5946674942970276 Epoch 16: train loss 0.5439441285350106 Epoch 16: val loss 0.5912200212478638 Epoch 17: train loss 0.5359821617603302 Epoch 17: val loss 0.6103875637054443 Epoch 18: train loss 0.5263376181775873 Epoch 18: val loss 0.6098664999008179 Epoch 19: train loss 0.5265683721412312 Epoch 19: val loss 0.6062107682228088 Epoch 20: train loss 0.5042591528459028 Epoch 20: val loss 0.6108163595199585 Epoch 21: train loss 0.5325449542565779 Epoch 21: val loss 0.6148597598075867 Epoch 22: train loss 0.5235374271869659 Epoch 22: val loss 0.6260939240455627 Epoch 23: train loss 0.5097161368890242 Epoch 23: val loss 0.6083436012268066 Epoch 24: train loss 0.46926522525874054 Epoch 24: val loss 0.6062466502189636
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6885797110470858 Epoch 0: val loss 0.6813844442367554 Epoch 1: train loss 0.6619753241539001 Epoch 1: val loss 0.6744864583015442 Epoch 2: train loss 0.6546673232858832 Epoch 2: val loss 0.6693993806838989 Epoch 3: train loss 0.6180470369078896 Epoch 3: val loss 0.6628279089927673 Epoch 4: train loss 0.6077107787132263 Epoch 4: val loss 0.6568787097930908 Epoch 5: train loss 0.6056078726595099 Epoch 5: val loss 0.6493536233901978 Epoch 6: train loss 0.5938007669015364 Epoch 6: val loss 0.6451831459999084 Epoch 7: train loss 0.5918460623784498 Epoch 7: val loss 0.6438267230987549 Epoch 8: train loss 0.5667571073228662 Epoch 8: val loss 0.6384702324867249 Epoch 9: train loss 0.5692827972498807 Epoch 9: val loss 0.634234607219696 Epoch 10: train loss 0.5394490334120664 Epoch 10: val loss 0.6226280927658081 Epoch 11: train loss 0.5742790726098147 Epoch 11: val loss 0.6233457326889038 Epoch 12: train loss 0.5472561391917142 Epoch 12: val loss 0.6232594847679138 Epoch 13: train loss 0.5206143774769523 Epoch 13: val loss 0.6154628992080688 Epoch 14: train loss 0.5506855113939806 Epoch 14: val loss 0.6199098229408264 Epoch 15: train loss 0.5108001015403054 Epoch 15: val loss 0.6139997839927673 Epoch 16: train loss 0.5209549773823131 Epoch 16: val loss 0.6292767524719238 Epoch 17: train loss 0.5098958259279077 Epoch 17: val loss 0.6444122195243835 Epoch 18: train loss 0.5043810199607502 Epoch 18: val loss 0.6331053972244263 Epoch 19: train loss 0.465610685673627 Epoch 19: val loss 0.6323136687278748 Epoch 20: train loss 0.5057946362278678 Epoch 20: val loss 0.6412213444709778 Epoch 21: train loss 0.5220851952379401 Epoch 21: val loss 0.6342401504516602 Epoch 22: train loss 0.5124037265777588 Epoch 22: val loss 0.6239961981773376 Epoch 23: train loss 0.4887938851659948 Epoch 23: val loss 0.6323718428611755 Epoch 24: train loss 0.4990031394091519 Epoch 24: val loss 0.635063111782074
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958847343921661 Epoch 0: val loss 0.6972371935844421 Epoch 1: train loss 0.6714525350502559 Epoch 1: val loss 0.6868900656700134 Epoch 2: train loss 0.65828076004982 Epoch 2: val loss 0.6799551844596863 Epoch 3: train loss 0.6430006495543888 Epoch 3: val loss 0.6725238561630249 Epoch 4: train loss 0.6234055076326642 Epoch 4: val loss 0.66738361120224 Epoch 5: train loss 0.6151297092437744 Epoch 5: val loss 0.6621474623680115 Epoch 6: train loss 0.5981770966734204 Epoch 6: val loss 0.6668087244033813 Epoch 7: train loss 0.5810364250625882 Epoch 7: val loss 0.6698217988014221 Epoch 8: train loss 0.5843016271080289 Epoch 8: val loss 0.6628367304801941 Epoch 9: train loss 0.5855698308774403 Epoch 9: val loss 0.6677678227424622 Epoch 10: train loss 0.579144978097507 Epoch 10: val loss 0.646969735622406 Epoch 11: train loss 0.5710812721933637 Epoch 11: val loss 0.6566547751426697 Epoch 12: train loss 0.5582237860986164 Epoch 12: val loss 0.6507386565208435 Epoch 13: train loss 0.5637613002743039 Epoch 13: val loss 0.6535483002662659 Epoch 14: train loss 0.5639203105654035 Epoch 14: val loss 0.6540203094482422
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7153982387648689 Epoch 0: val loss 0.6948255896568298 Epoch 1: train loss 0.6868455211321512 Epoch 1: val loss 0.6863779425621033 Epoch 2: train loss 0.6758121185832553 Epoch 2: val loss 0.6826804280281067 Epoch 3: train loss 0.64455070760515 Epoch 3: val loss 0.6732431650161743 Epoch 4: train loss 0.6218903594546847 Epoch 4: val loss 0.665025532245636 Epoch 5: train loss 0.6054774191644456 Epoch 5: val loss 0.6548210382461548 Epoch 6: train loss 0.6360856029722426 Epoch 6: val loss 0.6413947343826294 Epoch 7: train loss 0.5963555574417114 Epoch 7: val loss 0.6374868154525757 Epoch 8: train loss 0.5813454853163825 Epoch 8: val loss 0.6430052518844604 Epoch 9: train loss 0.5866533517837524 Epoch 9: val loss 0.6439956426620483 Epoch 10: train loss 0.5914444029331207 Epoch 10: val loss 0.6431559920310974 Epoch 11: train loss 0.5673281517293718 Epoch 11: val loss 0.6425982117652893 Epoch 12: train loss 0.5923502213425107 Epoch 12: val loss 0.643257737159729 Epoch 13: train loss 0.5649225645595126 Epoch 13: val loss 0.6501612067222595 Epoch 14: train loss 0.558937046262953 Epoch 14: val loss 0.6542808413505554 Epoch 15: train loss 0.5389724903636508 Epoch 15: val loss 0.6673527359962463 Epoch 16: train loss 0.5312450064553155 Epoch 16: val loss 0.6789621710777283 Epoch 17: train loss 0.541637510061264 Epoch 17: val loss 0.6792821884155273 Epoch 18: train loss 0.5217066142294142 Epoch 18: val loss 0.6779991984367371 Epoch 19: train loss 0.5289375119739108 Epoch 19: val loss 0.6845705509185791 Epoch 20: train loss 0.5134774876965417 Epoch 20: val loss 0.6923881769180298 Epoch 21: train loss 0.5130181875493791 Epoch 21: val loss 0.6963421702384949 Epoch 22: train loss 0.5115554299619463 Epoch 22: val loss 0.7033017873764038 Epoch 23: train loss 0.48823075162039864 Epoch 23: val loss 0.6980507969856262 Epoch 24: train loss 0.4961192144287957 Epoch 24: val loss 0.705212414264679
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930209464497037 Epoch 0: val loss 0.6853408813476562 Epoch 1: train loss 0.6764650742212931 Epoch 1: val loss 0.6840961575508118 Epoch 2: train loss 0.6417953040864732 Epoch 2: val loss 0.682776153087616 Epoch 3: train loss 0.6362513502438863 Epoch 3: val loss 0.68306964635849 Epoch 4: train loss 0.6377304063902961 Epoch 4: val loss 0.6868191957473755 Epoch 5: train loss 0.6293810473548042 Epoch 5: val loss 0.6869661808013916 Epoch 6: train loss 0.6405748923619589 Epoch 6: val loss 0.6865269541740417 Epoch 7: train loss 0.6314853628476461 Epoch 7: val loss 0.6904172897338867 Epoch 8: train loss 0.6202453109953139 Epoch 8: val loss 0.6977647542953491 Epoch 9: train loss 0.6105837954415215 Epoch 9: val loss 0.6994292140007019 Epoch 10: train loss 0.6248396105236478 Epoch 10: val loss 0.6971042156219482 Epoch 11: train loss 0.6142794291178385 Epoch 11: val loss 0.6811879873275757 Epoch 12: train loss 0.6113996108373007 Epoch 12: val loss 0.6834299564361572 Epoch 13: train loss 0.6080113848050436 Epoch 13: val loss 0.6851001977920532 Epoch 14: train loss 0.6141923202408685 Epoch 14: val loss 0.6796730160713196 Epoch 15: train loss 0.6091338329845004 Epoch 15: val loss 0.7003192901611328 Epoch 16: train loss 0.5827045970492892 Epoch 16: val loss 0.69648277759552 Epoch 17: train loss 0.6384376419915093 Epoch 17: val loss 0.6895387172698975 Epoch 18: train loss 0.5912551747428046 Epoch 18: val loss 0.6856881380081177 Epoch 19: train loss 0.5942518446180556 Epoch 19: val loss 0.683124840259552 Epoch 20: train loss 0.5734428630934821 Epoch 20: val loss 0.6984781622886658 Epoch 21: train loss 0.5601763990190294 Epoch 21: val loss 0.7029485702514648 Epoch 22: train loss 0.5803133116828071 Epoch 22: val loss 0.6993550062179565 Epoch 23: train loss 0.5574444201257494 Epoch 23: val loss 0.702458918094635 Epoch 24: train loss 0.5611326694488525 Epoch 24: val loss 0.7049370408058167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7154911028014289 Epoch 0: val loss 0.6896206140518188 Epoch 1: train loss 0.6858815550804138 Epoch 1: val loss 0.6800013780593872 Epoch 2: train loss 0.6678907871246338 Epoch 2: val loss 0.67032790184021 Epoch 3: train loss 0.6613911721441481 Epoch 3: val loss 0.6607663035392761 Epoch 4: train loss 0.6508651441997952 Epoch 4: val loss 0.650874137878418 Epoch 5: train loss 0.650700483057234 Epoch 5: val loss 0.643243134021759 Epoch 6: train loss 0.6481962336434258 Epoch 6: val loss 0.6352340579032898 Epoch 7: train loss 0.632490336894989 Epoch 7: val loss 0.6285094022750854 Epoch 8: train loss 0.6335174176428053 Epoch 8: val loss 0.6269201040267944 Epoch 9: train loss 0.6003468665811751 Epoch 9: val loss 0.6168926954269409 Epoch 10: train loss 0.6238966650433011 Epoch 10: val loss 0.6144319772720337 Epoch 11: train loss 0.6232286228073968 Epoch 11: val loss 0.6031402349472046 Epoch 12: train loss 0.6066975262429979 Epoch 12: val loss 0.5987322926521301 Epoch 13: train loss 0.6108208530479007 Epoch 13: val loss 0.5948300361633301 Epoch 14: train loss 0.603006488747067 Epoch 14: val loss 0.5906871557235718 Epoch 15: train loss 0.5909317665629916 Epoch 15: val loss 0.5834982395172119 Epoch 16: train loss 0.5727897617552016 Epoch 16: val loss 0.5797253251075745 Epoch 17: train loss 0.573650575346417 Epoch 17: val loss 0.580522894859314 Epoch 18: train loss 0.5580374068684049 Epoch 18: val loss 0.5731382369995117 Epoch 19: train loss 0.549060172504849 Epoch 19: val loss 0.5723468661308289 Epoch 20: train loss 0.5513368878099654 Epoch 20: val loss 0.5796606540679932 Epoch 21: train loss 0.5336576534642113 Epoch 21: val loss 0.5774768590927124 Epoch 22: train loss 0.5389835238456726 Epoch 22: val loss 0.5809451341629028 Epoch 23: train loss 0.5270684295230441 Epoch 23: val loss 0.5827290415763855 Epoch 24: train loss 0.5484862228234609 Epoch 24: val loss 0.5850017070770264
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7153443296750387 Epoch 0: val loss 0.6811870336532593 Epoch 1: train loss 0.6774052381515503 Epoch 1: val loss 0.6719048023223877 Epoch 2: train loss 0.6902004811498854 Epoch 2: val loss 0.6690447926521301 Epoch 3: train loss 0.6514191296365526 Epoch 3: val loss 0.6705328822135925 Epoch 4: train loss 0.6301910082499186 Epoch 4: val loss 0.6714815497398376 Epoch 5: train loss 0.6363670031229655 Epoch 5: val loss 0.6733208894729614 Epoch 6: train loss 0.6226658158832126 Epoch 6: val loss 0.6756249070167542 Epoch 7: train loss 0.6400227149327596 Epoch 7: val loss 0.674257755279541 Epoch 8: train loss 0.6423203945159912 Epoch 8: val loss 0.6756796836853027 Epoch 9: train loss 0.6288933489057753 Epoch 9: val loss 0.6782490611076355 Epoch 10: train loss 0.6194983919461569 Epoch 10: val loss 0.6810538172721863 Epoch 11: train loss 0.6121628350681729 Epoch 11: val loss 0.6837747693061829 Epoch 12: train loss 0.6151681012577481 Epoch 12: val loss 0.6921558380126953 Epoch 13: train loss 0.5995643006430732 Epoch 13: val loss 0.692616879940033 Epoch 14: train loss 0.603424631887012 Epoch 14: val loss 0.690132737159729 Epoch 15: train loss 0.5892321930991279 Epoch 15: val loss 0.687494158744812 Epoch 16: train loss 0.595068011018965 Epoch 16: val loss 0.691485583782196 Epoch 17: train loss 0.5676205555597941 Epoch 17: val loss 0.696790337562561 Epoch 18: train loss 0.5868564711676704 Epoch 18: val loss 0.6925414800643921 Epoch 19: train loss 0.5801167984803518 Epoch 19: val loss 0.6905889511108398 Epoch 20: train loss 0.5968085196283128 Epoch 20: val loss 0.6913319826126099 Epoch 21: train loss 0.5745978222952949 Epoch 21: val loss 0.6968311071395874 Epoch 22: train loss 0.5484754045804342 Epoch 22: val loss 0.703518271446228 Epoch 23: train loss 0.5617582400639852 Epoch 23: val loss 0.7001768946647644 Epoch 24: train loss 0.5109061168299781 Epoch 24: val loss 0.7110111117362976
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7016374965508779 Epoch 0: val loss 0.6867319345474243 Epoch 1: train loss 0.6747895429531733 Epoch 1: val loss 0.6653016209602356 Epoch 2: train loss 0.6743360509475073 Epoch 2: val loss 0.6534662842750549 Epoch 3: train loss 0.6635406265656153 Epoch 3: val loss 0.6507497429847717 Epoch 4: train loss 0.6489039013783137 Epoch 4: val loss 0.6478452086448669 Epoch 5: train loss 0.6299502650896708 Epoch 5: val loss 0.6455675959587097 Epoch 6: train loss 0.6497129499912262 Epoch 6: val loss 0.6452385187149048 Epoch 7: train loss 0.6437942137320837 Epoch 7: val loss 0.6375438570976257 Epoch 8: train loss 0.6229457706212997 Epoch 8: val loss 0.6465211510658264 Epoch 9: train loss 0.6461154172817866 Epoch 9: val loss 0.6423645615577698 Epoch 10: train loss 0.6200919151306152 Epoch 10: val loss 0.6344034671783447 Epoch 11: train loss 0.6196740319331487 Epoch 11: val loss 0.6340250372886658 Epoch 12: train loss 0.6259632334113121 Epoch 12: val loss 0.6350831985473633 Epoch 13: train loss 0.6080715209245682 Epoch 13: val loss 0.6298832297325134
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6776349902153015 Epoch 0: val loss 0.6461033821105957 Epoch 1: train loss 0.6264924049377442 Epoch 1: val loss 0.6119723320007324 Epoch 2: train loss 0.614723390340805 Epoch 2: val loss 0.5707603693008423 Epoch 3: train loss 0.5716021895408631 Epoch 3: val loss 0.5370020866394043 Epoch 4: train loss 0.5710834234952926 Epoch 4: val loss 0.5023694038391113 Epoch 5: train loss 0.5579906821250915 Epoch 5: val loss 0.48630595207214355 Epoch 6: train loss 0.5499999463558197 Epoch 6: val loss 0.4644135534763336 Epoch 7: train loss 0.4867255836725235 Epoch 7: val loss 0.45434075593948364 Epoch 8: train loss 0.4446213036775589 Epoch 8: val loss 0.4413378834724426 Epoch 9: train loss 0.44775259494781494 Epoch 9: val loss 0.42842453718185425 Epoch 10: train loss 0.40131545066833496 Epoch 10: val loss 0.4179864525794983 Epoch 11: train loss 0.40015275180339815 Epoch 11: val loss 0.4158237874507904 Epoch 12: train loss 0.41684097796678543 Epoch 12: val loss 0.4204244911670685 Epoch 13: train loss 0.4017756998538971 Epoch 13: val loss 0.4223483204841614 Epoch 14: train loss 0.40306773483753205 Epoch 14: val loss 0.42470598220825195 Epoch 15: train loss 0.37283985912799833 Epoch 15: val loss 0.42923879623413086 Epoch 16: train loss 0.36918749660253525 Epoch 16: val loss 0.4253422021865845 Epoch 17: train loss 0.384971484541893 Epoch 17: val loss 0.42489418387413025 Epoch 18: train loss 0.3504111856222153 Epoch 18: val loss 0.4324038326740265 Epoch 19: train loss 0.3678040236234665 Epoch 19: val loss 0.4263891577720642 Epoch 20: train loss 0.3641227126121521 Epoch 20: val loss 0.4271773099899292 Epoch 21: train loss 0.40096721798181534 Epoch 21: val loss 0.41984397172927856 Epoch 22: train loss 0.3538899078965187 Epoch 22: val loss 0.423824280500412 Epoch 23: train loss 0.3578189641237259 Epoch 23: val loss 0.42467859387397766 Epoch 24: train loss 0.39946640133857725 Epoch 24: val loss 0.4241845905780792
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6929473161697388 Epoch 0: val loss 0.6860947608947754 Epoch 1: train loss 0.6646720409393311 Epoch 1: val loss 0.6647542715072632 Epoch 2: train loss 0.6366886556148529 Epoch 2: val loss 0.6406699419021606 Epoch 3: train loss 0.6116883218288421 Epoch 3: val loss 0.6266877055168152 Epoch 4: train loss 0.571662038564682 Epoch 4: val loss 0.5925906896591187 Epoch 5: train loss 0.5409893333911896 Epoch 5: val loss 0.5551291704177856 Epoch 6: train loss 0.49324834644794463 Epoch 6: val loss 0.512208878993988 Epoch 7: train loss 0.5253727704286575 Epoch 7: val loss 0.4754459857940674 Epoch 8: train loss 0.4405506789684296 Epoch 8: val loss 0.47522664070129395 Epoch 9: train loss 0.41289189606904986 Epoch 9: val loss 0.4432131350040436 Epoch 10: train loss 0.3891606777906418 Epoch 10: val loss 0.43268513679504395 Epoch 11: train loss 0.3852525740861893 Epoch 11: val loss 0.43388065695762634 Epoch 12: train loss 0.3686161831021309 Epoch 12: val loss 0.4336017668247223 Epoch 13: train loss 0.38871200382709503 Epoch 13: val loss 0.430844247341156 Epoch 14: train loss 0.4297855108976364 Epoch 14: val loss 0.4225168526172638 Epoch 15: train loss 0.3814346298575401 Epoch 15: val loss 0.436408132314682 Epoch 16: train loss 0.41724705696105957 Epoch 16: val loss 0.4287792146205902 Epoch 17: train loss 0.391345901787281 Epoch 17: val loss 0.4392715096473694 Epoch 18: train loss 0.37754930555820465 Epoch 18: val loss 0.4315812289714813 Epoch 19: train loss 0.37467869073152543 Epoch 19: val loss 0.4199874997138977 Epoch 20: train loss 0.37935381233692167 Epoch 20: val loss 0.41997575759887695 Epoch 21: train loss 0.3609460934996605 Epoch 21: val loss 0.4221481382846832 Epoch 22: train loss 0.3836450964212418 Epoch 22: val loss 0.42150425910949707 Epoch 23: train loss 0.3660870388150215 Epoch 23: val loss 0.4336508810520172 Epoch 24: train loss 0.3985922813415527 Epoch 24: val loss 0.4331827759742737
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7013045966625213 Epoch 0: val loss 0.6501750946044922 Epoch 1: train loss 0.6228904128074646 Epoch 1: val loss 0.6126757264137268 Epoch 2: train loss 0.5757717967033387 Epoch 2: val loss 0.5566056370735168 Epoch 3: train loss 0.554445868730545 Epoch 3: val loss 0.5151726007461548 Epoch 4: train loss 0.4951628416776657 Epoch 4: val loss 0.49208927154541016 Epoch 5: train loss 0.4887393921613693 Epoch 5: val loss 0.4677083194255829 Epoch 6: train loss 0.45461785197258 Epoch 6: val loss 0.4547922909259796 Epoch 7: train loss 0.4654938966035843 Epoch 7: val loss 0.4477256238460541 Epoch 8: train loss 0.443463397026062 Epoch 8: val loss 0.4410155713558197 Epoch 9: train loss 0.48953852653503416 Epoch 9: val loss 0.4373546838760376 Epoch 10: train loss 0.4064819037914276 Epoch 10: val loss 0.4328024685382843 Epoch 11: train loss 0.3912517249584198 Epoch 11: val loss 0.4303361475467682 Epoch 12: train loss 0.42666044533252717 Epoch 12: val loss 0.43238672614097595 Epoch 13: train loss 0.41873916387557986 Epoch 13: val loss 0.4295365512371063 Epoch 14: train loss 0.38604041263461114 Epoch 14: val loss 0.43171411752700806 Epoch 15: train loss 0.43839763700962064 Epoch 15: val loss 0.4316299557685852 Epoch 16: train loss 0.3881920948624611 Epoch 16: val loss 0.4317413866519928 Epoch 17: train loss 0.41674109995365144 Epoch 17: val loss 0.4314212501049042 Epoch 18: train loss 0.39380863308906555 Epoch 18: val loss 0.43222612142562866 Epoch 19: train loss 0.39904460310935974 Epoch 19: val loss 0.4410417675971985 Epoch 20: train loss 0.39682240039110184 Epoch 20: val loss 0.4335501492023468 Epoch 21: train loss 0.4002814680337906 Epoch 21: val loss 0.4328664541244507 Epoch 22: train loss 0.3496870182454586 Epoch 22: val loss 0.43542054295539856 Epoch 23: train loss 0.4283029556274414 Epoch 23: val loss 0.44001305103302 Epoch 24: train loss 0.3979640766978264 Epoch 24: val loss 0.44133487343788147
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6976455330848694 Epoch 0: val loss 0.6634818911552429 Epoch 1: train loss 0.6634675204753876 Epoch 1: val loss 0.6221989393234253 Epoch 2: train loss 0.6099580824375153 Epoch 2: val loss 0.5783512592315674 Epoch 3: train loss 0.567687726020813 Epoch 3: val loss 0.543164074420929 Epoch 4: train loss 0.49599979519844056 Epoch 4: val loss 0.50795578956604 Epoch 5: train loss 0.5164241343736649 Epoch 5: val loss 0.4766993224620819 Epoch 6: train loss 0.45516464710235593 Epoch 6: val loss 0.47982466220855713 Epoch 7: train loss 0.4295119822025299 Epoch 7: val loss 0.4596264958381653 Epoch 8: train loss 0.4171010911464691 Epoch 8: val loss 0.4505828022956848 Epoch 9: train loss 0.4224971324205399 Epoch 9: val loss 0.43512895703315735 Epoch 10: train loss 0.4172584891319275 Epoch 10: val loss 0.4257117509841919 Epoch 11: train loss 0.39127703160047533 Epoch 11: val loss 0.4324973523616791 Epoch 12: train loss 0.3940510183572769 Epoch 12: val loss 0.4290006458759308 Epoch 13: train loss 0.4193194419145584 Epoch 13: val loss 0.43657398223876953 Epoch 14: train loss 0.3815454065799713 Epoch 14: val loss 0.4326056241989136 Epoch 15: train loss 0.3825623393058777 Epoch 15: val loss 0.4396689534187317 Epoch 16: train loss 0.4143766865134239 Epoch 16: val loss 0.4307045042514801 Epoch 17: train loss 0.38853337466716764 Epoch 17: val loss 0.43589454889297485 Epoch 18: train loss 0.4557995364069939 Epoch 18: val loss 0.4364703893661499 Epoch 19: train loss 0.3596769243478775 Epoch 19: val loss 0.43279892206192017 Epoch 20: train loss 0.3734880328178406 Epoch 20: val loss 0.4342256486415863 Epoch 21: train loss 0.37628012597560884 Epoch 21: val loss 0.4306268095970154 Epoch 22: train loss 0.39113437235355375 Epoch 22: val loss 0.4339026212692261 Epoch 23: train loss 0.43958785831928254 Epoch 23: val loss 0.43896111845970154 Epoch 24: train loss 0.40879192650318147 Epoch 24: val loss 0.4552709758281708
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6614426145186791 Epoch 0: val loss 0.6494189500808716 Epoch 1: train loss 0.6095929512610803 Epoch 1: val loss 0.6088253855705261 Epoch 2: train loss 0.5469487561629369 Epoch 2: val loss 0.5570515990257263 Epoch 3: train loss 0.5159483437354748 Epoch 3: val loss 0.5221771597862244 Epoch 4: train loss 0.44862878207977 Epoch 4: val loss 0.5004569292068481 Epoch 5: train loss 0.438188931116691 Epoch 5: val loss 0.4847833812236786 Epoch 6: train loss 0.4388926143829639 Epoch 6: val loss 0.4828210175037384 Epoch 7: train loss 0.4053296251938893 Epoch 7: val loss 0.4911724030971527 Epoch 8: train loss 0.4252908378839493 Epoch 8: val loss 0.4835360050201416 Epoch 9: train loss 0.39049551349419814 Epoch 9: val loss 0.48988738656044006 Epoch 10: train loss 0.3918320949261005 Epoch 10: val loss 0.4772496819496155 Epoch 11: train loss 0.4125217841221736 Epoch 11: val loss 0.4790692925453186 Epoch 12: train loss 0.38650941734130567 Epoch 12: val loss 0.4906340539455414
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6929064447229559 Epoch 0: val loss 0.6786139011383057 Epoch 1: train loss 0.6752495711499994 Epoch 1: val loss 0.6641781330108643 Epoch 2: train loss 0.6667560230601918 Epoch 2: val loss 0.6458488702774048 Epoch 3: train loss 0.6407279209657148 Epoch 3: val loss 0.6255837678909302 Epoch 4: train loss 0.6174198930913751 Epoch 4: val loss 0.6115398406982422 Epoch 5: train loss 0.6116004261103544 Epoch 5: val loss 0.5982979536056519 Epoch 6: train loss 0.6032946489074014 Epoch 6: val loss 0.586976170539856 Epoch 7: train loss 0.5791231095790863 Epoch 7: val loss 0.5774926543235779 Epoch 8: train loss 0.5799595496871255 Epoch 8: val loss 0.5760632157325745 Epoch 9: train loss 0.5634003986011852 Epoch 9: val loss 0.5775542259216309 Epoch 10: train loss 0.5689392252401873 Epoch 10: val loss 0.579752504825592 Epoch 11: train loss 0.5550002428618345 Epoch 11: val loss 0.5599377751350403 Epoch 12: train loss 0.552742372859608 Epoch 12: val loss 0.5783332586288452 Epoch 13: train loss 0.5686445723880421 Epoch 13: val loss 0.5783025026321411 Epoch 14: train loss 0.5115335421128706 Epoch 14: val loss 0.5656089186668396 Epoch 15: train loss 0.5308988392353058 Epoch 15: val loss 0.5767980217933655 Epoch 16: train loss 0.5343847058036111 Epoch 16: val loss 0.567928671836853 Epoch 17: train loss 0.5440816418691115 Epoch 17: val loss 0.572262704372406 Epoch 18: train loss 0.543039554899389 Epoch 18: val loss 0.5835302472114563 Epoch 19: train loss 0.5160797319628976 Epoch 19: val loss 0.5760864615440369 Epoch 20: train loss 0.516598644581708 Epoch 20: val loss 0.5797510743141174 Epoch 21: train loss 0.5135852504860271 Epoch 21: val loss 0.5802080631256104 Epoch 22: train loss 0.5003626834262501 Epoch 22: val loss 0.5875784158706665 Epoch 23: train loss 0.512771877375516 Epoch 23: val loss 0.5797218084335327 Epoch 24: train loss 0.49486673961986194 Epoch 24: val loss 0.5737470388412476
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7046554738825018 Epoch 0: val loss 0.6720041632652283 Epoch 1: train loss 0.6791139732707631 Epoch 1: val loss 0.6674474477767944 Epoch 2: train loss 0.6668683886528015 Epoch 2: val loss 0.6582159399986267 Epoch 3: train loss 0.6655123938213695 Epoch 3: val loss 0.6549733877182007 Epoch 4: train loss 0.6368794116106901 Epoch 4: val loss 0.6548421382904053 Epoch 5: train loss 0.6369508071379228 Epoch 5: val loss 0.6448737382888794 Epoch 6: train loss 0.6323958310213956 Epoch 6: val loss 0.6340120434761047 Epoch 7: train loss 0.6312538277019154 Epoch 7: val loss 0.6369914412498474 Epoch 8: train loss 0.6171677762811835 Epoch 8: val loss 0.6417510509490967 Epoch 9: train loss 0.6220217347145081 Epoch 9: val loss 0.6308541893959045 Epoch 10: train loss 0.6164399331266229 Epoch 10: val loss 0.630685031414032 Epoch 11: train loss 0.6012005968527361 Epoch 11: val loss 0.6340614557266235 Epoch 12: train loss 0.5962749231945385 Epoch 12: val loss 0.624565064907074 Epoch 13: train loss 0.5969665483994917 Epoch 13: val loss 0.6275961399078369 Epoch 14: train loss 0.5954827476631511 Epoch 14: val loss 0.6304792761802673 Epoch 15: train loss 0.6131008971821178 Epoch 15: val loss 0.6364972591400146 Epoch 16: train loss 0.5867636772719297 Epoch 16: val loss 0.631645917892456 Epoch 17: train loss 0.5747497217221693 Epoch 17: val loss 0.6280575394630432 Epoch 18: train loss 0.5799394195730035 Epoch 18: val loss 0.6281561851501465 Epoch 19: train loss 0.5931344492868944 Epoch 19: val loss 0.6239203214645386 Epoch 20: train loss 0.5838589885018088 Epoch 20: val loss 0.6280966997146606 Epoch 21: train loss 0.5627316832542419 Epoch 21: val loss 0.6307624578475952 Epoch 22: train loss 0.5685461190613833 Epoch 22: val loss 0.6333990693092346 Epoch 23: train loss 0.5698223330757834 Epoch 23: val loss 0.6324630975723267 Epoch 24: train loss 0.5503074499693784 Epoch 24: val loss 0.6327945590019226
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7096138921650973 Epoch 0: val loss 0.6973119378089905 Epoch 1: train loss 0.6929291974414479 Epoch 1: val loss 0.6830571293830872 Epoch 2: train loss 0.6642331101677634 Epoch 2: val loss 0.6663720607757568 Epoch 3: train loss 0.6274678815494884 Epoch 3: val loss 0.6598194241523743 Epoch 4: train loss 0.6214888475157998 Epoch 4: val loss 0.657299816608429 Epoch 5: train loss 0.604888076131994 Epoch 5: val loss 0.6566543579101562 Epoch 6: train loss 0.6073686101219871 Epoch 6: val loss 0.6549696326255798 Epoch 7: train loss 0.5836031057617881 Epoch 7: val loss 0.6568366289138794 Epoch 8: train loss 0.5845405730334196 Epoch 8: val loss 0.6607887148857117 Epoch 9: train loss 0.568347616629167 Epoch 9: val loss 0.6553784608840942 Epoch 10: train loss 0.5784627822312441 Epoch 10: val loss 0.6442159414291382 Epoch 11: train loss 0.5400105498053811 Epoch 11: val loss 0.6386916637420654 Epoch 12: train loss 0.5506924715909091 Epoch 12: val loss 0.6378389596939087 Epoch 13: train loss 0.536169092763554 Epoch 13: val loss 0.6403459310531616 Epoch 14: train loss 0.5276517759669911 Epoch 14: val loss 0.6324566602706909 Epoch 15: train loss 0.5124841196970507 Epoch 15: val loss 0.6339141726493835 Epoch 16: train loss 0.5290794372558594 Epoch 16: val loss 0.6304185390472412 Epoch 17: train loss 0.5536635274236853 Epoch 17: val loss 0.6284040808677673 Epoch 18: train loss 0.5220962844111703 Epoch 18: val loss 0.6342464685440063 Epoch 19: train loss 0.5079581439495087 Epoch 19: val loss 0.6285411715507507 Epoch 20: train loss 0.47930642149665137 Epoch 20: val loss 0.635368287563324 Epoch 21: train loss 0.5129966058514335 Epoch 21: val loss 0.6368661522865295 Epoch 22: train loss 0.4916155311194333 Epoch 22: val loss 0.6312216520309448 Epoch 23: train loss 0.507237745956941 Epoch 23: val loss 0.6277853846549988 Epoch 24: train loss 0.4756775498390198 Epoch 24: val loss 0.6239637732505798
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6887521256100048 Epoch 0: val loss 0.6839184165000916 Epoch 1: train loss 0.6715440262447704 Epoch 1: val loss 0.6782679557800293 Epoch 2: train loss 0.6565100821581754 Epoch 2: val loss 0.6742674708366394 Epoch 3: train loss 0.6521856568076394 Epoch 3: val loss 0.6691696047782898 Epoch 4: train loss 0.6492496024478566 Epoch 4: val loss 0.6647917032241821 Epoch 5: train loss 0.6317892995747653 Epoch 5: val loss 0.660560131072998 Epoch 6: train loss 0.6264462958682667 Epoch 6: val loss 0.6542068719863892 Epoch 7: train loss 0.6085122444412925 Epoch 7: val loss 0.6484145522117615 Epoch 8: train loss 0.6072186827659607 Epoch 8: val loss 0.6447092294692993 Epoch 9: train loss 0.5965558778155934 Epoch 9: val loss 0.6454818248748779 Epoch 10: train loss 0.5840802842920477 Epoch 10: val loss 0.647543728351593 Epoch 11: train loss 0.5876787359064276 Epoch 11: val loss 0.6427053809165955 Epoch 12: train loss 0.5739336122166027 Epoch 12: val loss 0.6437184810638428 Epoch 13: train loss 0.572650202295997 Epoch 13: val loss 0.6385160088539124 Epoch 14: train loss 0.5767392841252413 Epoch 14: val loss 0.6395938992500305 Epoch 15: train loss 0.5622994357889349 Epoch 15: val loss 0.6322118043899536 Epoch 16: train loss 0.5569858740676533 Epoch 16: val loss 0.6216632723808289 Epoch 17: train loss 0.5556899119507183 Epoch 17: val loss 0.6242238879203796 Epoch 18: train loss 0.5673911734060808 Epoch 18: val loss 0.6312134265899658 Epoch 19: train loss 0.5538980689915743 Epoch 19: val loss 0.6248222589492798 Epoch 20: train loss 0.550449089570479 Epoch 20: val loss 0.617902934551239 Epoch 21: train loss 0.5333356342532418 Epoch 21: val loss 0.622011125087738 Epoch 22: train loss 0.5354537692936984 Epoch 22: val loss 0.620765745639801 Epoch 23: train loss 0.539635650136254 Epoch 23: val loss 0.6193505525588989 Epoch 24: train loss 0.5274562781507318 Epoch 24: val loss 0.6235507726669312
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686132534344991 Epoch 0: val loss 0.6787184476852417 Epoch 1: train loss 0.6647209048271179 Epoch 1: val loss 0.6674866676330566 Epoch 2: train loss 0.6566261212031047 Epoch 2: val loss 0.6530894637107849 Epoch 3: train loss 0.6363834102948507 Epoch 3: val loss 0.6408839821815491 Epoch 4: train loss 0.6119132041931152 Epoch 4: val loss 0.6254981756210327 Epoch 5: train loss 0.6042001605033874 Epoch 5: val loss 0.613492488861084 Epoch 6: train loss 0.6120601375897725 Epoch 6: val loss 0.6082953214645386 Epoch 7: train loss 0.6053297658761342 Epoch 7: val loss 0.605847179889679 Epoch 8: train loss 0.5909760475158692 Epoch 8: val loss 0.5980730056762695 Epoch 9: train loss 0.5918515443801879 Epoch 9: val loss 0.589880645275116 Epoch 10: train loss 0.5816875120004018 Epoch 10: val loss 0.5864230394363403 Epoch 11: train loss 0.5690658986568451 Epoch 11: val loss 0.5854907035827637 Epoch 12: train loss 0.5740500946839651 Epoch 12: val loss 0.5877498388290405 Epoch 13: train loss 0.5740495363871256 Epoch 13: val loss 0.5942473411560059 Epoch 14: train loss 0.5607330679893494 Epoch 14: val loss 0.5963126420974731 Epoch 15: train loss 0.574539202451706 Epoch 15: val loss 0.5933102369308472 Epoch 16: train loss 0.5557859023412068 Epoch 16: val loss 0.5881943702697754 Epoch 17: train loss 0.5665610869725545 Epoch 17: val loss 0.5832729339599609 Epoch 18: train loss 0.5580210506916046 Epoch 18: val loss 0.5800684094429016
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7064238687356313 Epoch 0: val loss 0.6907501816749573 Epoch 1: train loss 0.6848477572202682 Epoch 1: val loss 0.6854159832000732 Epoch 2: train loss 0.6778365125258764 Epoch 2: val loss 0.68022221326828 Epoch 3: train loss 0.6734792391459147 Epoch 3: val loss 0.6762563586235046 Epoch 4: train loss 0.6572757959365845 Epoch 4: val loss 0.6708132028579712 Epoch 5: train loss 0.6488630523284277 Epoch 5: val loss 0.6668301224708557 Epoch 6: train loss 0.6641986270745596 Epoch 6: val loss 0.6623531579971313 Epoch 7: train loss 0.6415109435717264 Epoch 7: val loss 0.6577540636062622 Epoch 8: train loss 0.6353206485509872 Epoch 8: val loss 0.6537317037582397 Epoch 9: train loss 0.6101458072662354 Epoch 9: val loss 0.6499247550964355 Epoch 10: train loss 0.604390357931455 Epoch 10: val loss 0.6463176608085632 Epoch 11: train loss 0.5985545168320338 Epoch 11: val loss 0.6451156735420227 Epoch 12: train loss 0.6163843621810278 Epoch 12: val loss 0.6462737321853638 Epoch 13: train loss 0.585227444767952 Epoch 13: val loss 0.6460314989089966 Epoch 14: train loss 0.5829742054144541 Epoch 14: val loss 0.6422229409217834 Epoch 15: train loss 0.5891723906000456 Epoch 15: val loss 0.6496250033378601 Epoch 16: train loss 0.5739528934160868 Epoch 16: val loss 0.6363683938980103 Epoch 17: train loss 0.5661114181081454 Epoch 17: val loss 0.6319652199745178 Epoch 18: train loss 0.5553780794143677 Epoch 18: val loss 0.6388971209526062 Epoch 19: train loss 0.5534720122814178 Epoch 19: val loss 0.6317746639251709 Epoch 20: train loss 0.5420239865779877 Epoch 20: val loss 0.6290093064308167 Epoch 21: train loss 0.5419554983576139 Epoch 21: val loss 0.6286793947219849 Epoch 22: train loss 0.5487740635871887 Epoch 22: val loss 0.6343229413032532 Epoch 23: train loss 0.5600980694095293 Epoch 23: val loss 0.6267271637916565 Epoch 24: train loss 0.5232975582281748 Epoch 24: val loss 0.639875054359436
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6979602724313736 Epoch 0: val loss 0.7025285959243774 Epoch 1: train loss 0.6923004041115443 Epoch 1: val loss 0.701079785823822 Epoch 2: train loss 0.6991613556941351 Epoch 2: val loss 0.6976280212402344 Epoch 3: train loss 0.678756003578504 Epoch 3: val loss 0.6958989500999451 Epoch 4: train loss 0.6737678696711858 Epoch 4: val loss 0.6920291781425476 Epoch 5: train loss 0.6685549567143122 Epoch 5: val loss 0.6878869533538818 Epoch 6: train loss 0.665336420138677 Epoch 6: val loss 0.6806401610374451 Epoch 7: train loss 0.6519682208697001 Epoch 7: val loss 0.6696916222572327 Epoch 8: train loss 0.6546991616487503 Epoch 8: val loss 0.6606289744377136 Epoch 9: train loss 0.6298080086708069 Epoch 9: val loss 0.6498374342918396 Epoch 10: train loss 0.6266953150431315 Epoch 10: val loss 0.6299046277999878 Epoch 11: train loss 0.6307080586751302 Epoch 11: val loss 0.6154430508613586 Epoch 12: train loss 0.6170884023110071 Epoch 12: val loss 0.6170257329940796 Epoch 13: train loss 0.6085574775934219 Epoch 13: val loss 0.6083716750144958 Epoch 14: train loss 0.5895171860853831 Epoch 14: val loss 0.6038878560066223 Epoch 15: train loss 0.5993696500857671 Epoch 15: val loss 0.6023903489112854 Epoch 16: train loss 0.6055078059434891 Epoch 16: val loss 0.6022777557373047 Epoch 17: train loss 0.5877206375201544 Epoch 17: val loss 0.5874879956245422 Epoch 18: train loss 0.5946481078863144 Epoch 18: val loss 0.5893911719322205 Epoch 19: train loss 0.569137970606486 Epoch 19: val loss 0.5917808413505554 Epoch 20: train loss 0.5710919002691904 Epoch 20: val loss 0.591854453086853 Epoch 21: train loss 0.577514037489891 Epoch 21: val loss 0.5886725187301636 Epoch 22: train loss 0.5713040679693222 Epoch 22: val loss 0.5836626291275024 Epoch 23: train loss 0.5856178353230158 Epoch 23: val loss 0.5975311994552612 Epoch 24: train loss 0.5710329537590345 Epoch 24: val loss 0.5836089849472046
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7101721266905466 Epoch 0: val loss 0.7012187242507935 Epoch 1: train loss 0.6967851718266805 Epoch 1: val loss 0.6922664046287537 Epoch 2: train loss 0.6853935966889063 Epoch 2: val loss 0.6863847970962524 Epoch 3: train loss 0.6722432176272074 Epoch 3: val loss 0.6894604563713074 Epoch 4: train loss 0.6587429195642471 Epoch 4: val loss 0.6776447296142578 Epoch 5: train loss 0.653350164492925 Epoch 5: val loss 0.6660234332084656 Epoch 6: train loss 0.6372822572787603 Epoch 6: val loss 0.659454345703125 Epoch 7: train loss 0.6237507114807764 Epoch 7: val loss 0.6587273478507996 Epoch 8: train loss 0.5958464046319326 Epoch 8: val loss 0.6441419124603271 Epoch 9: train loss 0.600328341126442 Epoch 9: val loss 0.6540845036506653 Epoch 10: train loss 0.5964337016145388 Epoch 10: val loss 0.6591545939445496 Epoch 11: train loss 0.6115885749459267 Epoch 11: val loss 0.6557387113571167 Epoch 12: train loss 0.5900269051392873 Epoch 12: val loss 0.636203408241272 Epoch 13: train loss 0.5873669609427452 Epoch 13: val loss 0.6366360187530518 Epoch 14: train loss 0.5912586351235708 Epoch 14: val loss 0.6402718424797058 Epoch 15: train loss 0.5839425201217333 Epoch 15: val loss 0.6413043141365051 Epoch 16: train loss 0.5808339814345042 Epoch 16: val loss 0.6386716961860657 Epoch 17: train loss 0.5737688293059667 Epoch 17: val loss 0.6393046379089355 Epoch 18: train loss 0.5915303652485212 Epoch 18: val loss 0.6377973556518555 Epoch 19: train loss 0.5639404952526093 Epoch 19: val loss 0.6418250203132629 Epoch 20: train loss 0.5781508907675743 Epoch 20: val loss 0.6333089470863342 Epoch 21: train loss 0.5587514191865921 Epoch 21: val loss 0.628295361995697 Epoch 22: train loss 0.5629570633172989 Epoch 22: val loss 0.6348494291305542 Epoch 23: train loss 0.5502317448457082 Epoch 23: val loss 0.6311841011047363 Epoch 24: train loss 0.5601855888962746 Epoch 24: val loss 0.6315144300460815
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053934832413992 Epoch 0: val loss 0.6865488886833191 Epoch 1: train loss 0.6849337468544642 Epoch 1: val loss 0.6836316585540771 Epoch 2: train loss 0.6842407981554667 Epoch 2: val loss 0.679187536239624 Epoch 3: train loss 0.6793345461289088 Epoch 3: val loss 0.6750612258911133 Epoch 4: train loss 0.6779580215613047 Epoch 4: val loss 0.6713295578956604 Epoch 5: train loss 0.669162799914678 Epoch 5: val loss 0.6715542674064636 Epoch 6: train loss 0.6589321543773016 Epoch 6: val loss 0.6685780882835388 Epoch 7: train loss 0.6528363426526388 Epoch 7: val loss 0.6688945889472961 Epoch 8: train loss 0.6411278496185938 Epoch 8: val loss 0.6600664258003235 Epoch 9: train loss 0.6229336708784103 Epoch 9: val loss 0.6443848609924316 Epoch 10: train loss 0.6047380169232687 Epoch 10: val loss 0.6338555216789246 Epoch 11: train loss 0.5674731408556303 Epoch 11: val loss 0.6256298422813416 Epoch 12: train loss 0.5623797724644343 Epoch 12: val loss 0.6271151900291443 Epoch 13: train loss 0.5576734095811844 Epoch 13: val loss 0.6492311358451843 Epoch 14: train loss 0.5464005991816521 Epoch 14: val loss 0.6270008087158203 Epoch 15: train loss 0.5508579686284065 Epoch 15: val loss 0.6394113302230835 Epoch 16: train loss 0.5515227938691775 Epoch 16: val loss 0.6366637349128723 Epoch 17: train loss 0.5216714963316917 Epoch 17: val loss 0.6226406097412109 Epoch 18: train loss 0.5141765649120013 Epoch 18: val loss 0.6406996250152588 Epoch 19: train loss 0.5385623400410017 Epoch 19: val loss 0.6359771490097046 Epoch 20: train loss 0.5244108488162359 Epoch 20: val loss 0.6290733814239502 Epoch 21: train loss 0.5156224817037582 Epoch 21: val loss 0.6545549631118774 Epoch 22: train loss 0.5226375187436739 Epoch 22: val loss 0.6251180171966553 Epoch 23: train loss 0.5105959524710973 Epoch 23: val loss 0.6327246427536011 Epoch 24: train loss 0.5125875125328699 Epoch 24: val loss 0.6328591108322144
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6920210160315037 Epoch 0: val loss 0.703258216381073 Epoch 1: train loss 0.6823058724403381 Epoch 1: val loss 0.6964972615242004 Epoch 2: train loss 0.6724669635295868 Epoch 2: val loss 0.6934270858764648 Epoch 3: train loss 0.6637309975922108 Epoch 3: val loss 0.6828987002372742 Epoch 4: train loss 0.6527995504438877 Epoch 4: val loss 0.6747953295707703 Epoch 5: train loss 0.6472031064331532 Epoch 5: val loss 0.6686700582504272 Epoch 6: train loss 0.6347904242575169 Epoch 6: val loss 0.6629915833473206 Epoch 7: train loss 0.6421018876135349 Epoch 7: val loss 0.6601618528366089 Epoch 8: train loss 0.6130683925002813 Epoch 8: val loss 0.6504274606704712 Epoch 9: train loss 0.6107753701508045 Epoch 9: val loss 0.6387038230895996 Epoch 10: train loss 0.5945398584008217 Epoch 10: val loss 0.6405811905860901 Epoch 11: train loss 0.600592490285635 Epoch 11: val loss 0.6312832832336426 Epoch 12: train loss 0.5714517775923014 Epoch 12: val loss 0.6169136166572571 Epoch 13: train loss 0.5906380042433739 Epoch 13: val loss 0.6133402585983276 Epoch 14: train loss 0.5707093067467213 Epoch 14: val loss 0.6095154881477356 Epoch 15: train loss 0.540931748226285 Epoch 15: val loss 0.6091996431350708 Epoch 16: train loss 0.5525724608451128 Epoch 16: val loss 0.608421802520752 Epoch 17: train loss 0.5623738970607519 Epoch 17: val loss 0.6096256971359253 Epoch 18: train loss 0.5478279329836369 Epoch 18: val loss 0.6089844107627869 Epoch 19: train loss 0.5330516863614321 Epoch 19: val loss 0.6048781871795654 Epoch 20: train loss 0.5607159156352282 Epoch 20: val loss 0.6027519106864929 Epoch 21: train loss 0.5351786371320486 Epoch 21: val loss 0.6004416942596436 Epoch 22: train loss 0.5372188705950975 Epoch 22: val loss 0.6044199466705322
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7068970203399658 Epoch 0: val loss 0.696225106716156 Epoch 1: train loss 0.6946771045525869 Epoch 1: val loss 0.6879885792732239 Epoch 2: train loss 0.689491868019104 Epoch 2: val loss 0.6820357441902161 Epoch 3: train loss 0.6869675566752752 Epoch 3: val loss 0.675767183303833 Epoch 4: train loss 0.6791618267695109 Epoch 4: val loss 0.6714444756507874 Epoch 5: train loss 0.6763041317462921 Epoch 5: val loss 0.6649656295776367 Epoch 6: train loss 0.6537952820460001 Epoch 6: val loss 0.6603469848632812 Epoch 7: train loss 0.6618099361658096 Epoch 7: val loss 0.6577635407447815 Epoch 8: train loss 0.6623977919419607 Epoch 8: val loss 0.6540700793266296 Epoch 9: train loss 0.647659162680308 Epoch 9: val loss 0.6543013453483582 Epoch 10: train loss 0.6469677488009135 Epoch 10: val loss 0.6534841060638428 Epoch 11: train loss 0.6480114211638769 Epoch 11: val loss 0.6529425978660583 Epoch 12: train loss 0.6332065711418787 Epoch 12: val loss 0.6512814164161682 Epoch 13: train loss 0.6289233863353729 Epoch 13: val loss 0.649569034576416 Epoch 14: train loss 0.6397924621899923 Epoch 14: val loss 0.6451326608657837 Epoch 15: train loss 0.6184503038724264 Epoch 15: val loss 0.6463112831115723 Epoch 16: train loss 0.6125579824050268 Epoch 16: val loss 0.6513627767562866 Epoch 17: train loss 0.6277783910433451 Epoch 17: val loss 0.6479592323303223 Epoch 18: train loss 0.6285689969857534 Epoch 18: val loss 0.6464178562164307 Epoch 19: train loss 0.599971075852712 Epoch 19: val loss 0.6471831798553467 Epoch 20: train loss 0.6147608011960983 Epoch 20: val loss 0.646966278553009 Epoch 21: train loss 0.5945360511541367 Epoch 21: val loss 0.6470559239387512 Epoch 22: train loss 0.609457348783811 Epoch 22: val loss 0.6450051069259644 Epoch 23: train loss 0.6021760106086731 Epoch 23: val loss 0.6436337232589722 Epoch 24: train loss 0.6063839395840963 Epoch 24: val loss 0.6482199430465698
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7133341878652573 Epoch 0: val loss 0.6964664459228516 Epoch 1: train loss 0.6896508534749349 Epoch 1: val loss 0.6963525414466858 Epoch 2: train loss 0.6711721072594324 Epoch 2: val loss 0.6950817108154297 Epoch 3: train loss 0.6818836033344269 Epoch 3: val loss 0.6976687908172607 Epoch 4: train loss 0.6676705231269201 Epoch 4: val loss 0.699108362197876 Epoch 5: train loss 0.6548776924610138 Epoch 5: val loss 0.7089152336120605 Epoch 6: train loss 0.6505171209573746 Epoch 6: val loss 0.7175744771957397 Epoch 7: train loss 0.6457892507314682 Epoch 7: val loss 0.7220591902732849 Epoch 8: train loss 0.6361101816097895 Epoch 8: val loss 0.713807225227356 Epoch 9: train loss 0.6211919536193212 Epoch 9: val loss 0.7219635844230652 Epoch 10: train loss 0.6284130165974299 Epoch 10: val loss 0.7250604033470154 Epoch 11: train loss 0.6228656123081843 Epoch 11: val loss 0.7265601754188538 Epoch 12: train loss 0.623521958788236 Epoch 12: val loss 0.7384744882583618 Epoch 13: train loss 0.6074995224674543 Epoch 13: val loss 0.7268235087394714 Epoch 14: train loss 0.6287568211555481 Epoch 14: val loss 0.7245076298713684 Epoch 15: train loss 0.5911575307448705 Epoch 15: val loss 0.7432587146759033 Epoch 16: train loss 0.6010897109905878 Epoch 16: val loss 0.7261735200881958 Epoch 17: train loss 0.587852289279302 Epoch 17: val loss 0.7293483018875122 Epoch 18: train loss 0.5895533561706543 Epoch 18: val loss 0.7384170293807983 Epoch 19: train loss 0.5834003463387489 Epoch 19: val loss 0.7364315986633301 Epoch 20: train loss 0.5885086009899775 Epoch 20: val loss 0.7383010983467102 Epoch 21: train loss 0.5864448348681132 Epoch 21: val loss 0.7449701428413391 Epoch 22: train loss 0.5913215378920237 Epoch 22: val loss 0.7339224219322205 Epoch 23: train loss 0.5698663791020712 Epoch 23: val loss 0.7440429329872131 Epoch 24: train loss 0.5490922083457311 Epoch 24: val loss 0.7448267936706543
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.713662380973498 Epoch 0: val loss 0.7050572037696838 Epoch 1: train loss 0.6960496554772059 Epoch 1: val loss 0.7008054256439209 Epoch 2: train loss 0.6839375545581182 Epoch 2: val loss 0.701846718788147 Epoch 3: train loss 0.675935760140419 Epoch 3: val loss 0.6945228576660156 Epoch 4: train loss 0.6434005051851273 Epoch 4: val loss 0.6862034201622009 Epoch 5: train loss 0.6470379928747813 Epoch 5: val loss 0.6774433851242065 Epoch 6: train loss 0.63420569896698 Epoch 6: val loss 0.6779006719589233 Epoch 7: train loss 0.630473792552948 Epoch 7: val loss 0.6762644648551941 Epoch 8: train loss 0.6290090928475062 Epoch 8: val loss 0.6723281145095825 Epoch 9: train loss 0.6365076800187429 Epoch 9: val loss 0.6660956740379333 Epoch 10: train loss 0.6335954119761785 Epoch 10: val loss 0.6689772605895996 Epoch 11: train loss 0.6141251772642136 Epoch 11: val loss 0.6671065092086792 Epoch 12: train loss 0.6101975440979004 Epoch 12: val loss 0.6726192831993103 Epoch 13: train loss 0.5972519516944885 Epoch 13: val loss 0.6663516163825989 Epoch 14: train loss 0.6051896959543228 Epoch 14: val loss 0.6714223623275757 Epoch 15: train loss 0.5944944669802984 Epoch 15: val loss 0.6696252822875977 Epoch 16: train loss 0.5904322465260824 Epoch 16: val loss 0.6716800332069397 Epoch 17: train loss 0.608017032345136 Epoch 17: val loss 0.6786149740219116 Epoch 18: train loss 0.6180307815472285 Epoch 18: val loss 0.6773309111595154 Epoch 19: train loss 0.5792858650286993 Epoch 19: val loss 0.6712618470191956 Epoch 20: train loss 0.5916394193967184 Epoch 20: val loss 0.6751545071601868 Epoch 21: train loss 0.5785727798938751 Epoch 21: val loss 0.6680713295936584 Epoch 22: train loss 0.5784685189525286 Epoch 22: val loss 0.6724739074707031 Epoch 23: train loss 0.577544130384922 Epoch 23: val loss 0.6682420372962952 Epoch 24: train loss 0.5732079048951467 Epoch 24: val loss 0.6628860235214233
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984980801741282 Epoch 0: val loss 0.6950046420097351 Epoch 1: train loss 0.7049072881539663 Epoch 1: val loss 0.6884624361991882 Epoch 2: train loss 0.6825048079093298 Epoch 2: val loss 0.6820055842399597 Epoch 3: train loss 0.6758206834395727 Epoch 3: val loss 0.6745898127555847 Epoch 4: train loss 0.6777865538994471 Epoch 4: val loss 0.6681987643241882 Epoch 5: train loss 0.6648949782053629 Epoch 5: val loss 0.6610987782478333 Epoch 6: train loss 0.668635090192159 Epoch 6: val loss 0.6526296734809875 Epoch 7: train loss 0.6546033769845963 Epoch 7: val loss 0.6482905149459839 Epoch 8: train loss 0.6436013032992681 Epoch 8: val loss 0.6368737816810608 Epoch 9: train loss 0.6441030750672022 Epoch 9: val loss 0.6293291449546814 Epoch 10: train loss 0.6283102035522461 Epoch 10: val loss 0.623708188533783 Epoch 11: train loss 0.6345603813727697 Epoch 11: val loss 0.6212092041969299 Epoch 12: train loss 0.6389637192090353 Epoch 12: val loss 0.621576189994812 Epoch 13: train loss 0.6325367738803228 Epoch 13: val loss 0.616560697555542 Epoch 14: train loss 0.6267263293266296 Epoch 14: val loss 0.6127002239227295 Epoch 15: train loss 0.6293177207310995 Epoch 15: val loss 0.6105924248695374 Epoch 16: train loss 0.6197899927695593 Epoch 16: val loss 0.6100013852119446 Epoch 17: train loss 0.6064360986153284 Epoch 17: val loss 0.6067323684692383 Epoch 18: train loss 0.6161778122186661 Epoch 18: val loss 0.6044012308120728 Epoch 19: train loss 0.5993991990884145 Epoch 19: val loss 0.6060314774513245 Epoch 20: train loss 0.6140864839156469 Epoch 20: val loss 0.6105356812477112 Epoch 21: train loss 0.6251880178848902 Epoch 21: val loss 0.6079502701759338 Epoch 22: train loss 0.6108988523483276 Epoch 22: val loss 0.6041016578674316 Epoch 23: train loss 0.5971033672491709 Epoch 23: val loss 0.6000683307647705 Epoch 24: train loss 0.5970268944899241 Epoch 24: val loss 0.598084032535553
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982388198375702 Epoch 0: val loss 0.6766789555549622 Epoch 1: train loss 0.6812985837459564 Epoch 1: val loss 0.6695959568023682 Epoch 2: train loss 0.6688306555151939 Epoch 2: val loss 0.6557801365852356 Epoch 3: train loss 0.6571542322635651 Epoch 3: val loss 0.6399178504943848 Epoch 4: train loss 0.6449931897222996 Epoch 4: val loss 0.6249130368232727 Epoch 5: train loss 0.6366462223231792 Epoch 5: val loss 0.6239944100379944 Epoch 6: train loss 0.6459774747490883 Epoch 6: val loss 0.6106352806091309 Epoch 7: train loss 0.6527853459119797 Epoch 7: val loss 0.6104053854942322 Epoch 8: train loss 0.6373759545385838 Epoch 8: val loss 0.6064287424087524 Epoch 9: train loss 0.6276702471077442 Epoch 9: val loss 0.5962513089179993 Epoch 10: train loss 0.6290899813175201 Epoch 10: val loss 0.598311185836792 Epoch 11: train loss 0.6354539468884468 Epoch 11: val loss 0.6017126441001892 Epoch 12: train loss 0.6241199001669884 Epoch 12: val loss 0.6028644442558289 Epoch 13: train loss 0.6376127302646637 Epoch 13: val loss 0.6005640625953674 Epoch 14: train loss 0.6171141229569912 Epoch 14: val loss 0.5908281207084656 Epoch 15: train loss 0.6068668849766254 Epoch 15: val loss 0.5930418372154236 Epoch 16: train loss 0.6136611886322498 Epoch 16: val loss 0.5929409861564636 Epoch 17: train loss 0.6054883152246475 Epoch 17: val loss 0.5921480655670166 Epoch 18: train loss 0.5995435323566198 Epoch 18: val loss 0.5892507433891296 Epoch 19: train loss 0.5940638892352581 Epoch 19: val loss 0.589728832244873 Epoch 20: train loss 0.6077015809714794 Epoch 20: val loss 0.5977641344070435
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6937616467475891 Epoch 0: val loss 0.6843416094779968 Epoch 1: train loss 0.6756820787083019 Epoch 1: val loss 0.6754715442657471 Epoch 2: train loss 0.6659822247245095 Epoch 2: val loss 0.6660027503967285 Epoch 3: train loss 0.6512556888840415 Epoch 3: val loss 0.6564798951148987 Epoch 4: train loss 0.6553616957231001 Epoch 4: val loss 0.6475706100463867 Epoch 5: train loss 0.6346487619660117 Epoch 5: val loss 0.6417433619499207 Epoch 6: train loss 0.6364995024420999 Epoch 6: val loss 0.637296199798584 Epoch 7: train loss 0.622277481989427 Epoch 7: val loss 0.6367437839508057 Epoch 8: train loss 0.6358987905762412 Epoch 8: val loss 0.6359158754348755 Epoch 9: train loss 0.6062926650047302 Epoch 9: val loss 0.6367248892784119 Epoch 10: train loss 0.618266758593646 Epoch 10: val loss 0.6337485313415527 Epoch 11: train loss 0.6092073538086631 Epoch 11: val loss 0.6353541612625122 Epoch 12: train loss 0.5982573953541842 Epoch 12: val loss 0.6381278038024902 Epoch 13: train loss 0.590264770117673 Epoch 13: val loss 0.6338851451873779 Epoch 14: train loss 0.5871526057069952 Epoch 14: val loss 0.6369568109512329 Epoch 15: train loss 0.6033976809544996 Epoch 15: val loss 0.6443932056427002 Epoch 16: train loss 0.5914893204515631 Epoch 16: val loss 0.6470348238945007 Epoch 17: train loss 0.579195729710839 Epoch 17: val loss 0.6478331685066223 Epoch 18: train loss 0.5924955254251306 Epoch 18: val loss 0.6429651379585266 Epoch 19: train loss 0.5804592235521837 Epoch 19: val loss 0.6395698189735413 Epoch 20: train loss 0.5722313794222745 Epoch 20: val loss 0.6419531106948853 Epoch 21: train loss 0.5683409409089522 Epoch 21: val loss 0.6555052399635315 Epoch 22: train loss 0.5641661801121451 Epoch 22: val loss 0.6633365750312805 Epoch 23: train loss 0.5697154998779297 Epoch 23: val loss 0.6564549803733826 Epoch 24: train loss 0.5812049995769154 Epoch 24: val loss 0.6541270613670349
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7069770368662748 Epoch 0: val loss 0.6977468132972717 Epoch 1: train loss 0.6712004759094932 Epoch 1: val loss 0.6978145837783813 Epoch 2: train loss 0.6577241854234175 Epoch 2: val loss 0.701109766960144 Epoch 3: train loss 0.6595985076644204 Epoch 3: val loss 0.7075583934783936 Epoch 4: train loss 0.6554100567644293 Epoch 4: val loss 0.7124565839767456 Epoch 5: train loss 0.6540674675594677 Epoch 5: val loss 0.7150505781173706 Epoch 6: train loss 0.6359223073179071 Epoch 6: val loss 0.7202582359313965 Epoch 7: train loss 0.6191322424195029 Epoch 7: val loss 0.7214677929878235 Epoch 8: train loss 0.6303208903832869 Epoch 8: val loss 0.7228811979293823 Epoch 9: train loss 0.6235266002741727 Epoch 9: val loss 0.7178511023521423 Epoch 10: train loss 0.6114542104981162 Epoch 10: val loss 0.7362396121025085 Epoch 11: train loss 0.6199306087060408 Epoch 11: val loss 0.7414995431900024 Epoch 12: train loss 0.6130741184408014 Epoch 12: val loss 0.7343851327896118 Epoch 13: train loss 0.5931941026991064 Epoch 13: val loss 0.7288022041320801 Epoch 14: train loss 0.6078753092072227 Epoch 14: val loss 0.732084333896637 Epoch 15: train loss 0.6176697882738981 Epoch 15: val loss 0.7290887236595154 Epoch 16: train loss 0.6152364936741915 Epoch 16: val loss 0.72225421667099 Epoch 17: train loss 0.6093584922226992 Epoch 17: val loss 0.7182720899581909 Epoch 18: train loss 0.6029861569404602 Epoch 18: val loss 0.7224493026733398 Epoch 19: train loss 0.6147473833777688 Epoch 19: val loss 0.7021728157997131 Epoch 20: train loss 0.5943139439279382 Epoch 20: val loss 0.7176427841186523 Epoch 21: train loss 0.6072302894158796 Epoch 21: val loss 0.7178149819374084 Epoch 22: train loss 0.613591573455117 Epoch 22: val loss 0.7259631156921387 Epoch 23: train loss 0.5953141396695917 Epoch 23: val loss 0.7246474623680115 Epoch 24: train loss 0.5900974815542047 Epoch 24: val loss 0.7130757570266724
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888934590599753 Epoch 0: val loss 0.6753670573234558 Epoch 1: train loss 0.6906922838904641 Epoch 1: val loss 0.6642822623252869 Epoch 2: train loss 0.6782695759426464 Epoch 2: val loss 0.6567795872688293 Epoch 3: train loss 0.6813578334721652 Epoch 3: val loss 0.654837429523468 Epoch 4: train loss 0.670272556218234 Epoch 4: val loss 0.6507608294487 Epoch 5: train loss 0.6684151833707636 Epoch 5: val loss 0.6490351557731628 Epoch 6: train loss 0.6584390510212291 Epoch 6: val loss 0.6477728486061096 Epoch 7: train loss 0.6470870050516996 Epoch 7: val loss 0.6488114595413208 Epoch 8: train loss 0.6474275534803217 Epoch 8: val loss 0.6472657322883606 Epoch 9: train loss 0.6466502113775774 Epoch 9: val loss 0.6408154368400574 Epoch 10: train loss 0.6470225290818648 Epoch 10: val loss 0.6409204006195068 Epoch 11: train loss 0.6375106518918817 Epoch 11: val loss 0.6366387605667114 Epoch 12: train loss 0.6278199824419889 Epoch 12: val loss 0.638022780418396 Epoch 13: train loss 0.6292493560097434 Epoch 13: val loss 0.6344849467277527 Epoch 14: train loss 0.6303240981968966 Epoch 14: val loss 0.6298778057098389 Epoch 15: train loss 0.6321237683296204 Epoch 15: val loss 0.6241903901100159 Epoch 16: train loss 0.6276304830204357 Epoch 16: val loss 0.6274580359458923 Epoch 17: train loss 0.6170641508969393 Epoch 17: val loss 0.621583878993988 Epoch 18: train loss 0.6119142499837008 Epoch 18: val loss 0.6135793328285217 Epoch 19: train loss 0.6255173032934015 Epoch 19: val loss 0.6090326309204102 Epoch 20: train loss 0.591277236288244 Epoch 20: val loss 0.6047959327697754 Epoch 21: train loss 0.5928119854493574 Epoch 21: val loss 0.6026673316955566 Epoch 22: train loss 0.592338586395437 Epoch 22: val loss 0.6031370162963867 Epoch 23: train loss 0.5762433545155958 Epoch 23: val loss 0.6003907322883606 Epoch 24: train loss 0.5737151042981581 Epoch 24: val loss 0.600480854511261
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6835592876781117 Epoch 0: val loss 0.6792792081832886 Epoch 1: train loss 0.6794769601388411 Epoch 1: val loss 0.6739084720611572 Epoch 2: train loss 0.6656855507330461 Epoch 2: val loss 0.6691985130310059 Epoch 3: train loss 0.6673701351339166 Epoch 3: val loss 0.6655729413032532 Epoch 4: train loss 0.6487758647311818 Epoch 4: val loss 0.6635469198226929 Epoch 5: train loss 0.653043963692405 Epoch 5: val loss 0.6608569622039795 Epoch 6: train loss 0.6603629101406444 Epoch 6: val loss 0.6555963158607483 Epoch 7: train loss 0.6253686438907277 Epoch 7: val loss 0.6504496932029724 Epoch 8: train loss 0.6429729678414084 Epoch 8: val loss 0.6529293656349182 Epoch 9: train loss 0.6342864415862344 Epoch 9: val loss 0.6537705063819885 Epoch 10: train loss 0.630834313956174 Epoch 10: val loss 0.6495761871337891 Epoch 11: train loss 0.6170824549414895 Epoch 11: val loss 0.6485493779182434 Epoch 12: train loss 0.6126324859532443 Epoch 12: val loss 0.6519151329994202 Epoch 13: train loss 0.6084378415888007 Epoch 13: val loss 0.6569732427597046 Epoch 14: train loss 0.6026239151304419 Epoch 14: val loss 0.6484796404838562 Epoch 15: train loss 0.6057797887108543 Epoch 15: val loss 0.6523030400276184 Epoch 16: train loss 0.622855240648443 Epoch 16: val loss 0.6539663672447205 Epoch 17: train loss 0.6083295318213376 Epoch 17: val loss 0.658889889717102 Epoch 18: train loss 0.5992029092528603 Epoch 18: val loss 0.6569187641143799 Epoch 19: train loss 0.5853094458580017 Epoch 19: val loss 0.6530432105064392 Epoch 20: train loss 0.5707529078830372 Epoch 20: val loss 0.6577063202857971 Epoch 21: train loss 0.5808549360795454 Epoch 21: val loss 0.6640040874481201 Epoch 22: train loss 0.5709776959635995 Epoch 22: val loss 0.6621062159538269 Epoch 23: train loss 0.5640639608556574 Epoch 23: val loss 0.6629034876823425 Epoch 24: train loss 0.57519146529111 Epoch 24: val loss 0.6626887917518616
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7115474343299866 Epoch 0: val loss 0.6944466233253479 Epoch 1: train loss 0.6864274581273396 Epoch 1: val loss 0.6905243396759033 Epoch 2: train loss 0.6715758005777995 Epoch 2: val loss 0.6881229281425476 Epoch 3: train loss 0.6651928981145223 Epoch 3: val loss 0.6840110421180725 Epoch 4: train loss 0.6593112786610921 Epoch 4: val loss 0.6820933818817139 Epoch 5: train loss 0.6601400534311931 Epoch 5: val loss 0.6809079647064209 Epoch 6: train loss 0.6543265342712402 Epoch 6: val loss 0.6863319873809814 Epoch 7: train loss 0.6325311303138733 Epoch 7: val loss 0.6787910461425781 Epoch 8: train loss 0.6440969109535217 Epoch 8: val loss 0.6773680448532104 Epoch 9: train loss 0.6326459527015686 Epoch 9: val loss 0.6725701689720154 Epoch 10: train loss 0.6268562197685241 Epoch 10: val loss 0.6803186535835266 Epoch 11: train loss 0.6170276780923207 Epoch 11: val loss 0.6847626566886902 Epoch 12: train loss 0.6173169314861298 Epoch 12: val loss 0.6706414222717285 Epoch 13: train loss 0.6125390768051148 Epoch 13: val loss 0.6874362230300903 Epoch 14: train loss 0.6272778669993083 Epoch 14: val loss 0.6769850254058838 Epoch 15: train loss 0.629120671749115 Epoch 15: val loss 0.6717746257781982 Epoch 16: train loss 0.608632230758667 Epoch 16: val loss 0.675738513469696 Epoch 17: train loss 0.629470964272817 Epoch 17: val loss 0.6720266938209534
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930204538198618 Epoch 0: val loss 0.6971749067306519 Epoch 1: train loss 0.6764442920684814 Epoch 1: val loss 0.6912281513214111 Epoch 2: train loss 0.6784789608075068 Epoch 2: val loss 0.688624918460846 Epoch 3: train loss 0.6594624060850877 Epoch 3: val loss 0.6837740540504456 Epoch 4: train loss 0.6563656238409189 Epoch 4: val loss 0.6822657585144043 Epoch 5: train loss 0.6614804955629202 Epoch 5: val loss 0.6817569732666016 Epoch 6: train loss 0.6452824335831863 Epoch 6: val loss 0.6782240867614746 Epoch 7: train loss 0.6343156787065359 Epoch 7: val loss 0.6715583205223083 Epoch 8: train loss 0.6441717377075782 Epoch 8: val loss 0.6744154691696167 Epoch 9: train loss 0.6335769020594083 Epoch 9: val loss 0.6822826266288757 Epoch 10: train loss 0.6242187023162842 Epoch 10: val loss 0.6713831424713135 Epoch 11: train loss 0.6211736293939444 Epoch 11: val loss 0.6942338943481445 Epoch 12: train loss 0.6334024621890142 Epoch 12: val loss 0.6901984810829163 Epoch 13: train loss 0.6003641990514902 Epoch 13: val loss 0.6834565997123718 Epoch 14: train loss 0.5833060191227839 Epoch 14: val loss 0.6790128350257874 Epoch 15: train loss 0.6122454152657435 Epoch 15: val loss 0.6818399429321289 Epoch 16: train loss 0.5760926283322848 Epoch 16: val loss 0.6781914234161377 Epoch 17: train loss 0.6013172956613394 Epoch 17: val loss 0.6811337471008301 Epoch 18: train loss 0.5943528138674222 Epoch 18: val loss 0.6921498775482178 Epoch 19: train loss 0.5864848494529724 Epoch 19: val loss 0.6866602897644043 Epoch 20: train loss 0.5896156246845539 Epoch 20: val loss 0.6936824321746826 Epoch 21: train loss 0.5754256729896252 Epoch 21: val loss 0.6996886730194092 Epoch 22: train loss 0.5720713367828956 Epoch 22: val loss 0.6870641708374023 Epoch 23: train loss 0.5615147627316989 Epoch 23: val loss 0.7099891901016235 Epoch 24: train loss 0.5580384616668408 Epoch 24: val loss 0.7002444863319397
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6910084348458511 Epoch 0: val loss 0.6784331202507019 Epoch 1: train loss 0.6613507041564355 Epoch 1: val loss 0.6789283156394958 Epoch 2: train loss 0.6404174749667828 Epoch 2: val loss 0.6854388117790222 Epoch 3: train loss 0.6448679841481723 Epoch 3: val loss 0.6964210867881775 Epoch 4: train loss 0.6301239545528705 Epoch 4: val loss 0.7035117149353027 Epoch 5: train loss 0.6185314609454229 Epoch 5: val loss 0.7148170471191406 Epoch 6: train loss 0.6252698944165156 Epoch 6: val loss 0.7129460573196411 Epoch 7: train loss 0.6038263210883508 Epoch 7: val loss 0.7104532718658447 Epoch 8: train loss 0.6198936563271743 Epoch 8: val loss 0.7113874554634094 Epoch 9: train loss 0.6098870864281287 Epoch 9: val loss 0.7254467010498047 Epoch 10: train loss 0.6046811296389654 Epoch 10: val loss 0.724869966506958 Epoch 11: train loss 0.6077963067935064 Epoch 11: val loss 0.7107277512550354 Epoch 12: train loss 0.602469380085285 Epoch 12: val loss 0.730717658996582 Epoch 13: train loss 0.5946101041940542 Epoch 13: val loss 0.714712917804718 Epoch 14: train loss 0.5875480358417218 Epoch 14: val loss 0.7111935615539551 Epoch 15: train loss 0.5820275636819693 Epoch 15: val loss 0.7253996729850769 Epoch 16: train loss 0.5746150681605706 Epoch 16: val loss 0.7235650420188904 Epoch 17: train loss 0.5725389764859126 Epoch 17: val loss 0.7347328662872314 Epoch 18: train loss 0.5665788925611056 Epoch 18: val loss 0.7267637252807617 Epoch 19: train loss 0.5482212809415964 Epoch 19: val loss 0.7323299646377563 Epoch 20: train loss 0.5794842678766984 Epoch 20: val loss 0.7532253861427307 Epoch 21: train loss 0.5611188938984504 Epoch 21: val loss 0.7543855309486389 Epoch 22: train loss 0.5733394576953008 Epoch 22: val loss 0.7527762651443481 Epoch 23: train loss 0.5736796259880066 Epoch 23: val loss 0.7475729584693909 Epoch 24: train loss 0.5667634491737072 Epoch 24: val loss 0.746350884437561
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6950477866026071 Epoch 0: val loss 0.6886353492736816 Epoch 1: train loss 0.6827832827201257 Epoch 1: val loss 0.6829992532730103 Epoch 2: train loss 0.6716656409777128 Epoch 2: val loss 0.6784850358963013 Epoch 3: train loss 0.6598653334837693 Epoch 3: val loss 0.6753951907157898 Epoch 4: train loss 0.6608021626105676 Epoch 4: val loss 0.675761342048645 Epoch 5: train loss 0.6538866116450384 Epoch 5: val loss 0.6725454330444336 Epoch 6: train loss 0.6415792611929086 Epoch 6: val loss 0.6711052656173706 Epoch 7: train loss 0.6486632365446824 Epoch 7: val loss 0.6716548800468445 Epoch 8: train loss 0.633804821051084 Epoch 8: val loss 0.6653037071228027 Epoch 9: train loss 0.631921846133012 Epoch 9: val loss 0.6676269769668579 Epoch 10: train loss 0.628239278609936 Epoch 10: val loss 0.6597165465354919 Epoch 11: train loss 0.6283462735322806 Epoch 11: val loss 0.6577118635177612 Epoch 12: train loss 0.6230621108641992 Epoch 12: val loss 0.6583473086357117 Epoch 13: train loss 0.6144737142782944 Epoch 13: val loss 0.6584896445274353 Epoch 14: train loss 0.6183634767165551 Epoch 14: val loss 0.6608625054359436 Epoch 15: train loss 0.6251868147116441 Epoch 15: val loss 0.6585916876792908 Epoch 16: train loss 0.610608880336468 Epoch 16: val loss 0.6565591096878052 Epoch 17: train loss 0.6194046896237594 Epoch 17: val loss 0.6592279672622681 Epoch 18: train loss 0.5991698595193716 Epoch 18: val loss 0.6534965634346008 Epoch 19: train loss 0.5980804608418391 Epoch 19: val loss 0.64645916223526 Epoch 20: train loss 0.6113858268811152 Epoch 20: val loss 0.6465755105018616 Epoch 21: train loss 0.5961726009845734 Epoch 21: val loss 0.6510434150695801 Epoch 22: train loss 0.5924478127406194 Epoch 22: val loss 0.6464259028434753 Epoch 23: train loss 0.5968386072378892 Epoch 23: val loss 0.6514661908149719 Epoch 24: train loss 0.5919405405337994 Epoch 24: val loss 0.6478123664855957
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6831706762313843 Epoch 0: val loss 0.6897187232971191 Epoch 1: train loss 0.678518648330982 Epoch 1: val loss 0.6826920509338379 Epoch 2: train loss 0.6642797451752883 Epoch 2: val loss 0.679137647151947 Epoch 3: train loss 0.6590045782235953 Epoch 3: val loss 0.6771859526634216 Epoch 4: train loss 0.6533225453816928 Epoch 4: val loss 0.677444338798523 Epoch 5: train loss 0.6427967777618995 Epoch 5: val loss 0.6760292053222656 Epoch 6: train loss 0.6361978099896357 Epoch 6: val loss 0.6749870181083679 Epoch 7: train loss 0.6272143767430232 Epoch 7: val loss 0.6725155115127563 Epoch 8: train loss 0.627193652666532 Epoch 8: val loss 0.6717341542243958 Epoch 9: train loss 0.6221494812231797 Epoch 9: val loss 0.6721740961074829 Epoch 10: train loss 0.6337565550437341 Epoch 10: val loss 0.6705201864242554 Epoch 11: train loss 0.6078579976008489 Epoch 11: val loss 0.6703819036483765 Epoch 12: train loss 0.6066782772541046 Epoch 12: val loss 0.6714133024215698 Epoch 13: train loss 0.6240573112781231 Epoch 13: val loss 0.6698402762413025 Epoch 14: train loss 0.6020353436470032 Epoch 14: val loss 0.6616575121879578 Epoch 15: train loss 0.6014153384245359 Epoch 15: val loss 0.6636816263198853 Epoch 16: train loss 0.5820720058221084 Epoch 16: val loss 0.6662685871124268 Epoch 17: train loss 0.598230786048449 Epoch 17: val loss 0.6600342392921448 Epoch 18: train loss 0.5995048467929547 Epoch 18: val loss 0.6739228367805481 Epoch 19: train loss 0.5924951938482431 Epoch 19: val loss 0.6620951294898987 Epoch 20: train loss 0.5806217124828925 Epoch 20: val loss 0.6574845314025879 Epoch 21: train loss 0.5913822650909424 Epoch 21: val loss 0.6611337661743164 Epoch 22: train loss 0.5772424592421606 Epoch 22: val loss 0.6625652313232422 Epoch 23: train loss 0.5927451230012454 Epoch 23: val loss 0.6574230194091797 Epoch 24: train loss 0.582822166956388 Epoch 24: val loss 0.6564526557922363
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7041144090540269 Epoch 0: val loss 0.7010741829872131 Epoch 1: train loss 0.6905118437374339 Epoch 1: val loss 0.6973289847373962 Epoch 2: train loss 0.6851432779256035 Epoch 2: val loss 0.6936531066894531 Epoch 3: train loss 0.6763280209373025 Epoch 3: val loss 0.6939566135406494 Epoch 4: train loss 0.6733992695808411 Epoch 4: val loss 0.6895239353179932 Epoch 5: train loss 0.6538424141266767 Epoch 5: val loss 0.6856776475906372 Epoch 6: train loss 0.6646039345685173 Epoch 6: val loss 0.6798566579818726 Epoch 7: train loss 0.6556015821064219 Epoch 7: val loss 0.6756410598754883 Epoch 8: train loss 0.6494318597456988 Epoch 8: val loss 0.6687405705451965 Epoch 9: train loss 0.6442345556090859 Epoch 9: val loss 0.6641649007797241 Epoch 10: train loss 0.6308695428511676 Epoch 10: val loss 0.6606183052062988 Epoch 11: train loss 0.6351813183111303 Epoch 11: val loss 0.6648439168930054 Epoch 12: train loss 0.6220389499383814 Epoch 12: val loss 0.6566864252090454 Epoch 13: train loss 0.6301750365425559 Epoch 13: val loss 0.6590611934661865 Epoch 14: train loss 0.6097604369415957 Epoch 14: val loss 0.6556857824325562 Epoch 15: train loss 0.613136994488099 Epoch 15: val loss 0.6582794189453125 Epoch 16: train loss 0.6191309585290796 Epoch 16: val loss 0.662155270576477 Epoch 17: train loss 0.6194038619013393 Epoch 17: val loss 0.6573861241340637 Epoch 18: train loss 0.6039770000121173 Epoch 18: val loss 0.6551457047462463
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6934193670749664 Epoch 0: val loss 0.7034696936607361 Epoch 1: train loss 0.6919544140497843 Epoch 1: val loss 0.7030961513519287 Epoch 2: train loss 0.6960188895463943 Epoch 2: val loss 0.7031775116920471 Epoch 3: train loss 0.6820675035317739 Epoch 3: val loss 0.7035632729530334 Epoch 4: train loss 0.6829585035641988 Epoch 4: val loss 0.7026978731155396 Epoch 5: train loss 0.6700234661499659 Epoch 5: val loss 0.6997377872467041 Epoch 6: train loss 0.6748086363077164 Epoch 6: val loss 0.6989636421203613 Epoch 7: train loss 0.6646858851114908 Epoch 7: val loss 0.7021538615226746 Epoch 8: train loss 0.6701649179061254 Epoch 8: val loss 0.7004643678665161 Epoch 9: train loss 0.6643852889537811 Epoch 9: val loss 0.7009021043777466 Epoch 10: train loss 0.6566116760174433 Epoch 10: val loss 0.7003757953643799 Epoch 11: train loss 0.6449329902728399 Epoch 11: val loss 0.6982446908950806 Epoch 12: train loss 0.6440476576487223 Epoch 12: val loss 0.6995342373847961 Epoch 13: train loss 0.6517907728751501 Epoch 13: val loss 0.6981072425842285 Epoch 14: train loss 0.6316704750061035 Epoch 14: val loss 0.6962018013000488 Epoch 15: train loss 0.6506128460168839 Epoch 15: val loss 0.6944740414619446 Epoch 16: train loss 0.641953761378924 Epoch 16: val loss 0.6938903331756592 Epoch 17: train loss 0.6396129180987676 Epoch 17: val loss 0.6939800977706909 Epoch 18: train loss 0.6332860837380091 Epoch 18: val loss 0.6953610777854919 Epoch 19: train loss 0.6263718903064728 Epoch 19: val loss 0.6966707706451416 Epoch 20: train loss 0.6119609773159027 Epoch 20: val loss 0.6983259320259094 Epoch 21: train loss 0.6123234778642654 Epoch 21: val loss 0.7025507092475891 Epoch 22: train loss 0.612128218015035 Epoch 22: val loss 0.703886091709137 Epoch 23: train loss 0.5945170223712921 Epoch 23: val loss 0.7020094394683838 Epoch 24: train loss 0.6189819475015005 Epoch 24: val loss 0.700730562210083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7008921603361765 Epoch 0: val loss 0.6953063011169434 Epoch 1: train loss 0.6910334179798762 Epoch 1: val loss 0.6921411156654358 Epoch 2: train loss 0.6813119997580847 Epoch 2: val loss 0.6888840794563293 Epoch 3: train loss 0.6843995054562887 Epoch 3: val loss 0.6864787340164185 Epoch 4: train loss 0.6819933851559957 Epoch 4: val loss 0.6850200891494751 Epoch 5: train loss 0.6791559060414633 Epoch 5: val loss 0.6831790804862976 Epoch 6: train loss 0.6695739030838013 Epoch 6: val loss 0.6815557479858398 Epoch 7: train loss 0.670664593577385 Epoch 7: val loss 0.6779174208641052 Epoch 8: train loss 0.6650084207455317 Epoch 8: val loss 0.677391767501831 Epoch 9: train loss 0.6577299386262894 Epoch 9: val loss 0.6742674112319946 Epoch 10: train loss 0.6602799942096075 Epoch 10: val loss 0.6689819097518921 Epoch 11: train loss 0.6513871004184087 Epoch 11: val loss 0.6679403185844421 Epoch 12: train loss 0.647133986155192 Epoch 12: val loss 0.6673989295959473 Epoch 13: train loss 0.6480134874582291 Epoch 13: val loss 0.6640402674674988 Epoch 14: train loss 0.640770360827446 Epoch 14: val loss 0.6654178500175476 Epoch 15: train loss 0.6416207949320475 Epoch 15: val loss 0.6647077202796936 Epoch 16: train loss 0.6348449985186259 Epoch 16: val loss 0.6671921014785767 Epoch 17: train loss 0.6266284411152204 Epoch 17: val loss 0.6667446494102478 Epoch 18: train loss 0.6324634104967117 Epoch 18: val loss 0.6638193130493164 Epoch 19: train loss 0.6314516762892405 Epoch 19: val loss 0.6599672436714172 Epoch 20: train loss 0.6227747748295466 Epoch 20: val loss 0.6654312610626221 Epoch 21: train loss 0.6222537110249201 Epoch 21: val loss 0.6705923676490784 Epoch 22: train loss 0.6098960737387339 Epoch 22: val loss 0.6762552857398987 Epoch 23: train loss 0.6106663296620051 Epoch 23: val loss 0.6725817322731018 Epoch 24: train loss 0.6146985441446304 Epoch 24: val loss 0.677247941493988
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7064464092254639 Epoch 0: val loss 0.6878388524055481 Epoch 1: train loss 0.6874092568953832 Epoch 1: val loss 0.6852418184280396 Epoch 2: train loss 0.6796156813700994 Epoch 2: val loss 0.6866956353187561 Epoch 3: train loss 0.6740278700987498 Epoch 3: val loss 0.6903560161590576 Epoch 4: train loss 0.6768948833147684 Epoch 4: val loss 0.6933287978172302 Epoch 5: train loss 0.6751135289669037 Epoch 5: val loss 0.6953540444374084 Epoch 6: train loss 0.6679429411888123 Epoch 6: val loss 0.6943420767784119 Epoch 7: train loss 0.6681383599837621 Epoch 7: val loss 0.6929206848144531 Epoch 8: train loss 0.6657390495141348 Epoch 8: val loss 0.6941272616386414 Epoch 9: train loss 0.6649723947048187 Epoch 9: val loss 0.6950222849845886 Epoch 10: train loss 0.6570964306592941 Epoch 10: val loss 0.700048565864563 Epoch 11: train loss 0.647768701116244 Epoch 11: val loss 0.7040387392044067 Epoch 12: train loss 0.6500038504600525 Epoch 12: val loss 0.7057319283485413 Epoch 13: train loss 0.6553370406230291 Epoch 13: val loss 0.7039377093315125 Epoch 14: train loss 0.6598829428354899 Epoch 14: val loss 0.7036898732185364 Epoch 15: train loss 0.6464761147896448 Epoch 15: val loss 0.7081640362739563 Epoch 16: train loss 0.6438668419917425 Epoch 16: val loss 0.7125809788703918 Epoch 17: train loss 0.6478908360004425 Epoch 17: val loss 0.7193192839622498 Epoch 18: train loss 0.6294005314509074 Epoch 18: val loss 0.7220541834831238 Epoch 19: train loss 0.6250510116418203 Epoch 19: val loss 0.7170614004135132 Epoch 20: train loss 0.6362175593773524 Epoch 20: val loss 0.7177796959877014 Epoch 21: train loss 0.6288373718659083 Epoch 21: val loss 0.7165436744689941 Epoch 22: train loss 0.6303680737813314 Epoch 22: val loss 0.7185065150260925 Epoch 23: train loss 0.6059666822353998 Epoch 23: val loss 0.72557133436203 Epoch 24: train loss 0.633145143588384 Epoch 24: val loss 0.7318976521492004
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7082624584436417 Epoch 0: val loss 0.7066826224327087 Epoch 1: train loss 0.6993427773316702 Epoch 1: val loss 0.7026306390762329 Epoch 2: train loss 0.6876320640246073 Epoch 2: val loss 0.6975393295288086 Epoch 3: train loss 0.6884440978368124 Epoch 3: val loss 0.6964948177337646 Epoch 4: train loss 0.6872843106587728 Epoch 4: val loss 0.6950355768203735 Epoch 5: train loss 0.675758937994639 Epoch 5: val loss 0.69387286901474 Epoch 6: train loss 0.6751986195643743 Epoch 6: val loss 0.6939736008644104 Epoch 7: train loss 0.6645317375659943 Epoch 7: val loss 0.6919687986373901 Epoch 8: train loss 0.6686379462480545 Epoch 8: val loss 0.6926634311676025 Epoch 9: train loss 0.6749790360530218 Epoch 9: val loss 0.692267119884491 Epoch 10: train loss 0.6582258492708206 Epoch 10: val loss 0.6912787556648254 Epoch 11: train loss 0.6584977755943934 Epoch 11: val loss 0.6882423758506775 Epoch 12: train loss 0.6630345284938812 Epoch 12: val loss 0.6882695555686951 Epoch 13: train loss 0.6601472447315851 Epoch 13: val loss 0.6861101984977722 Epoch 14: train loss 0.6380955924590429 Epoch 14: val loss 0.6855992674827576 Epoch 15: train loss 0.6516602585713068 Epoch 15: val loss 0.6847593188285828 Epoch 16: train loss 0.6350377947092056 Epoch 16: val loss 0.6869343519210815 Epoch 17: train loss 0.6423579851786295 Epoch 17: val loss 0.6852196455001831 Epoch 18: train loss 0.6396871556838354 Epoch 18: val loss 0.684604287147522 Epoch 19: train loss 0.6451817949612936 Epoch 19: val loss 0.6831563711166382 Epoch 20: train loss 0.6334661841392517 Epoch 20: val loss 0.6836380958557129 Epoch 21: train loss 0.634852002064387 Epoch 21: val loss 0.684632420539856 Epoch 22: train loss 0.6376611540714899 Epoch 22: val loss 0.6884549856185913 Epoch 23: train loss 0.6353473464647929 Epoch 23: val loss 0.6925787329673767 Epoch 24: train loss 0.6384800722201666 Epoch 24: val loss 0.690909743309021
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7044056132435799 Epoch 0: val loss 0.675703763961792 Epoch 1: train loss 0.6890045516192913 Epoch 1: val loss 0.6698435544967651 Epoch 2: train loss 0.6871140524744987 Epoch 2: val loss 0.6657279133796692 Epoch 3: train loss 0.6878853179514408 Epoch 3: val loss 0.6655879020690918 Epoch 4: train loss 0.6811235770583153 Epoch 4: val loss 0.6625315546989441 Epoch 5: train loss 0.6758107431232929 Epoch 5: val loss 0.6571878790855408 Epoch 6: train loss 0.6727377139031887 Epoch 6: val loss 0.6509439945220947 Epoch 7: train loss 0.6799181774258614 Epoch 7: val loss 0.6528933644294739 Epoch 8: train loss 0.6685365177690983 Epoch 8: val loss 0.6544779539108276 Epoch 9: train loss 0.6630706451833248 Epoch 9: val loss 0.6513508558273315 Epoch 10: train loss 0.6601728983223438 Epoch 10: val loss 0.6523838639259338 Epoch 11: train loss 0.6567794717848301 Epoch 11: val loss 0.6531729102134705 Epoch 12: train loss 0.6569455824792385 Epoch 12: val loss 0.6487758755683899 Epoch 13: train loss 0.6496995873749256 Epoch 13: val loss 0.6492880582809448 Epoch 14: train loss 0.6444324590265751 Epoch 14: val loss 0.6558618545532227 Epoch 15: train loss 0.6371721215546131 Epoch 15: val loss 0.6513460278511047 Epoch 16: train loss 0.6385498829185963 Epoch 16: val loss 0.6481019854545593 Epoch 17: train loss 0.6368612982332706 Epoch 17: val loss 0.6563957929611206 Epoch 18: train loss 0.6175693832337856 Epoch 18: val loss 0.6576232314109802 Epoch 19: train loss 0.6291570700705051 Epoch 19: val loss 0.6449942588806152 Epoch 20: train loss 0.6240273006260395 Epoch 20: val loss 0.6575500965118408
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
5 Epoch 0: train loss 0.6935643809182304 Epoch 0: val loss 0.6596994400024414 Epoch 1: train loss 0.6595123154776437 Epoch 1: val loss 0.6510846614837646 Epoch 2: train loss 0.6448148829596383 Epoch 2: val loss 0.639356791973114 Epoch 3: train loss 0.6209170477730888 Epoch 3: val loss 0.6279821991920471 Epoch 4: train loss 0.5975916130202157 Epoch 4: val loss 0.6190131306648254 Epoch 5: train loss 0.5885572220597949 Epoch 5: val loss 0.611524224281311 Epoch 6: train loss 0.573054334947041 Epoch 6: val loss 0.606850802898407 Epoch 7: train loss 0.6156083004815238 Epoch 7: val loss 0.60337895154953 Epoch 8: train loss 0.6100161416190011 Epoch 8: val loss 0.6010040640830994 Epoch 9: train loss 0.5427754606519427 Epoch 9: val loss 0.6015248894691467 Epoch 10: train loss 0.5567493055547986 Epoch 10: val loss 0.6017162203788757 Epoch 11: train loss 0.5605672597885132 Epoch 11: val loss 0.6025383472442627 Epoch 12: train loss 0.5869257194655282 Epoch 12: val loss 0.6038551926612854 Epoch 13: train loss 0.5383552227701459 Epoch 13: val loss 0.6070842742919922 Epoch 14: train loss 0.5034325633730207 Epoch 14: val loss 0.6110312342643738 Epoch 15: train loss 0.5383404833929879 Epoch 15: val loss 0.6152647733688354 Epoch 16: train loss 0.5491178972380502 Epoch 16: val loss 0.6221176385879517 Epoch 17: train loss 0.5569171054022652 Epoch 17: val loss 0.6276269555091858 Epoch 18: train loss 0.5833362298352378 Epoch 18: val loss 0.6347576975822449 Epoch 19: train loss 0.5227977590901511 Epoch 19: val loss 0.6385246515274048 Epoch 20: train loss 0.4964765523161207 Epoch 20: val loss 0.6411371231079102 Epoch 21: train loss 0.5080014552388873 Epoch 21: val loss 0.6484581828117371 Epoch 22: train loss 0.503759469304766 Epoch 22: val loss 0.6581479907035828 Epoch 23: train loss 0.49811694025993347 Epoch 23: val loss 0.6732378005981445 Epoch 24: train loss 0.5359247539724622 Epoch 24: val loss 0.6774300336837769
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6734190583229065 Epoch 0: val loss 0.6670480370521545 Epoch 1: train loss 0.64848621402468 Epoch 1: val loss 0.6409236788749695 Epoch 2: train loss 0.6170018102441516 Epoch 2: val loss 0.6207214593887329 Epoch 3: train loss 0.5967915994780404 Epoch 3: val loss 0.6078048944473267 Epoch 4: train loss 0.6546530638422284 Epoch 4: val loss 0.5974283814430237 Epoch 5: train loss 0.5713311518941607 Epoch 5: val loss 0.5928953289985657 Epoch 6: train loss 0.5999222312654767 Epoch 6: val loss 0.5875903964042664 Epoch 7: train loss 0.5622259080410004 Epoch 7: val loss 0.5811931490898132 Epoch 8: train loss 0.5560468264988491 Epoch 8: val loss 0.5726913809776306 Epoch 9: train loss 0.5782072629247393 Epoch 9: val loss 0.5633947849273682 Epoch 10: train loss 0.5499678892748696 Epoch 10: val loss 0.5562605857849121 Epoch 11: train loss 0.5303657523223332 Epoch 11: val loss 0.5489267706871033 Epoch 12: train loss 0.6058086710316795 Epoch 12: val loss 0.5427871346473694 Epoch 13: train loss 0.5394184419087001 Epoch 13: val loss 0.5436765551567078 Epoch 14: train loss 0.5799838772841862 Epoch 14: val loss 0.5444362163543701 Epoch 15: train loss 0.5645602132592883 Epoch 15: val loss 0.5430168509483337 Epoch 16: train loss 0.5566594515527997 Epoch 16: val loss 0.5396254658699036 Epoch 17: train loss 0.5150510541030339 Epoch 17: val loss 0.5362024903297424 Epoch 18: train loss 0.560168445110321 Epoch 18: val loss 0.5359684824943542 Epoch 19: train loss 0.5077595583030156 Epoch 19: val loss 0.532512366771698 Epoch 20: train loss 0.5165359548160008 Epoch 20: val loss 0.53131103515625 Epoch 21: train loss 0.5277479674134936 Epoch 21: val loss 0.5240710973739624 Epoch 22: train loss 0.50947334085192 Epoch 22: val loss 0.5289856791496277 Epoch 23: train loss 0.5285143341336932 Epoch 23: val loss 0.5202644467353821 Epoch 24: train loss 0.49211702602250235 Epoch 24: val loss 0.5208282470703125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6732761859893799 Epoch 0: val loss 0.6217425465583801 Epoch 1: train loss 0.6463326982089451 Epoch 1: val loss 0.6069244742393494 Epoch 2: train loss 0.6075831609112876 Epoch 2: val loss 0.5988660454750061 Epoch 3: train loss 0.6106011101177761 Epoch 3: val loss 0.5945888757705688 Epoch 4: train loss 0.6046758038657052 Epoch 4: val loss 0.5849437713623047 Epoch 5: train loss 0.5844742740903582 Epoch 5: val loss 0.5810868144035339 Epoch 6: train loss 0.593065619468689 Epoch 6: val loss 0.5745347738265991 Epoch 7: train loss 0.5862339820180621 Epoch 7: val loss 0.5686713457107544 Epoch 8: train loss 0.5748489413942609 Epoch 8: val loss 0.5677684545516968 Epoch 9: train loss 0.5624369978904724 Epoch 9: val loss 0.567578911781311 Epoch 10: train loss 0.5708508661815098 Epoch 10: val loss 0.5695981383323669 Epoch 11: train loss 0.5761223648275647 Epoch 11: val loss 0.5764676332473755 Epoch 12: train loss 0.5578190769468035 Epoch 12: val loss 0.5733661651611328 Epoch 13: train loss 0.6087394527026585 Epoch 13: val loss 0.5704520344734192 Epoch 14: train loss 0.5617669139589582 Epoch 14: val loss 0.572087287902832 Epoch 15: train loss 0.5380725562572479 Epoch 15: val loss 0.5734634399414062 Epoch 16: train loss 0.553011668579919 Epoch 16: val loss 0.5753297209739685 Epoch 17: train loss 0.5301440060138702 Epoch 17: val loss 0.5720574259757996 Epoch 18: train loss 0.5002074837684631 Epoch 18: val loss 0.5724180936813354 Epoch 19: train loss 0.5209078192710876 Epoch 19: val loss 0.5751374363899231 Epoch 20: train loss 0.5181929383959089 Epoch 20: val loss 0.5812456011772156 Epoch 21: train loss 0.5113317881311689 Epoch 21: val loss 0.5853764414787292 Epoch 22: train loss 0.5159711412021092 Epoch 22: val loss 0.5901585817337036 Epoch 23: train loss 0.5241916988577161 Epoch 23: val loss 0.5938215851783752 Epoch 24: train loss 0.4857745128018515 Epoch 24: val loss 0.5899382829666138
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6926170672689166 Epoch 0: val loss 0.6852366924285889 Epoch 1: train loss 0.6410075000354222 Epoch 1: val loss 0.6771065592765808 Epoch 2: train loss 0.620439452784402 Epoch 2: val loss 0.6695502996444702 Epoch 3: train loss 0.6276341506413051 Epoch 3: val loss 0.664305567741394 Epoch 4: train loss 0.5869304197175162 Epoch 4: val loss 0.6621103882789612 Epoch 5: train loss 0.5804181184087481 Epoch 5: val loss 0.659718930721283 Epoch 6: train loss 0.5706919346536908 Epoch 6: val loss 0.6561080813407898 Epoch 7: train loss 0.564608748470034 Epoch 7: val loss 0.6483600735664368 Epoch 8: train loss 0.5600586533546448 Epoch 8: val loss 0.6445797681808472 Epoch 9: train loss 0.5454474304403577 Epoch 9: val loss 0.6343282461166382 Epoch 10: train loss 0.5416083250726972 Epoch 10: val loss 0.6327019929885864 Epoch 11: train loss 0.5101768842765263 Epoch 11: val loss 0.6377195119857788 Epoch 12: train loss 0.48440817424229216 Epoch 12: val loss 0.6446148753166199 Epoch 13: train loss 0.5761058756283352 Epoch 13: val loss 0.6584901213645935 Epoch 14: train loss 0.5183360491480146 Epoch 14: val loss 0.6553066372871399 Epoch 15: train loss 0.5484175256320408 Epoch 15: val loss 0.6316077709197998 Epoch 16: train loss 0.5087295132023948 Epoch 16: val loss 0.6128482222557068 Epoch 17: train loss 0.5274662290300641 Epoch 17: val loss 0.6107026934623718 Epoch 18: train loss 0.5103809663227626 Epoch 18: val loss 0.6133992671966553 Epoch 19: train loss 0.4842028532709394 Epoch 19: val loss 0.6068184971809387 Epoch 20: train loss 0.532377187694822 Epoch 20: val loss 0.6210951209068298 Epoch 21: train loss 0.47544524499348234 Epoch 21: val loss 0.6267102956771851 Epoch 22: train loss 0.4793474929673331 Epoch 22: val loss 0.611298680305481 Epoch 23: train loss 0.4839484180722918 Epoch 23: val loss 0.6211257576942444 Epoch 24: train loss 0.49660750372069223 Epoch 24: val loss 0.6183868646621704
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6904744572109647 Epoch 0: val loss 0.6786439418792725 Epoch 1: train loss 0.6622583270072937 Epoch 1: val loss 0.6650594472885132 Epoch 2: train loss 0.6552527546882629 Epoch 2: val loss 0.6498776078224182 Epoch 3: train loss 0.6330467992358737 Epoch 3: val loss 0.6397355794906616 Epoch 4: train loss 0.621607138050927 Epoch 4: val loss 0.6231715679168701 Epoch 5: train loss 0.6282746858066983 Epoch 5: val loss 0.6204752922058105 Epoch 6: train loss 0.591750035683314 Epoch 6: val loss 0.6204603314399719 Epoch 7: train loss 0.58978404601415 Epoch 7: val loss 0.5970688462257385 Epoch 8: train loss 0.6098246574401855 Epoch 8: val loss 0.6008923053741455 Epoch 9: train loss 0.5661968886852264 Epoch 9: val loss 0.5977292060852051 Epoch 10: train loss 0.5696371727519565 Epoch 10: val loss 0.6121910214424133 Epoch 11: train loss 0.5593840380509695 Epoch 11: val loss 0.6206539273262024 Epoch 12: train loss 0.5939236481984457 Epoch 12: val loss 0.6195529699325562 Epoch 13: train loss 0.5448776649104224 Epoch 13: val loss 0.6342390775680542 Epoch 14: train loss 0.5493768751621246 Epoch 14: val loss 0.629426896572113 Epoch 15: train loss 0.586071166727278 Epoch 15: val loss 0.641448974609375
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957288905978203 Epoch 0: val loss 0.6805262565612793 Epoch 1: train loss 0.6828302815556526 Epoch 1: val loss 0.6696810722351074 Epoch 2: train loss 0.6597301736474037 Epoch 2: val loss 0.6568166017532349 Epoch 3: train loss 0.6440630108118057 Epoch 3: val loss 0.6435335278511047 Epoch 4: train loss 0.6204753071069717 Epoch 4: val loss 0.6290388107299805 Epoch 5: train loss 0.5980847999453545 Epoch 5: val loss 0.6148382425308228 Epoch 6: train loss 0.5869345143437386 Epoch 6: val loss 0.6015790104866028 Epoch 7: train loss 0.5660113170742989 Epoch 7: val loss 0.5873273015022278 Epoch 8: train loss 0.5588236749172211 Epoch 8: val loss 0.573997974395752 Epoch 9: train loss 0.5427053421735764 Epoch 9: val loss 0.5641213655471802 Epoch 10: train loss 0.5054896287620068 Epoch 10: val loss 0.5514136552810669 Epoch 11: train loss 0.4861525371670723 Epoch 11: val loss 0.5350489616394043 Epoch 12: train loss 0.4886544197797775 Epoch 12: val loss 0.518994152545929 Epoch 13: train loss 0.48622069880366325 Epoch 13: val loss 0.5167098641395569 Epoch 14: train loss 0.4676871709525585 Epoch 14: val loss 0.5156973004341125 Epoch 15: train loss 0.4649795927107334 Epoch 15: val loss 0.5205240249633789 Epoch 16: train loss 0.44957245141267776 Epoch 16: val loss 0.5212944149971008 Epoch 17: train loss 0.4446456991136074 Epoch 17: val loss 0.5251539945602417 Epoch 18: train loss 0.42723917216062546 Epoch 18: val loss 0.5172868967056274 Epoch 19: train loss 0.4373195841908455 Epoch 19: val loss 0.5105400681495667 Epoch 20: train loss 0.43404216319322586 Epoch 20: val loss 0.5146895051002502 Epoch 21: train loss 0.4371243789792061 Epoch 21: val loss 0.5231041312217712 Epoch 22: train loss 0.41232565604150295 Epoch 22: val loss 0.5227508544921875 Epoch 23: train loss 0.4383460022509098 Epoch 23: val loss 0.521243155002594 Epoch 24: train loss 0.4081736672669649 Epoch 24: val loss 0.524399995803833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6588951796293259 Epoch 0: val loss 0.6310031414031982 Epoch 1: train loss 0.6394154354929924 Epoch 1: val loss 0.6166731119155884 Epoch 2: train loss 0.6158699542284012 Epoch 2: val loss 0.6005221605300903 Epoch 3: train loss 0.5988245978951454 Epoch 3: val loss 0.5863603353500366 Epoch 4: train loss 0.5905119627714157 Epoch 4: val loss 0.5739614963531494 Epoch 5: train loss 0.5722316093742847 Epoch 5: val loss 0.5609022378921509 Epoch 6: train loss 0.5469638891518116 Epoch 6: val loss 0.5450361371040344 Epoch 7: train loss 0.5308803133666515 Epoch 7: val loss 0.5355686545372009 Epoch 8: train loss 0.5290593132376671 Epoch 8: val loss 0.5200893878936768 Epoch 9: train loss 0.5303297154605389 Epoch 9: val loss 0.5150650143623352 Epoch 10: train loss 0.5235155001282692 Epoch 10: val loss 0.5189185738563538 Epoch 11: train loss 0.5216893926262856 Epoch 11: val loss 0.5202888250350952 Epoch 12: train loss 0.5069771446287632 Epoch 12: val loss 0.5131635665893555 Epoch 13: train loss 0.5278930030763149 Epoch 13: val loss 0.5215040445327759 Epoch 14: train loss 0.5063733421266079 Epoch 14: val loss 0.5142368078231812 Epoch 15: train loss 0.48713352903723717 Epoch 15: val loss 0.5203525424003601 Epoch 16: train loss 0.49197162315249443 Epoch 16: val loss 0.5202493667602539 Epoch 17: train loss 0.46835655346512794 Epoch 17: val loss 0.5180235505104065 Epoch 18: train loss 0.4602879732847214 Epoch 18: val loss 0.5133380889892578 Epoch 19: train loss 0.4844425804913044 Epoch 19: val loss 0.5148754119873047 Epoch 20: train loss 0.4491635225713253 Epoch 20: val loss 0.524966299533844 Epoch 21: train loss 0.4627063423395157 Epoch 21: val loss 0.5185776948928833 Epoch 22: train loss 0.45188456401228905 Epoch 22: val loss 0.5122824311256409 Epoch 23: train loss 0.43653203919529915 Epoch 23: val loss 0.5132254362106323 Epoch 24: train loss 0.425076387822628 Epoch 24: val loss 0.5143741965293884
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992722302675247 Epoch 0: val loss 0.6797817349433899 Epoch 1: train loss 0.6655822545289993 Epoch 1: val loss 0.655324399471283 Epoch 2: train loss 0.6466582491993904 Epoch 2: val loss 0.6365619897842407 Epoch 3: train loss 0.6193466112017632 Epoch 3: val loss 0.6153672933578491 Epoch 4: train loss 0.6028431281447411 Epoch 4: val loss 0.5945179462432861 Epoch 5: train loss 0.5971174612641335 Epoch 5: val loss 0.5755675435066223 Epoch 6: train loss 0.5736368484795094 Epoch 6: val loss 0.5524654388427734 Epoch 7: train loss 0.5606165193021297 Epoch 7: val loss 0.533090353012085 Epoch 8: train loss 0.5430091209709644 Epoch 8: val loss 0.5221544504165649 Epoch 9: train loss 0.535847257822752 Epoch 9: val loss 0.5135708451271057 Epoch 10: train loss 0.5236337520182133 Epoch 10: val loss 0.5100407004356384 Epoch 11: train loss 0.5006032846868038 Epoch 11: val loss 0.507119357585907 Epoch 12: train loss 0.5051473006606102 Epoch 12: val loss 0.499458372592926 Epoch 13: train loss 0.5183306448161602 Epoch 13: val loss 0.5001379251480103 Epoch 14: train loss 0.5032772645354271 Epoch 14: val loss 0.501396656036377 Epoch 15: train loss 0.5138940401375294 Epoch 15: val loss 0.5022009611129761 Epoch 16: train loss 0.49899645522236824 Epoch 16: val loss 0.5030237436294556 Epoch 17: train loss 0.47834328189492226 Epoch 17: val loss 0.5040342807769775 Epoch 18: train loss 0.5009108819067478 Epoch 18: val loss 0.5073493719100952 Epoch 19: train loss 0.4943118132650852 Epoch 19: val loss 0.5052955150604248 Epoch 20: train loss 0.4893723540008068 Epoch 20: val loss 0.501555860042572 Epoch 21: train loss 0.46277502179145813 Epoch 21: val loss 0.4985705018043518 Epoch 22: train loss 0.4558169022202492 Epoch 22: val loss 0.4935632646083832 Epoch 23: train loss 0.46086934953927994 Epoch 23: val loss 0.4938596189022064 Epoch 24: train loss 0.43746664747595787 Epoch 24: val loss 0.48857682943344116
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7135026156902313 Epoch 0: val loss 0.6772733330726624 Epoch 1: train loss 0.668340303003788 Epoch 1: val loss 0.6544688940048218 Epoch 2: train loss 0.6468155235052109 Epoch 2: val loss 0.6294187307357788 Epoch 3: train loss 0.6361378282308578 Epoch 3: val loss 0.6101387739181519 Epoch 4: train loss 0.6067684590816498 Epoch 4: val loss 0.5926351547241211 Epoch 5: train loss 0.588653638958931 Epoch 5: val loss 0.5784026980400085 Epoch 6: train loss 0.5823715627193451 Epoch 6: val loss 0.5682735443115234 Epoch 7: train loss 0.5500379242002964 Epoch 7: val loss 0.5588337779045105 Epoch 8: train loss 0.5386742167174816 Epoch 8: val loss 0.5554666519165039 Epoch 9: train loss 0.5341863743960857 Epoch 9: val loss 0.5449153780937195 Epoch 10: train loss 0.5243665985763073 Epoch 10: val loss 0.5373204946517944 Epoch 11: train loss 0.5072376057505608 Epoch 11: val loss 0.5357673764228821 Epoch 12: train loss 0.49147896841168404 Epoch 12: val loss 0.531919002532959 Epoch 13: train loss 0.49872271344065666 Epoch 13: val loss 0.5314080119132996 Epoch 14: train loss 0.5043365061283112 Epoch 14: val loss 0.5356315970420837 Epoch 15: train loss 0.47913646325469017 Epoch 15: val loss 0.5352877378463745 Epoch 16: train loss 0.4856468327343464 Epoch 16: val loss 0.5295076966285706 Epoch 17: train loss 0.49443384259939194 Epoch 17: val loss 0.5307722091674805 Epoch 18: train loss 0.4763524867594242 Epoch 18: val loss 0.529434323310852 Epoch 19: train loss 0.47699322924017906 Epoch 19: val loss 0.5279241800308228 Epoch 20: train loss 0.4749898426234722 Epoch 20: val loss 0.5310439467430115 Epoch 21: train loss 0.4508584178984165 Epoch 21: val loss 0.5333705544471741 Epoch 22: train loss 0.45788753777742386 Epoch 22: val loss 0.535588264465332 Epoch 23: train loss 0.45342157781124115 Epoch 23: val loss 0.5349283814430237 Epoch 24: train loss 0.4476484917104244 Epoch 24: val loss 0.534400224685669
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6490673531185497 Epoch 0: val loss 0.6316198110580444 Epoch 1: train loss 0.6272718472914263 Epoch 1: val loss 0.6105965971946716 Epoch 2: train loss 0.6024366129528392 Epoch 2: val loss 0.5862239599227905 Epoch 3: train loss 0.5728997859087858 Epoch 3: val loss 0.5658001899719238 Epoch 4: train loss 0.542795406146483 Epoch 4: val loss 0.5539660453796387 Epoch 5: train loss 0.5349737920544364 Epoch 5: val loss 0.5441851615905762 Epoch 6: train loss 0.5197952335531061 Epoch 6: val loss 0.5399137139320374 Epoch 7: train loss 0.5187647830356251 Epoch 7: val loss 0.5319784283638 Epoch 8: train loss 0.5113585076548837 Epoch 8: val loss 0.5314746499061584 Epoch 9: train loss 0.5040144649418917 Epoch 9: val loss 0.5347352027893066 Epoch 10: train loss 0.5396001826633107 Epoch 10: val loss 0.5220212340354919 Epoch 11: train loss 0.5015585259957747 Epoch 11: val loss 0.5253247618675232 Epoch 12: train loss 0.5082447014071725 Epoch 12: val loss 0.5164564847946167 Epoch 13: train loss 0.5117279074408791 Epoch 13: val loss 0.5175524950027466 Epoch 14: train loss 0.48826840790835296 Epoch 14: val loss 0.512008547782898 Epoch 15: train loss 0.49055027961730957 Epoch 15: val loss 0.5069037079811096 Epoch 16: train loss 0.46626209128986706 Epoch 16: val loss 0.5026269555091858 Epoch 17: train loss 0.4920650232921947 Epoch 17: val loss 0.5009596943855286 Epoch 18: train loss 0.4847170222889293 Epoch 18: val loss 0.4996378719806671 Epoch 19: train loss 0.4869487095962871 Epoch 19: val loss 0.5048121809959412 Epoch 20: train loss 0.4889719242399389 Epoch 20: val loss 0.49740999937057495 Epoch 21: train loss 0.4710821048779921 Epoch 21: val loss 0.5061135292053223 Epoch 22: train loss 0.46589626236395404 Epoch 22: val loss 0.5036824345588684
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6688871264457703 Epoch 0: val loss 0.6592096090316772 Epoch 1: train loss 0.6370436072349548 Epoch 1: val loss 0.6435474157333374 Epoch 2: train loss 0.60638068318367 Epoch 2: val loss 0.6307466626167297 Epoch 3: train loss 0.5982424557209015 Epoch 3: val loss 0.6136110424995422 Epoch 4: train loss 0.5924215495586396 Epoch 4: val loss 0.6039215326309204 Epoch 5: train loss 0.5634769827127457 Epoch 5: val loss 0.5911555290222168 Epoch 6: train loss 0.5345452070236206 Epoch 6: val loss 0.5767842531204224 Epoch 7: train loss 0.5267456352710724 Epoch 7: val loss 0.5671288967132568 Epoch 8: train loss 0.524652573466301 Epoch 8: val loss 0.5647990703582764 Epoch 9: train loss 0.49880152344703677 Epoch 9: val loss 0.5665544867515564 Epoch 10: train loss 0.4842145174741745 Epoch 10: val loss 0.5708765387535095 Epoch 11: train loss 0.46550660729408266 Epoch 11: val loss 0.5692778825759888 Epoch 12: train loss 0.4668394893407822 Epoch 12: val loss 0.5809572339057922 Epoch 13: train loss 0.47111517786979673 Epoch 13: val loss 0.5872185230255127 Epoch 14: train loss 0.4589671492576599 Epoch 14: val loss 0.5881432294845581 Epoch 15: train loss 0.4442068159580231 Epoch 15: val loss 0.5928311347961426 Epoch 16: train loss 0.45782609581947326 Epoch 16: val loss 0.5986210107803345 Epoch 17: train loss 0.45451650619506834 Epoch 17: val loss 0.6070684194564819 Epoch 18: train loss 0.45343267619609834 Epoch 18: val loss 0.6052795648574829 Epoch 19: train loss 0.47486965656280516 Epoch 19: val loss 0.5939923524856567 Epoch 20: train loss 0.4408052086830139 Epoch 20: val loss 0.582304060459137 Epoch 21: train loss 0.45118442475795745 Epoch 21: val loss 0.5836477875709534 Epoch 22: train loss 0.4279948264360428 Epoch 22: val loss 0.5854933261871338 Epoch 23: train loss 0.42905270755290986 Epoch 23: val loss 0.5928926467895508 Epoch 24: train loss 0.46605019867420194 Epoch 24: val loss 0.5859903693199158
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6986560702323914 Epoch 0: val loss 0.6799787878990173 Epoch 1: train loss 0.6822313964366913 Epoch 1: val loss 0.6565683484077454 Epoch 2: train loss 0.6378838956356049 Epoch 2: val loss 0.6328961253166199 Epoch 3: train loss 0.6293292462825775 Epoch 3: val loss 0.6074029207229614 Epoch 4: train loss 0.5937292397022247 Epoch 4: val loss 0.585930585861206 Epoch 5: train loss 0.5815764486789703 Epoch 5: val loss 0.5647402405738831 Epoch 6: train loss 0.5528445959091186 Epoch 6: val loss 0.5450544953346252 Epoch 7: train loss 0.5339006423950196 Epoch 7: val loss 0.5403012037277222 Epoch 8: train loss 0.534433051943779 Epoch 8: val loss 0.5369787812232971 Epoch 9: train loss 0.52991324365139 Epoch 9: val loss 0.5369186401367188 Epoch 10: train loss 0.5366864651441574 Epoch 10: val loss 0.5398256778717041 Epoch 11: train loss 0.5058489084243775 Epoch 11: val loss 0.5394182205200195 Epoch 12: train loss 0.5139179706573487 Epoch 12: val loss 0.5389516949653625 Epoch 13: train loss 0.5171086579561234 Epoch 13: val loss 0.5346782803535461 Epoch 14: train loss 0.5208714038133622 Epoch 14: val loss 0.5357985496520996 Epoch 15: train loss 0.4989760100841522 Epoch 15: val loss 0.5383033156394958 Epoch 16: train loss 0.499305784702301 Epoch 16: val loss 0.5457622408866882 Epoch 17: train loss 0.4940321534872055 Epoch 17: val loss 0.546271800994873 Epoch 18: train loss 0.5036287099123001 Epoch 18: val loss 0.5506569147109985 Epoch 19: train loss 0.49948301911354065 Epoch 19: val loss 0.55607008934021 Epoch 20: train loss 0.4841866582632065 Epoch 20: val loss 0.5584604144096375 Epoch 21: train loss 0.4643495440483093 Epoch 21: val loss 0.5592211484909058 Epoch 22: train loss 0.45818769931793213 Epoch 22: val loss 0.5647667050361633 Epoch 23: train loss 0.47564370930194855 Epoch 23: val loss 0.5680559277534485 Epoch 24: train loss 0.49087436497211456 Epoch 24: val loss 0.5687433481216431
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6908099293708801 Epoch 0: val loss 0.6519778370857239 Epoch 1: train loss 0.6327215015888215 Epoch 1: val loss 0.6192318201065063 Epoch 2: train loss 0.5835041403770447 Epoch 2: val loss 0.5969870090484619 Epoch 3: train loss 0.5640391796827317 Epoch 3: val loss 0.5851683020591736 Epoch 4: train loss 0.5310272127389908 Epoch 4: val loss 0.5820667147636414 Epoch 5: train loss 0.5395252346992493 Epoch 5: val loss 0.577462911605835 Epoch 6: train loss 0.5228324651718139 Epoch 6: val loss 0.5724571347236633 Epoch 7: train loss 0.5224692791700363 Epoch 7: val loss 0.5659525990486145 Epoch 8: train loss 0.5218118071556092 Epoch 8: val loss 0.5679094791412354 Epoch 9: train loss 0.5120537430047989 Epoch 9: val loss 0.5653748512268066 Epoch 10: train loss 0.5089407682418823 Epoch 10: val loss 0.5660666823387146 Epoch 11: train loss 0.5227494895458221 Epoch 11: val loss 0.5692022442817688 Epoch 12: train loss 0.48531648218631745 Epoch 12: val loss 0.5676372647285461 Epoch 13: train loss 0.49061976075172425 Epoch 13: val loss 0.5679819583892822 Epoch 14: train loss 0.5039089441299438 Epoch 14: val loss 0.5644662976264954 Epoch 15: train loss 0.49965269267559054 Epoch 15: val loss 0.5654852986335754 Epoch 16: train loss 0.5040530681610107 Epoch 16: val loss 0.566303014755249 Epoch 17: train loss 0.49759174287319186 Epoch 17: val loss 0.5659967064857483 Epoch 18: train loss 0.4693265497684479 Epoch 18: val loss 0.5657066702842712 Epoch 19: train loss 0.477970290184021 Epoch 19: val loss 0.5703744292259216 Epoch 20: train loss 0.4762436389923096 Epoch 20: val loss 0.5753628015518188 Epoch 21: train loss 0.48590753972530365 Epoch 21: val loss 0.576815664768219 Epoch 22: train loss 0.47607007920742034 Epoch 22: val loss 0.5716272592544556 Epoch 23: train loss 0.48818466663360593 Epoch 23: val loss 0.5618164539337158 Epoch 24: train loss 0.4986115276813507 Epoch 24: val loss 0.5616259574890137
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6561817049980163 Epoch 0: val loss 0.6551905274391174 Epoch 1: train loss 0.6437580227851868 Epoch 1: val loss 0.6343552470207214 Epoch 2: train loss 0.6319897711277008 Epoch 2: val loss 0.6136240363121033 Epoch 3: train loss 0.587433785200119 Epoch 3: val loss 0.5941805839538574 Epoch 4: train loss 0.5880855739116668 Epoch 4: val loss 0.5749172568321228 Epoch 5: train loss 0.555067104101181 Epoch 5: val loss 0.5596593618392944 Epoch 6: train loss 0.5390167742967605 Epoch 6: val loss 0.5452691912651062 Epoch 7: train loss 0.5378677487373352 Epoch 7: val loss 0.5341779589653015 Epoch 8: train loss 0.5323729157447815 Epoch 8: val loss 0.532852053642273 Epoch 9: train loss 0.5332614600658416 Epoch 9: val loss 0.5302013158798218 Epoch 10: train loss 0.507048299908638 Epoch 10: val loss 0.5250378847122192 Epoch 11: train loss 0.5355796962976456 Epoch 11: val loss 0.5197343230247498 Epoch 12: train loss 0.5383797764778138 Epoch 12: val loss 0.5197991132736206 Epoch 13: train loss 0.5096640080213547 Epoch 13: val loss 0.5207949876785278 Epoch 14: train loss 0.5260700702667236 Epoch 14: val loss 0.5182397365570068 Epoch 15: train loss 0.5126283645629883 Epoch 15: val loss 0.5201149582862854 Epoch 16: train loss 0.49841688871383666 Epoch 16: val loss 0.5209315419197083 Epoch 17: train loss 0.5225797355175018 Epoch 17: val loss 0.5201308131217957 Epoch 18: train loss 0.5019895374774933 Epoch 18: val loss 0.5198870301246643 Epoch 19: train loss 0.5390353173017501 Epoch 19: val loss 0.5166121125221252 Epoch 20: train loss 0.5125846624374389 Epoch 20: val loss 0.5119870901107788 Epoch 21: train loss 0.4913483649492264 Epoch 21: val loss 0.5086015462875366 Epoch 22: train loss 0.482084321975708 Epoch 22: val loss 0.5095639824867249 Epoch 23: train loss 0.5033228546380997 Epoch 23: val loss 0.5056163668632507 Epoch 24: train loss 0.4828845292329788 Epoch 24: val loss 0.5038042664527893
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6874264386984018 Epoch 0: val loss 0.6420238018035889 Epoch 1: train loss 0.5931788499538715 Epoch 1: val loss 0.5991000533103943 Epoch 2: train loss 0.5620305813275851 Epoch 2: val loss 0.5837744474411011 Epoch 3: train loss 0.5368991333704728 Epoch 3: val loss 0.5804864764213562 Epoch 4: train loss 0.5196709380700038 Epoch 4: val loss 0.578910231590271 Epoch 5: train loss 0.507637973015125 Epoch 5: val loss 0.5733252763748169 Epoch 6: train loss 0.5219587890001444 Epoch 6: val loss 0.5786236524581909 Epoch 7: train loss 0.5110954940319061 Epoch 7: val loss 0.58014315366745 Epoch 8: train loss 0.49766159745363087 Epoch 8: val loss 0.5778471827507019 Epoch 9: train loss 0.5235314323351934 Epoch 9: val loss 0.5710316300392151 Epoch 10: train loss 0.49669737311509937 Epoch 10: val loss 0.5743324160575867
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6929919189876981 Epoch 0: val loss 0.6735493540763855 Epoch 1: train loss 0.6749634941418966 Epoch 1: val loss 0.6700901985168457 Epoch 2: train loss 0.6701023048824735 Epoch 2: val loss 0.6704109311103821 Epoch 3: train loss 0.6565893358654447 Epoch 3: val loss 0.6688411235809326 Epoch 4: train loss 0.6612470746040344 Epoch 4: val loss 0.6635773181915283 Epoch 5: train loss 0.6505696773529053 Epoch 5: val loss 0.6592212319374084 Epoch 6: train loss 0.6457865436871847 Epoch 6: val loss 0.6563273072242737 Epoch 7: train loss 0.6382846170001559 Epoch 7: val loss 0.6546983122825623 Epoch 8: train loss 0.634195453590817 Epoch 8: val loss 0.6505415439605713 Epoch 9: train loss 0.6265327599313524 Epoch 9: val loss 0.6496683955192566 Epoch 10: train loss 0.6070956786473592 Epoch 10: val loss 0.6455166935920715 Epoch 11: train loss 0.5993857913547092 Epoch 11: val loss 0.6426785588264465 Epoch 12: train loss 0.625237418545617 Epoch 12: val loss 0.6344220042228699 Epoch 13: train loss 0.5924499299791124 Epoch 13: val loss 0.6278452277183533 Epoch 14: train loss 0.5854666961563958 Epoch 14: val loss 0.6230632662773132 Epoch 15: train loss 0.5919352041350471 Epoch 15: val loss 0.6169162392616272 Epoch 16: train loss 0.5770086513625251 Epoch 16: val loss 0.6102301478385925 Epoch 17: train loss 0.5902319682968987 Epoch 17: val loss 0.610158383846283 Epoch 18: train loss 0.5638444556130303 Epoch 18: val loss 0.6124623417854309 Epoch 19: train loss 0.5993099411328634 Epoch 19: val loss 0.6022593975067139 Epoch 20: train loss 0.5645609895388285 Epoch 20: val loss 0.594203531742096 Epoch 21: train loss 0.5590519375271268 Epoch 21: val loss 0.5892465710639954 Epoch 22: train loss 0.5636126928859286 Epoch 22: val loss 0.5873810648918152 Epoch 23: train loss 0.5654154585467445 Epoch 23: val loss 0.5928037762641907 Epoch 24: train loss 0.5635698901282417 Epoch 24: val loss 0.5887398719787598
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7043277555041842 Epoch 0: val loss 0.6850860714912415 Epoch 1: train loss 0.6888256735271878 Epoch 1: val loss 0.6766057014465332 Epoch 2: train loss 0.6756325165430704 Epoch 2: val loss 0.6691277027130127 Epoch 3: train loss 0.6645370589362251 Epoch 3: val loss 0.6622834205627441 Epoch 4: train loss 0.6617982387542725 Epoch 4: val loss 0.6556918025016785 Epoch 5: train loss 0.663897004392412 Epoch 5: val loss 0.6482653021812439 Epoch 6: train loss 0.6514736745092604 Epoch 6: val loss 0.6401992440223694 Epoch 7: train loss 0.6392354766527811 Epoch 7: val loss 0.6339717507362366 Epoch 8: train loss 0.6359978715578715 Epoch 8: val loss 0.625642716884613 Epoch 9: train loss 0.6290962431165907 Epoch 9: val loss 0.6163031458854675 Epoch 10: train loss 0.616328603691525 Epoch 10: val loss 0.6057109236717224 Epoch 11: train loss 0.6149055229292976 Epoch 11: val loss 0.6018244624137878 Epoch 12: train loss 0.6112842890951369 Epoch 12: val loss 0.5961948037147522 Epoch 13: train loss 0.5930701361762153 Epoch 13: val loss 0.5927066206932068 Epoch 14: train loss 0.598506510257721 Epoch 14: val loss 0.5845159888267517 Epoch 15: train loss 0.5932269626193576 Epoch 15: val loss 0.5838244557380676 Epoch 16: train loss 0.589771267440584 Epoch 16: val loss 0.5862185955047607 Epoch 17: train loss 0.5724889900949266 Epoch 17: val loss 0.5809366106987 Epoch 18: train loss 0.5763359069824219 Epoch 18: val loss 0.5854793190956116 Epoch 19: train loss 0.5568067729473114 Epoch 19: val loss 0.5787830948829651 Epoch 20: train loss 0.5652222368452284 Epoch 20: val loss 0.5767127275466919 Epoch 21: train loss 0.5700884229607053 Epoch 21: val loss 0.5763795971870422 Epoch 22: train loss 0.5654636985725827 Epoch 22: val loss 0.5798836946487427 Epoch 23: train loss 0.5446133183108436 Epoch 23: val loss 0.5837832689285278 Epoch 24: train loss 0.5379005935457017 Epoch 24: val loss 0.5825695395469666
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.712563673655192 Epoch 0: val loss 0.6919954419136047 Epoch 1: train loss 0.681321488486396 Epoch 1: val loss 0.6899400353431702 Epoch 2: train loss 0.676994178030226 Epoch 2: val loss 0.6867311596870422 Epoch 3: train loss 0.64889923731486 Epoch 3: val loss 0.685657799243927 Epoch 4: train loss 0.6617781519889832 Epoch 4: val loss 0.6825907826423645 Epoch 5: train loss 0.6571339501274956 Epoch 5: val loss 0.6828904151916504 Epoch 6: train loss 0.6328022016419305 Epoch 6: val loss 0.6802492737770081 Epoch 7: train loss 0.6400820546680026 Epoch 7: val loss 0.6796379685401917 Epoch 8: train loss 0.6210120850139194 Epoch 8: val loss 0.6771185994148254 Epoch 9: train loss 0.6086766786045499 Epoch 9: val loss 0.6748307347297668 Epoch 10: train loss 0.5940949983066983 Epoch 10: val loss 0.6747111678123474 Epoch 11: train loss 0.5901179512341818 Epoch 11: val loss 0.6761357188224792 Epoch 12: train loss 0.5719918145073785 Epoch 12: val loss 0.681582510471344 Epoch 13: train loss 0.5691257648997836 Epoch 13: val loss 0.6744322776794434 Epoch 14: train loss 0.5561991532643636 Epoch 14: val loss 0.6745449900627136 Epoch 15: train loss 0.5300406383143531 Epoch 15: val loss 0.6762361526489258 Epoch 16: train loss 0.5360692805714078 Epoch 16: val loss 0.6867504715919495 Epoch 17: train loss 0.5284862716992696 Epoch 17: val loss 0.6914989352226257 Epoch 18: train loss 0.5155569149388207 Epoch 18: val loss 0.703154981136322 Epoch 19: train loss 0.5323316189977858 Epoch 19: val loss 0.7050859928131104 Epoch 20: train loss 0.5347641176647611 Epoch 20: val loss 0.704770028591156 Epoch 21: train loss 0.5382052991125319 Epoch 21: val loss 0.7013319134712219 Epoch 22: train loss 0.4989548060629103 Epoch 22: val loss 0.6985408663749695 Epoch 23: train loss 0.5262570447391934 Epoch 23: val loss 0.6904959678649902 Epoch 24: train loss 0.5039187471071879 Epoch 24: val loss 0.6915603280067444
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6874908010164896 Epoch 0: val loss 0.6840841174125671 Epoch 1: train loss 0.6826431287659539 Epoch 1: val loss 0.682288646697998 Epoch 2: train loss 0.6661722593837314 Epoch 2: val loss 0.6800127029418945 Epoch 3: train loss 0.6737730569309659 Epoch 3: val loss 0.6791939735412598 Epoch 4: train loss 0.6459600196944343 Epoch 4: val loss 0.6793469786643982 Epoch 5: train loss 0.6274991167916192 Epoch 5: val loss 0.6814184188842773 Epoch 6: train loss 0.619604229927063 Epoch 6: val loss 0.6818304657936096 Epoch 7: train loss 0.6124304864141676 Epoch 7: val loss 0.6810426712036133 Epoch 8: train loss 0.5859177178806729 Epoch 8: val loss 0.6842734813690186 Epoch 9: train loss 0.5925706956121657 Epoch 9: val loss 0.6807672381401062 Epoch 10: train loss 0.5615208446979523 Epoch 10: val loss 0.6799893975257874 Epoch 11: train loss 0.5714160038365258 Epoch 11: val loss 0.6843538880348206 Epoch 12: train loss 0.58039347993003 Epoch 12: val loss 0.6860644221305847 Epoch 13: train loss 0.5467291110091739 Epoch 13: val loss 0.6853363513946533 Epoch 14: train loss 0.5499621695942349 Epoch 14: val loss 0.6835140585899353 Epoch 15: train loss 0.5390151606665717 Epoch 15: val loss 0.6777604222297668 Epoch 16: train loss 0.5268171429634094 Epoch 16: val loss 0.676433265209198 Epoch 17: train loss 0.5227035019132826 Epoch 17: val loss 0.6889908909797668 Epoch 18: train loss 0.5085009700722165 Epoch 18: val loss 0.695246696472168 Epoch 19: train loss 0.5197284917036692 Epoch 19: val loss 0.7086641192436218 Epoch 20: train loss 0.5332392652829488 Epoch 20: val loss 0.7118948101997375 Epoch 21: train loss 0.45975737770398456 Epoch 21: val loss 0.7062329649925232 Epoch 22: train loss 0.5012523531913757 Epoch 22: val loss 0.6984769701957703 Epoch 23: train loss 0.503953648938073 Epoch 23: val loss 0.7023487687110901 Epoch 24: train loss 0.49090304639604354 Epoch 24: val loss 0.7181832194328308
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978628486394882 Epoch 0: val loss 0.6900992393493652 Epoch 1: train loss 0.6835638384024302 Epoch 1: val loss 0.679202139377594 Epoch 2: train loss 0.6745502054691315 Epoch 2: val loss 0.6682069897651672 Epoch 3: train loss 0.6652444253365198 Epoch 3: val loss 0.6599233746528625 Epoch 4: train loss 0.6560986638069153 Epoch 4: val loss 0.6515648365020752 Epoch 5: train loss 0.6481072554985682 Epoch 5: val loss 0.643907904624939 Epoch 6: train loss 0.6463152964909872 Epoch 6: val loss 0.6313192844390869 Epoch 7: train loss 0.6293650269508362 Epoch 7: val loss 0.6238872408866882 Epoch 8: train loss 0.6241021603345871 Epoch 8: val loss 0.6172257661819458 Epoch 9: train loss 0.609931101401647 Epoch 9: val loss 0.6083126664161682 Epoch 10: train loss 0.6148956070343653 Epoch 10: val loss 0.5975745916366577 Epoch 11: train loss 0.6018334676822027 Epoch 11: val loss 0.5934162735939026 Epoch 12: train loss 0.5910094380378723 Epoch 12: val loss 0.5864223837852478 Epoch 13: train loss 0.5875919858614603 Epoch 13: val loss 0.5821643471717834 Epoch 14: train loss 0.5937602867682775 Epoch 14: val loss 0.5743171572685242 Epoch 15: train loss 0.5852489471435547 Epoch 15: val loss 0.5743778944015503 Epoch 16: train loss 0.557938406864802 Epoch 16: val loss 0.5688393712043762 Epoch 17: train loss 0.5779284164309502 Epoch 17: val loss 0.5698924660682678 Epoch 18: train loss 0.5819273019830385 Epoch 18: val loss 0.5675560235977173 Epoch 19: train loss 0.5635023365418116 Epoch 19: val loss 0.5702455639839172 Epoch 20: train loss 0.5792603120207787 Epoch 20: val loss 0.5699837803840637
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902947371656244 Epoch 0: val loss 0.6756846308708191 Epoch 1: train loss 0.6634734598073092 Epoch 1: val loss 0.6647557616233826 Epoch 2: train loss 0.64315035126426 Epoch 2: val loss 0.6572520136833191 Epoch 3: train loss 0.636607598174702 Epoch 3: val loss 0.6475057005882263 Epoch 4: train loss 0.6322159712964838 Epoch 4: val loss 0.6334542036056519 Epoch 5: train loss 0.617732665755532 Epoch 5: val loss 0.6207729578018188 Epoch 6: train loss 0.6085387034849687 Epoch 6: val loss 0.6118258237838745 Epoch 7: train loss 0.5957482023672624 Epoch 7: val loss 0.6082130670547485 Epoch 8: train loss 0.577550086108121 Epoch 8: val loss 0.6118581891059875 Epoch 9: train loss 0.5654097389091145 Epoch 9: val loss 0.5992858409881592 Epoch 10: train loss 0.555241815068505 Epoch 10: val loss 0.5892097353935242 Epoch 11: train loss 0.5704678784717213 Epoch 11: val loss 0.5877939462661743 Epoch 12: train loss 0.5601801438765093 Epoch 12: val loss 0.6044926047325134 Epoch 13: train loss 0.5595033114606683 Epoch 13: val loss 0.6020944118499756 Epoch 14: train loss 0.5386540672995828 Epoch 14: val loss 0.5923373103141785 Epoch 15: train loss 0.5460005429658022 Epoch 15: val loss 0.5866042375564575 Epoch 16: train loss 0.538593896410682 Epoch 16: val loss 0.6017059087753296 Epoch 17: train loss 0.5573453388430856 Epoch 17: val loss 0.5973031520843506 Epoch 18: train loss 0.5259254737333818 Epoch 18: val loss 0.6234747171401978 Epoch 19: train loss 0.5179726508530703 Epoch 19: val loss 0.602837860584259 Epoch 20: train loss 0.5552002570845864 Epoch 20: val loss 0.597517728805542 Epoch 21: train loss 0.5260055363178253 Epoch 21: val loss 0.597556471824646 Epoch 22: train loss 0.5239472416314211 Epoch 22: val loss 0.5964668393135071 Epoch 23: train loss 0.49728884480216284 Epoch 23: val loss 0.5946477055549622 Epoch 24: train loss 0.4990707039833069 Epoch 24: val loss 0.5869143605232239
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7016991864551197 Epoch 0: val loss 0.686916172504425 Epoch 1: train loss 0.6803629398345947 Epoch 1: val loss 0.6707807183265686 Epoch 2: train loss 0.663093545220115 Epoch 2: val loss 0.6568640470504761 Epoch 3: train loss 0.6602432781999762 Epoch 3: val loss 0.6457361578941345 Epoch 4: train loss 0.639773737300526 Epoch 4: val loss 0.6345106363296509 Epoch 5: train loss 0.6274580684575167 Epoch 5: val loss 0.6200125217437744 Epoch 6: train loss 0.6164502067999407 Epoch 6: val loss 0.5998290777206421 Epoch 7: train loss 0.5976419069550254 Epoch 7: val loss 0.5767735242843628 Epoch 8: train loss 0.5807524540207603 Epoch 8: val loss 0.5631189942359924 Epoch 9: train loss 0.5704855133186687 Epoch 9: val loss 0.5470694303512573 Epoch 10: train loss 0.5846652361479673 Epoch 10: val loss 0.540891170501709 Epoch 11: train loss 0.557756093415347 Epoch 11: val loss 0.5403236150741577 Epoch 12: train loss 0.5690230076963251 Epoch 12: val loss 0.5429453253746033 Epoch 13: train loss 0.5786341780965979 Epoch 13: val loss 0.5390152931213379 Epoch 14: train loss 0.5476480912078511 Epoch 14: val loss 0.5351917147636414 Epoch 15: train loss 0.5386696241118691 Epoch 15: val loss 0.532978355884552 Epoch 16: train loss 0.5400005633180792 Epoch 16: val loss 0.526276171207428 Epoch 17: train loss 0.5283954008059069 Epoch 17: val loss 0.525492787361145 Epoch 18: train loss 0.5340924967419017 Epoch 18: val loss 0.5263767242431641 Epoch 19: train loss 0.5530063320289959 Epoch 19: val loss 0.5243507623672485 Epoch 20: train loss 0.5393257141113281 Epoch 20: val loss 0.5217928886413574 Epoch 21: train loss 0.503320344469764 Epoch 21: val loss 0.5232647657394409 Epoch 22: train loss 0.5580499253489755 Epoch 22: val loss 0.5242950916290283 Epoch 23: train loss 0.5172953009605408 Epoch 23: val loss 0.5239190459251404 Epoch 24: train loss 0.5076509307731282 Epoch 24: val loss 0.5280642509460449
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6924557143991644 Epoch 0: val loss 0.6837629079818726 Epoch 1: train loss 0.6728153770620172 Epoch 1: val loss 0.673496425151825 Epoch 2: train loss 0.6474277864802968 Epoch 2: val loss 0.6641119122505188 Epoch 3: train loss 0.6289439147168939 Epoch 3: val loss 0.6578066945075989 Epoch 4: train loss 0.6291112737222151 Epoch 4: val loss 0.6552485823631287 Epoch 5: train loss 0.593077773397619 Epoch 5: val loss 0.6532147526741028 Epoch 6: train loss 0.6007096333937212 Epoch 6: val loss 0.6539916396141052 Epoch 7: train loss 0.5658861940557306 Epoch 7: val loss 0.6553022861480713 Epoch 8: train loss 0.5711709260940552 Epoch 8: val loss 0.6493993401527405 Epoch 9: train loss 0.5459775572473352 Epoch 9: val loss 0.6555618047714233 Epoch 10: train loss 0.5376690490679308 Epoch 10: val loss 0.6503937244415283 Epoch 11: train loss 0.5616308667443015 Epoch 11: val loss 0.6499118208885193 Epoch 12: train loss 0.545891287651929 Epoch 12: val loss 0.6346104145050049 Epoch 13: train loss 0.5395884838971224 Epoch 13: val loss 0.6282619833946228 Epoch 14: train loss 0.5296139798381112 Epoch 14: val loss 0.6341583132743835 Epoch 15: train loss 0.5390698503364216 Epoch 15: val loss 0.6270297169685364 Epoch 16: train loss 0.5341418575156819 Epoch 16: val loss 0.6324608325958252 Epoch 17: train loss 0.5266515368765051 Epoch 17: val loss 0.629514217376709 Epoch 18: train loss 0.5283221196044575 Epoch 18: val loss 0.6238142251968384 Epoch 19: train loss 0.5293552442030474 Epoch 19: val loss 0.6196975111961365 Epoch 20: train loss 0.5115318894386292 Epoch 20: val loss 0.617617130279541 Epoch 21: train loss 0.5212436101653359 Epoch 21: val loss 0.6170960664749146 Epoch 22: train loss 0.521559092131528 Epoch 22: val loss 0.617550253868103 Epoch 23: train loss 0.49778360399332916 Epoch 23: val loss 0.6187219619750977 Epoch 24: train loss 0.4861443340778351 Epoch 24: val loss 0.6241968274116516
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.693501515821977 Epoch 0: val loss 0.6803901791572571 Epoch 1: train loss 0.6842635761607777 Epoch 1: val loss 0.6691412329673767 Epoch 2: train loss 0.6641730991276827 Epoch 2: val loss 0.6600266098976135 Epoch 3: train loss 0.6508777358315208 Epoch 3: val loss 0.6499582529067993 Epoch 4: train loss 0.6411555084315214 Epoch 4: val loss 0.6409937739372253 Epoch 5: train loss 0.6389158964157104 Epoch 5: val loss 0.6297934651374817 Epoch 6: train loss 0.6167396957224066 Epoch 6: val loss 0.621069073677063 Epoch 7: train loss 0.6023622751235962 Epoch 7: val loss 0.6181407570838928 Epoch 8: train loss 0.6001358248970725 Epoch 8: val loss 0.613853931427002 Epoch 9: train loss 0.5935817685994235 Epoch 9: val loss 0.613226056098938 Epoch 10: train loss 0.5714230808344755 Epoch 10: val loss 0.6102921962738037 Epoch 11: train loss 0.5579617754979567 Epoch 11: val loss 0.6108282208442688 Epoch 12: train loss 0.5347216942093589 Epoch 12: val loss 0.6065511107444763 Epoch 13: train loss 0.5380742685361342 Epoch 13: val loss 0.6122056841850281 Epoch 14: train loss 0.5771376842802222 Epoch 14: val loss 0.6072785258293152 Epoch 15: train loss 0.5175053477287292 Epoch 15: val loss 0.6017680764198303 Epoch 16: train loss 0.5196855826811357 Epoch 16: val loss 0.6013050675392151 Epoch 17: train loss 0.5107211172580719 Epoch 17: val loss 0.6129846572875977 Epoch 18: train loss 0.5209719240665436 Epoch 18: val loss 0.6223545670509338 Epoch 19: train loss 0.5115188251842152 Epoch 19: val loss 0.6243630647659302 Epoch 20: train loss 0.4965494925325567 Epoch 20: val loss 0.6302523612976074 Epoch 21: train loss 0.5189801210706885 Epoch 21: val loss 0.6341553330421448 Epoch 22: train loss 0.4874396866018122 Epoch 22: val loss 0.6278783082962036 Epoch 23: train loss 0.48433532498099585 Epoch 23: val loss 0.6419117450714111 Epoch 24: train loss 0.48138165744868194 Epoch 24: val loss 0.6513314247131348
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7130326415811267 Epoch 0: val loss 0.6855360865592957 Epoch 1: train loss 0.685974155153547 Epoch 1: val loss 0.675394594669342 Epoch 2: train loss 0.668577321938106 Epoch 2: val loss 0.6673869490623474 Epoch 3: train loss 0.660753743989127 Epoch 3: val loss 0.6643872261047363 Epoch 4: train loss 0.6401965149811336 Epoch 4: val loss 0.6584693789482117 Epoch 5: train loss 0.6431928532464164 Epoch 5: val loss 0.6518934965133667 Epoch 6: train loss 0.6286289266177586 Epoch 6: val loss 0.6487385034561157 Epoch 7: train loss 0.6223479466778892 Epoch 7: val loss 0.6448051333427429 Epoch 8: train loss 0.6163504804883685 Epoch 8: val loss 0.6342582106590271 Epoch 9: train loss 0.6093709681715284 Epoch 9: val loss 0.6245218515396118 Epoch 10: train loss 0.6077492386102676 Epoch 10: val loss 0.6321645379066467 Epoch 11: train loss 0.5883557796478271 Epoch 11: val loss 0.6303874254226685 Epoch 12: train loss 0.5842389017343521 Epoch 12: val loss 0.6276015043258667 Epoch 13: train loss 0.5656278133392334 Epoch 13: val loss 0.6188851594924927 Epoch 14: train loss 0.5711209241833005 Epoch 14: val loss 0.6186065673828125 Epoch 15: train loss 0.5797584227153233 Epoch 15: val loss 0.6271981000900269 Epoch 16: train loss 0.5554450622626713 Epoch 16: val loss 0.6170606017112732 Epoch 17: train loss 0.5589213073253632 Epoch 17: val loss 0.6244956851005554 Epoch 18: train loss 0.5575708810772214 Epoch 18: val loss 0.608883261680603 Epoch 19: train loss 0.5564058529479163 Epoch 19: val loss 0.6210850477218628 Epoch 20: train loss 0.5448040962219238 Epoch 20: val loss 0.6124986410140991 Epoch 21: train loss 0.547543466091156 Epoch 21: val loss 0.6064769625663757
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7267878452936808 Epoch 0: val loss 0.696506142616272 Epoch 1: train loss 0.6898040241665311 Epoch 1: val loss 0.6861647963523865 Epoch 2: train loss 0.6785596542888217 Epoch 2: val loss 0.6771456599235535 Epoch 3: train loss 0.6627671321233114 Epoch 3: val loss 0.6715769171714783 Epoch 4: train loss 0.6675359143151177 Epoch 4: val loss 0.6681674718856812 Epoch 5: train loss 0.6436674263742235 Epoch 5: val loss 0.6660608053207397 Epoch 6: train loss 0.630838606092665 Epoch 6: val loss 0.6611871719360352 Epoch 7: train loss 0.6451270514064364 Epoch 7: val loss 0.6566875576972961 Epoch 8: train loss 0.6281015011999342 Epoch 8: val loss 0.6571721434593201 Epoch 9: train loss 0.630999485651652 Epoch 9: val loss 0.6567212343215942 Epoch 10: train loss 0.606668598122067 Epoch 10: val loss 0.6553512811660767 Epoch 11: train loss 0.618193613158332 Epoch 11: val loss 0.657572865486145 Epoch 12: train loss 0.6013328433036804 Epoch 12: val loss 0.6585321426391602 Epoch 13: train loss 0.6028928293122185 Epoch 13: val loss 0.6609248518943787 Epoch 14: train loss 0.5940301948123508 Epoch 14: val loss 0.6631728410720825 Epoch 15: train loss 0.5869995819197761 Epoch 15: val loss 0.6679584980010986 Epoch 16: train loss 0.5993761055999332 Epoch 16: val loss 0.6678533554077148 Epoch 17: train loss 0.5967759920491112 Epoch 17: val loss 0.6691948771476746 Epoch 18: train loss 0.5810477799839444 Epoch 18: val loss 0.6693243980407715 Epoch 19: train loss 0.5602850251727634 Epoch 19: val loss 0.6728566288948059 Epoch 20: train loss 0.5829704304536184 Epoch 20: val loss 0.6767991185188293 Epoch 21: train loss 0.5639927817715539 Epoch 21: val loss 0.6777970194816589 Epoch 22: train loss 0.5539327098263634 Epoch 22: val loss 0.679606556892395 Epoch 23: train loss 0.5521712899208069 Epoch 23: val loss 0.6811700463294983 Epoch 24: train loss 0.5616955591572655 Epoch 24: val loss 0.6808252334594727
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092301117049323 Epoch 0: val loss 0.6870580315589905 Epoch 1: train loss 0.6917892032199435 Epoch 1: val loss 0.6768818497657776 Epoch 2: train loss 0.6762907836172316 Epoch 2: val loss 0.6714588403701782 Epoch 3: train loss 0.6531678636868795 Epoch 3: val loss 0.6682735085487366 Epoch 4: train loss 0.6474338041411506 Epoch 4: val loss 0.6631909012794495 Epoch 5: train loss 0.6299083497789171 Epoch 5: val loss 0.6638708710670471 Epoch 6: train loss 0.6321591072612338 Epoch 6: val loss 0.6613842248916626 Epoch 7: train loss 0.6346097124947442 Epoch 7: val loss 0.6656849384307861 Epoch 8: train loss 0.6354326407114664 Epoch 8: val loss 0.6636191010475159 Epoch 9: train loss 0.6321281459596422 Epoch 9: val loss 0.6610854268074036 Epoch 10: train loss 0.5998808410432603 Epoch 10: val loss 0.667968213558197 Epoch 11: train loss 0.6276393996344672 Epoch 11: val loss 0.6717396378517151 Epoch 12: train loss 0.607649048169454 Epoch 12: val loss 0.6767848134040833 Epoch 13: train loss 0.6151677502526177 Epoch 13: val loss 0.6785815954208374 Epoch 14: train loss 0.5895897679858737 Epoch 14: val loss 0.6792660355567932 Epoch 15: train loss 0.5832073357370164 Epoch 15: val loss 0.6764637231826782 Epoch 16: train loss 0.5666895343197716 Epoch 16: val loss 0.6742411851882935 Epoch 17: train loss 0.5673067106140984 Epoch 17: val loss 0.6800112128257751 Epoch 18: train loss 0.548554990026686 Epoch 18: val loss 0.6833818554878235 Epoch 19: train loss 0.5922480622927347 Epoch 19: val loss 0.6777796149253845 Epoch 20: train loss 0.5641231702433692 Epoch 20: val loss 0.6786897778511047 Epoch 21: train loss 0.5421282218562232 Epoch 21: val loss 0.6889926791191101 Epoch 22: train loss 0.5664606359269884 Epoch 22: val loss 0.6855827569961548 Epoch 23: train loss 0.5344433420234256 Epoch 23: val loss 0.6784018278121948 Epoch 24: train loss 0.5353623893525865 Epoch 24: val loss 0.670787513256073
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917955544259813 Epoch 0: val loss 0.6915122270584106 Epoch 1: train loss 0.6798317167494032 Epoch 1: val loss 0.6852599382400513 Epoch 2: train loss 0.6683680878745185 Epoch 2: val loss 0.6804021000862122 Epoch 3: train loss 0.6797570122612847 Epoch 3: val loss 0.6759926676750183 Epoch 4: train loss 0.642294446627299 Epoch 4: val loss 0.6719498634338379 Epoch 5: train loss 0.6321089797549777 Epoch 5: val loss 0.6651057004928589 Epoch 6: train loss 0.6369806263181899 Epoch 6: val loss 0.6609094142913818 Epoch 7: train loss 0.6279608805974325 Epoch 7: val loss 0.654466450214386 Epoch 8: train loss 0.614006241162618 Epoch 8: val loss 0.6506146788597107 Epoch 9: train loss 0.6244865192307366 Epoch 9: val loss 0.6490155458450317 Epoch 10: train loss 0.6023935046460893 Epoch 10: val loss 0.644012987613678 Epoch 11: train loss 0.5886588626437717 Epoch 11: val loss 0.6429679989814758 Epoch 12: train loss 0.5861058698760139 Epoch 12: val loss 0.6452109217643738 Epoch 13: train loss 0.5745551255014207 Epoch 13: val loss 0.6490538716316223 Epoch 14: train loss 0.5512194368574355 Epoch 14: val loss 0.6610330939292908 Epoch 15: train loss 0.52808388405376 Epoch 15: val loss 0.6694657206535339 Epoch 16: train loss 0.5546523696846433 Epoch 16: val loss 0.6855956315994263 Epoch 17: train loss 0.5275736153125763 Epoch 17: val loss 0.7110604047775269 Epoch 18: train loss 0.539243049091763 Epoch 18: val loss 0.7224783301353455 Epoch 19: train loss 0.49324581027030945 Epoch 19: val loss 0.7112187743186951 Epoch 20: train loss 0.5050391985310448 Epoch 20: val loss 0.7116000652313232 Epoch 21: train loss 0.48988190955585903 Epoch 21: val loss 0.71885746717453 Epoch 22: train loss 0.4963110287984212 Epoch 22: val loss 0.7050644755363464 Epoch 23: train loss 0.5058824784225888 Epoch 23: val loss 0.7125445008277893 Epoch 24: train loss 0.4869995415210724 Epoch 24: val loss 0.7283204197883606
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931569245126512 Epoch 0: val loss 0.6813070178031921 Epoch 1: train loss 0.6559097303284539 Epoch 1: val loss 0.6748663783073425 Epoch 2: train loss 0.6696996490160624 Epoch 2: val loss 0.6746230125427246 Epoch 3: train loss 0.6508058177100288 Epoch 3: val loss 0.6701063513755798 Epoch 4: train loss 0.6417877541648017 Epoch 4: val loss 0.6654131412506104 Epoch 5: train loss 0.6439319054285685 Epoch 5: val loss 0.6652507185935974 Epoch 6: train loss 0.6375262075000339 Epoch 6: val loss 0.667845606803894 Epoch 7: train loss 0.6457551055484347 Epoch 7: val loss 0.6608849167823792 Epoch 8: train loss 0.6255847281879849 Epoch 8: val loss 0.6583831310272217 Epoch 9: train loss 0.6249542567465041 Epoch 9: val loss 0.6518604755401611 Epoch 10: train loss 0.6134798129399618 Epoch 10: val loss 0.6517145037651062 Epoch 11: train loss 0.6129495700200399 Epoch 11: val loss 0.6501849889755249 Epoch 12: train loss 0.6073352429601881 Epoch 12: val loss 0.6539789438247681 Epoch 13: train loss 0.6035485797458224 Epoch 13: val loss 0.6527427434921265 Epoch 14: train loss 0.604135145743688 Epoch 14: val loss 0.6489465832710266 Epoch 15: train loss 0.6011856860584683 Epoch 15: val loss 0.6398138999938965 Epoch 16: train loss 0.5856182012293074 Epoch 16: val loss 0.6337789297103882 Epoch 17: train loss 0.5712255537509918 Epoch 17: val loss 0.6282598376274109 Epoch 18: train loss 0.5953607824113634 Epoch 18: val loss 0.6439443230628967 Epoch 19: train loss 0.5834144155184428 Epoch 19: val loss 0.6528646945953369 Epoch 20: train loss 0.5771382815308042 Epoch 20: val loss 0.6374795436859131 Epoch 21: train loss 0.5657631787988875 Epoch 21: val loss 0.6152472496032715 Epoch 22: train loss 0.5584947698646121 Epoch 22: val loss 0.6013848781585693 Epoch 23: train loss 0.5674211151070065 Epoch 23: val loss 0.6182485818862915 Epoch 24: train loss 0.551757299237781 Epoch 24: val loss 0.6294236779212952
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6894142478704453 Epoch 0: val loss 0.6791893839836121 Epoch 1: train loss 0.6602760851383209 Epoch 1: val loss 0.6504530310630798 Epoch 2: train loss 0.6610476324955622 Epoch 2: val loss 0.6372962594032288 Epoch 3: train loss 0.6358931213617325 Epoch 3: val loss 0.6298525929450989 Epoch 4: train loss 0.6468700418869654 Epoch 4: val loss 0.6243472695350647 Epoch 5: train loss 0.6271105508009592 Epoch 5: val loss 0.6182082295417786 Epoch 6: train loss 0.6295094241698583 Epoch 6: val loss 0.6132287383079529 Epoch 7: train loss 0.617810994386673 Epoch 7: val loss 0.6098215579986572 Epoch 8: train loss 0.6266610026359558 Epoch 8: val loss 0.6091904640197754 Epoch 9: train loss 0.5969498157501221 Epoch 9: val loss 0.601047933101654 Epoch 10: train loss 0.5928051372369131 Epoch 10: val loss 0.5951542854309082 Epoch 11: train loss 0.6016795535882314 Epoch 11: val loss 0.5899404883384705 Epoch 12: train loss 0.5879164636135101 Epoch 12: val loss 0.5922985672950745 Epoch 13: train loss 0.5855557471513748 Epoch 13: val loss 0.5945435166358948 Epoch 14: train loss 0.5756220519542694 Epoch 14: val loss 0.5844889879226685 Epoch 15: train loss 0.5782755464315414 Epoch 15: val loss 0.5882530808448792 Epoch 16: train loss 0.5838206435243288 Epoch 16: val loss 0.5883530974388123 Epoch 17: train loss 0.5786927019556364 Epoch 17: val loss 0.5848904848098755 Epoch 18: train loss 0.5647555142641068 Epoch 18: val loss 0.5884010195732117
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6623157143592835 Epoch 0: val loss 0.6417153477668762 Epoch 1: train loss 0.6023882985115051 Epoch 1: val loss 0.600044846534729 Epoch 2: train loss 0.5567633450031281 Epoch 2: val loss 0.553980827331543 Epoch 3: train loss 0.510461476445198 Epoch 3: val loss 0.5125966668128967 Epoch 4: train loss 0.4598587781190872 Epoch 4: val loss 0.47441789507865906 Epoch 5: train loss 0.435841304063797 Epoch 5: val loss 0.44884246587753296 Epoch 6: train loss 0.4289299130439758 Epoch 6: val loss 0.4362826943397522 Epoch 7: train loss 0.42115176022052764 Epoch 7: val loss 0.43872836232185364 Epoch 8: train loss 0.419680181145668 Epoch 8: val loss 0.438565731048584 Epoch 9: train loss 0.42314050793647767 Epoch 9: val loss 0.4286821186542511 Epoch 10: train loss 0.41399053633213045 Epoch 10: val loss 0.4327962398529053 Epoch 11: train loss 0.4778964936733246 Epoch 11: val loss 0.44080546498298645 Epoch 12: train loss 0.40878807157278063 Epoch 12: val loss 0.463242769241333 Epoch 13: train loss 0.37190656960010526 Epoch 13: val loss 0.4673691987991333 Epoch 14: train loss 0.37930848300457 Epoch 14: val loss 0.4640462398529053 Epoch 15: train loss 0.4414080440998077 Epoch 15: val loss 0.46622198820114136 Epoch 16: train loss 0.48831267058849337 Epoch 16: val loss 0.4661214053630829 Epoch 17: train loss 0.4190916121006012 Epoch 17: val loss 0.4673497974872589 Epoch 18: train loss 0.3798200100660324 Epoch 18: val loss 0.47276270389556885 Epoch 19: train loss 0.3576160043478012 Epoch 19: val loss 0.4724752604961395 Epoch 20: train loss 0.3471144050359726 Epoch 20: val loss 0.4712013602256775 Epoch 21: train loss 0.3716851070523262 Epoch 21: val loss 0.4716349244117737 Epoch 22: train loss 0.34115265011787416 Epoch 22: val loss 0.47752559185028076 Epoch 23: train loss 0.377058807015419 Epoch 23: val loss 0.4769493341445923 Epoch 24: train loss 0.3855180278420448 Epoch 24: val loss 0.4763146638870239
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6830021500587463 Epoch 0: val loss 0.6633628606796265 Epoch 1: train loss 0.6331645607948303 Epoch 1: val loss 0.6179069876670837 Epoch 2: train loss 0.5708803296089172 Epoch 2: val loss 0.5778965353965759 Epoch 3: train loss 0.5315466523170471 Epoch 3: val loss 0.5481345653533936 Epoch 4: train loss 0.49375493824481964 Epoch 4: val loss 0.5191850066184998 Epoch 5: train loss 0.4620724588632584 Epoch 5: val loss 0.4745335876941681 Epoch 6: train loss 0.43709959983825686 Epoch 6: val loss 0.4690721035003662 Epoch 7: train loss 0.4084343582391739 Epoch 7: val loss 0.4584793448448181 Epoch 8: train loss 0.4420785576105118 Epoch 8: val loss 0.4538905620574951 Epoch 9: train loss 0.383726966381073 Epoch 9: val loss 0.4537162780761719 Epoch 10: train loss 0.41084350645542145 Epoch 10: val loss 0.4521890878677368 Epoch 11: train loss 0.41918028295040133 Epoch 11: val loss 0.4669380187988281 Epoch 12: train loss 0.3726739913225174 Epoch 12: val loss 0.4865719676017761 Epoch 13: train loss 0.384028460085392 Epoch 13: val loss 0.47002357244491577 Epoch 14: train loss 0.3917296752333641 Epoch 14: val loss 0.45815446972846985 Epoch 15: train loss 0.43687020242214203 Epoch 15: val loss 0.4679863154888153 Epoch 16: train loss 0.36579299047589303 Epoch 16: val loss 0.4621444642543793 Epoch 17: train loss 0.37023204267024995 Epoch 17: val loss 0.46078139543533325 Epoch 18: train loss 0.4116614282131195 Epoch 18: val loss 0.46311208605766296 Epoch 19: train loss 0.3750376909971237 Epoch 19: val loss 0.49367761611938477 Epoch 20: train loss 0.3801194101572037 Epoch 20: val loss 0.4705256521701813 Epoch 21: train loss 0.38932418525218965 Epoch 21: val loss 0.46251702308654785 Epoch 22: train loss 0.44447408318519593 Epoch 22: val loss 0.4530720114707947 Epoch 23: train loss 0.3502585217356682 Epoch 23: val loss 0.44974061846733093 Epoch 24: train loss 0.38946607112884524 Epoch 24: val loss 0.4493444859981537
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958263456821442 Epoch 0: val loss 0.6910602450370789 Epoch 1: train loss 0.6603520572185516 Epoch 1: val loss 0.6746388077735901 Epoch 2: train loss 0.6228985846042633 Epoch 2: val loss 0.6548755168914795 Epoch 3: train loss 0.5822632551193238 Epoch 3: val loss 0.6335879564285278 Epoch 4: train loss 0.5444824516773223 Epoch 4: val loss 0.6047253012657166 Epoch 5: train loss 0.5051175564527511 Epoch 5: val loss 0.5607677102088928 Epoch 6: train loss 0.4741839855909348 Epoch 6: val loss 0.5268254280090332 Epoch 7: train loss 0.4214309811592102 Epoch 7: val loss 0.5116139054298401 Epoch 8: train loss 0.47754413783550265 Epoch 8: val loss 0.4985065162181854 Epoch 9: train loss 0.3882833868265152 Epoch 9: val loss 0.4728734493255615 Epoch 10: train loss 0.3819211468100548 Epoch 10: val loss 0.49494630098342896 Epoch 11: train loss 0.3945765942335129 Epoch 11: val loss 0.4803904891014099 Epoch 12: train loss 0.3893199324607849 Epoch 12: val loss 0.4781997501850128 Epoch 13: train loss 0.3721464976668358 Epoch 13: val loss 0.514318585395813 Epoch 14: train loss 0.3574819087982178 Epoch 14: val loss 0.46512866020202637 Epoch 15: train loss 0.35538307279348375 Epoch 15: val loss 0.46385806798934937 Epoch 16: train loss 0.4174876376986504 Epoch 16: val loss 0.499855637550354 Epoch 17: train loss 0.3714172840118408 Epoch 17: val loss 0.5134314298629761 Epoch 18: train loss 0.35442915707826617 Epoch 18: val loss 0.4939027428627014 Epoch 19: train loss 0.3546177916228771 Epoch 19: val loss 0.47791698575019836 Epoch 20: train loss 0.4080455765128136 Epoch 20: val loss 0.48911187052726746 Epoch 21: train loss 0.34942190498113634 Epoch 21: val loss 0.4787020683288574 Epoch 22: train loss 0.360028575360775 Epoch 22: val loss 0.4815802574157715 Epoch 23: train loss 0.3483735591173172 Epoch 23: val loss 0.48746997117996216 Epoch 24: train loss 0.3539918318390846 Epoch 24: val loss 0.5036683082580566
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7142790615558624 Epoch 0: val loss 0.6977167129516602 Epoch 1: train loss 0.6811576664447785 Epoch 1: val loss 0.6769660115242004 Epoch 2: train loss 0.6419687151908875 Epoch 2: val loss 0.654876172542572 Epoch 3: train loss 0.6040236175060272 Epoch 3: val loss 0.6332002878189087 Epoch 4: train loss 0.5769392967224121 Epoch 4: val loss 0.6026262044906616 Epoch 5: train loss 0.5547776371240616 Epoch 5: val loss 0.5734238624572754 Epoch 6: train loss 0.5015655666589737 Epoch 6: val loss 0.5464611053466797 Epoch 7: train loss 0.5319370269775391 Epoch 7: val loss 0.5279269814491272 Epoch 8: train loss 0.4447604387998581 Epoch 8: val loss 0.5137216448783875 Epoch 9: train loss 0.44928008019924165 Epoch 9: val loss 0.4919776916503906 Epoch 10: train loss 0.4897478401660919 Epoch 10: val loss 0.5016849040985107 Epoch 11: train loss 0.47324350476264954 Epoch 11: val loss 0.5078749656677246 Epoch 12: train loss 0.41383676826953886 Epoch 12: val loss 0.4867536723613739 Epoch 13: train loss 0.4492198556661606 Epoch 13: val loss 0.47130900621414185 Epoch 14: train loss 0.44187039136886597 Epoch 14: val loss 0.47607851028442383 Epoch 15: train loss 0.4807636857032776 Epoch 15: val loss 0.49470800161361694 Epoch 16: train loss 0.3996890649199486 Epoch 16: val loss 0.46109601855278015 Epoch 17: train loss 0.41744550317525864 Epoch 17: val loss 0.4810998737812042 Epoch 18: train loss 0.42761199176311493 Epoch 18: val loss 0.5146642327308655 Epoch 19: train loss 0.4049983829259872 Epoch 19: val loss 0.49027472734451294 Epoch 20: train loss 0.4077256053686142 Epoch 20: val loss 0.4687527120113373 Epoch 21: train loss 0.37102890461683274 Epoch 21: val loss 0.46863147616386414 Epoch 22: train loss 0.37905322313308715 Epoch 22: val loss 0.47820088267326355 Epoch 23: train loss 0.38244161009788513 Epoch 23: val loss 0.5112482309341431 Epoch 24: train loss 0.3842350348830223 Epoch 24: val loss 0.4909999966621399
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6450692827884967 Epoch 0: val loss 0.6359111666679382 Epoch 1: train loss 0.5784775889836825 Epoch 1: val loss 0.5691752433776855 Epoch 2: train loss 0.5280234997089093 Epoch 2: val loss 0.5096397995948792 Epoch 3: train loss 0.45779467546022856 Epoch 3: val loss 0.4761669635772705 Epoch 4: train loss 0.45400010163967425 Epoch 4: val loss 0.45793479681015015 Epoch 5: train loss 0.40747603888695055 Epoch 5: val loss 0.449875146150589 Epoch 6: train loss 0.4546804359325996 Epoch 6: val loss 0.45583662390708923 Epoch 7: train loss 0.44430103439551133 Epoch 7: val loss 0.460167795419693 Epoch 8: train loss 0.3983831497339102 Epoch 8: val loss 0.4621325135231018 Epoch 9: train loss 0.39718309274086583 Epoch 9: val loss 0.4596900939941406 Epoch 10: train loss 0.4286513511951153 Epoch 10: val loss 0.46080437302589417 Epoch 11: train loss 0.3964931426139978 Epoch 11: val loss 0.4574781656265259 Epoch 12: train loss 0.39180762951190656 Epoch 12: val loss 0.45917582511901855 Epoch 13: train loss 0.39071563803232634 Epoch 13: val loss 0.45927250385284424 Epoch 14: train loss 0.43930487449352557 Epoch 14: val loss 0.45227742195129395 Epoch 15: train loss 0.3838081910060002 Epoch 15: val loss 0.45549291372299194 Epoch 16: train loss 0.38197072996543 Epoch 16: val loss 0.45516929030418396 Epoch 17: train loss 0.3799625314199008 Epoch 17: val loss 0.45277661085128784
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7004387757994912 Epoch 0: val loss 0.6979435682296753 Epoch 1: train loss 0.6895948540080677 Epoch 1: val loss 0.6856225728988647 Epoch 2: train loss 0.682622644034299 Epoch 2: val loss 0.6776625514030457 Epoch 3: train loss 0.667425198988481 Epoch 3: val loss 0.6663607358932495 Epoch 4: train loss 0.6521810509941794 Epoch 4: val loss 0.6544749140739441 Epoch 5: train loss 0.6567135507410223 Epoch 5: val loss 0.6472994089126587 Epoch 6: train loss 0.6509558233347806 Epoch 6: val loss 0.6372889280319214 Epoch 7: train loss 0.6268046173182401 Epoch 7: val loss 0.629942774772644 Epoch 8: train loss 0.6298752698031339 Epoch 8: val loss 0.6203582882881165 Epoch 9: train loss 0.6279889453541149 Epoch 9: val loss 0.6207019686698914 Epoch 10: train loss 0.6089238361878828 Epoch 10: val loss 0.6222995519638062 Epoch 11: train loss 0.6095406954938715 Epoch 11: val loss 0.6201499700546265 Epoch 12: train loss 0.5993043671954762 Epoch 12: val loss 0.6212214827537537 Epoch 13: train loss 0.5933245908130299 Epoch 13: val loss 0.6131018400192261 Epoch 14: train loss 0.5897945490750399 Epoch 14: val loss 0.6110355854034424 Epoch 15: train loss 0.5689654594117944 Epoch 15: val loss 0.6063470244407654 Epoch 16: train loss 0.5811759233474731 Epoch 16: val loss 0.6020177006721497 Epoch 17: train loss 0.5760688077319752 Epoch 17: val loss 0.6051746010780334 Epoch 18: train loss 0.5660425180738623 Epoch 18: val loss 0.6041842103004456 Epoch 19: train loss 0.5657862722873688 Epoch 19: val loss 0.6024076342582703 Epoch 20: train loss 0.5532093671235171 Epoch 20: val loss 0.6020451784133911 Epoch 21: train loss 0.5377284776080739 Epoch 21: val loss 0.6090564727783203 Epoch 22: train loss 0.5272060497240587 Epoch 22: val loss 0.6074639558792114 Epoch 23: train loss 0.5164995464411649 Epoch 23: val loss 0.608261227607727 Epoch 24: train loss 0.49468050490726123 Epoch 24: val loss 0.6008716821670532
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699613175608895 Epoch 0: val loss 0.6782081723213196 Epoch 1: train loss 0.6912708445028826 Epoch 1: val loss 0.6658241152763367 Epoch 2: train loss 0.6766722039742903 Epoch 2: val loss 0.6528764963150024 Epoch 3: train loss 0.6668017127297141 Epoch 3: val loss 0.6436774134635925 Epoch 4: train loss 0.6580658229914579 Epoch 4: val loss 0.6343142986297607 Epoch 5: train loss 0.6325764005834406 Epoch 5: val loss 0.6229528188705444 Epoch 6: train loss 0.6298648389902982 Epoch 6: val loss 0.6159406304359436 Epoch 7: train loss 0.6094732718034224 Epoch 7: val loss 0.608271062374115 Epoch 8: train loss 0.6160574717955156 Epoch 8: val loss 0.5980750322341919 Epoch 9: train loss 0.6113890897143971 Epoch 9: val loss 0.5966489315032959 Epoch 10: train loss 0.5819007808511908 Epoch 10: val loss 0.584246039390564 Epoch 11: train loss 0.5892587629231539 Epoch 11: val loss 0.5784844756126404 Epoch 12: train loss 0.5893229760906913 Epoch 12: val loss 0.5652827024459839 Epoch 13: train loss 0.5803904695944353 Epoch 13: val loss 0.557433545589447 Epoch 14: train loss 0.5636033415794373 Epoch 14: val loss 0.5506719350814819 Epoch 15: train loss 0.5591521642424844 Epoch 15: val loss 0.5433247089385986 Epoch 16: train loss 0.5570346929810264 Epoch 16: val loss 0.5382742881774902 Epoch 17: train loss 0.5376766730438579 Epoch 17: val loss 0.5334309935569763 Epoch 18: train loss 0.5303292139009996 Epoch 18: val loss 0.5234857797622681 Epoch 19: train loss 0.5380013530904596 Epoch 19: val loss 0.5242472887039185 Epoch 20: train loss 0.5295893875035372 Epoch 20: val loss 0.5189771056175232 Epoch 21: train loss 0.5328784612092105 Epoch 21: val loss 0.5170658826828003 Epoch 22: train loss 0.5164468423886732 Epoch 22: val loss 0.5102153420448303 Epoch 23: train loss 0.5419392369010232 Epoch 23: val loss 0.509492814540863 Epoch 24: train loss 0.49997392838651483 Epoch 24: val loss 0.5075253248214722
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6884683478962291 Epoch 0: val loss 0.6741317510604858 Epoch 1: train loss 0.6686774383891713 Epoch 1: val loss 0.6666340827941895 Epoch 2: train loss 0.6605218648910522 Epoch 2: val loss 0.6580923199653625 Epoch 3: train loss 0.6541928107088263 Epoch 3: val loss 0.6545513272285461 Epoch 4: train loss 0.6200289346955039 Epoch 4: val loss 0.6508891582489014 Epoch 5: train loss 0.6239290183240717 Epoch 5: val loss 0.6449336409568787 Epoch 6: train loss 0.6252251917665655 Epoch 6: val loss 0.6424685120582581 Epoch 7: train loss 0.6082131483338096 Epoch 7: val loss 0.6371252536773682 Epoch 8: train loss 0.60727935758504 Epoch 8: val loss 0.6397367119789124 Epoch 9: train loss 0.6037126616998152 Epoch 9: val loss 0.6351718902587891 Epoch 10: train loss 0.5884088277816772 Epoch 10: val loss 0.6330835223197937 Epoch 11: train loss 0.5715451565655795 Epoch 11: val loss 0.631377637386322 Epoch 12: train loss 0.5757710960778323 Epoch 12: val loss 0.626391589641571 Epoch 13: train loss 0.5584884096275676 Epoch 13: val loss 0.6291435360908508 Epoch 14: train loss 0.5726737542585894 Epoch 14: val loss 0.6301160454750061 Epoch 15: train loss 0.5582524781877344 Epoch 15: val loss 0.6221314072608948 Epoch 16: train loss 0.5504567894068632 Epoch 16: val loss 0.6170382499694824 Epoch 17: train loss 0.5423229011622342 Epoch 17: val loss 0.6144225001335144 Epoch 18: train loss 0.5407267836007205 Epoch 18: val loss 0.609115481376648 Epoch 19: train loss 0.5403537452220917 Epoch 19: val loss 0.6111099123954773 Epoch 20: train loss 0.5086155560883608 Epoch 20: val loss 0.60921710729599 Epoch 21: train loss 0.5264844217083671 Epoch 21: val loss 0.606255054473877 Epoch 22: train loss 0.5208589001135393 Epoch 22: val loss 0.6107688546180725 Epoch 23: train loss 0.5268288092179731 Epoch 23: val loss 0.6129937767982483 Epoch 24: train loss 0.4811562353914434 Epoch 24: val loss 0.6172448992729187
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7083075967701998 Epoch 0: val loss 0.68532395362854 Epoch 1: train loss 0.6861763054674322 Epoch 1: val loss 0.6744176745414734 Epoch 2: train loss 0.6654435504566539 Epoch 2: val loss 0.6617306470870972 Epoch 3: train loss 0.6489370898766951 Epoch 3: val loss 0.6491459012031555 Epoch 4: train loss 0.6382172812115062 Epoch 4: val loss 0.641167163848877 Epoch 5: train loss 0.6166582649404352 Epoch 5: val loss 0.6359405517578125 Epoch 6: train loss 0.6040783091024919 Epoch 6: val loss 0.6320497989654541 Epoch 7: train loss 0.6006779941645536 Epoch 7: val loss 0.6277610063552856 Epoch 8: train loss 0.6014200692827051 Epoch 8: val loss 0.6200770735740662 Epoch 9: train loss 0.5858661342750896 Epoch 9: val loss 0.6121658682823181 Epoch 10: train loss 0.5577366975220767 Epoch 10: val loss 0.6117313504219055 Epoch 11: train loss 0.5631598125804554 Epoch 11: val loss 0.613114595413208 Epoch 12: train loss 0.5667641406709497 Epoch 12: val loss 0.6187432408332825 Epoch 13: train loss 0.5493493161418221 Epoch 13: val loss 0.6190345287322998 Epoch 14: train loss 0.5619700659405101 Epoch 14: val loss 0.6103773713111877 Epoch 15: train loss 0.5369178436019204 Epoch 15: val loss 0.6062270402908325 Epoch 16: train loss 0.5233303471045061 Epoch 16: val loss 0.5995927453041077 Epoch 17: train loss 0.5235426696864042 Epoch 17: val loss 0.5990007519721985 Epoch 18: train loss 0.49662226167592133 Epoch 18: val loss 0.6044614315032959 Epoch 19: train loss 0.5068072378635406 Epoch 19: val loss 0.6085098385810852 Epoch 20: train loss 0.5112772448496385 Epoch 20: val loss 0.6021173596382141 Epoch 21: train loss 0.5212755799293518 Epoch 21: val loss 0.5897964835166931 Epoch 22: train loss 0.5051973489197817 Epoch 22: val loss 0.5897650122642517 Epoch 23: train loss 0.488555290482261 Epoch 23: val loss 0.5980467796325684 Epoch 24: train loss 0.4993778792294589 Epoch 24: val loss 0.5978326201438904
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6894070823987325 Epoch 0: val loss 0.6840955018997192 Epoch 1: train loss 0.6775040070215861 Epoch 1: val loss 0.6607341170310974 Epoch 2: train loss 0.6443077047665914 Epoch 2: val loss 0.6402308940887451 Epoch 3: train loss 0.6383245905240377 Epoch 3: val loss 0.6204174757003784 Epoch 4: train loss 0.6234403014183044 Epoch 4: val loss 0.6062185764312744 Epoch 5: train loss 0.6271301150321961 Epoch 5: val loss 0.6001136898994446 Epoch 6: train loss 0.6140852888425191 Epoch 6: val loss 0.5984050035476685 Epoch 7: train loss 0.6093525528907776 Epoch 7: val loss 0.5873233079910278 Epoch 8: train loss 0.5967797835667928 Epoch 8: val loss 0.5768559575080872 Epoch 9: train loss 0.5882572253545125 Epoch 9: val loss 0.577599048614502 Epoch 10: train loss 0.5997943719228108 Epoch 10: val loss 0.5731776356697083 Epoch 11: train loss 0.588985941807429 Epoch 11: val loss 0.5681217908859253 Epoch 12: train loss 0.5727634926637014 Epoch 12: val loss 0.565406084060669 Epoch 13: train loss 0.5639067729314168 Epoch 13: val loss 0.5638138651847839 Epoch 14: train loss 0.5757719695568084 Epoch 14: val loss 0.558948814868927 Epoch 15: train loss 0.5655605792999268 Epoch 15: val loss 0.5556567311286926 Epoch 16: train loss 0.5611898938814799 Epoch 16: val loss 0.5510814785957336 Epoch 17: train loss 0.550250788529714 Epoch 17: val loss 0.5540916919708252 Epoch 18: train loss 0.5539253314336141 Epoch 18: val loss 0.5479238033294678 Epoch 19: train loss 0.5333024799823761 Epoch 19: val loss 0.5489897727966309 Epoch 20: train loss 0.5534515480200449 Epoch 20: val loss 0.5456913113594055 Epoch 21: train loss 0.5377036134401957 Epoch 21: val loss 0.5451818108558655 Epoch 22: train loss 0.5197487274805704 Epoch 22: val loss 0.5384715795516968 Epoch 23: train loss 0.5358237465222676 Epoch 23: val loss 0.5376571416854858
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989674319823583 Epoch 0: val loss 0.6895673871040344 Epoch 1: train loss 0.6702293654282888 Epoch 1: val loss 0.6854291558265686 Epoch 2: train loss 0.677806168794632 Epoch 2: val loss 0.6833240389823914 Epoch 3: train loss 0.6617679744958878 Epoch 3: val loss 0.679831326007843 Epoch 4: train loss 0.6409170478582382 Epoch 4: val loss 0.6767273545265198 Epoch 5: train loss 0.6307669977347056 Epoch 5: val loss 0.6776977181434631 Epoch 6: train loss 0.6134930551052094 Epoch 6: val loss 0.6742220520973206 Epoch 7: train loss 0.6151809568206469 Epoch 7: val loss 0.6659659743309021 Epoch 8: train loss 0.6011306544144949 Epoch 8: val loss 0.6640200018882751 Epoch 9: train loss 0.6067651435732841 Epoch 9: val loss 0.6551705002784729 Epoch 10: train loss 0.5879386340578397 Epoch 10: val loss 0.6480441093444824 Epoch 11: train loss 0.5631819466749827 Epoch 11: val loss 0.6372319459915161 Epoch 12: train loss 0.5697278132041296 Epoch 12: val loss 0.632632851600647 Epoch 13: train loss 0.5605755796035131 Epoch 13: val loss 0.6352072954177856 Epoch 14: train loss 0.5518787105878195 Epoch 14: val loss 0.6295735836029053 Epoch 15: train loss 0.553868425389131 Epoch 15: val loss 0.6244364976882935 Epoch 16: train loss 0.5660619785388311 Epoch 16: val loss 0.629948079586029 Epoch 17: train loss 0.5534997483094534 Epoch 17: val loss 0.6285427212715149 Epoch 18: train loss 0.5275662889083227 Epoch 18: val loss 0.6172692179679871 Epoch 19: train loss 0.5308389166990916 Epoch 19: val loss 0.611057460308075 Epoch 20: train loss 0.535929041604201 Epoch 20: val loss 0.618447482585907 Epoch 21: train loss 0.5246359383066496 Epoch 21: val loss 0.6147163510322571 Epoch 22: train loss 0.516335296134154 Epoch 22: val loss 0.603281557559967 Epoch 23: train loss 0.5035549228390058 Epoch 23: val loss 0.6024113893508911 Epoch 24: train loss 0.49381742378075916 Epoch 24: val loss 0.6058959364891052
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7096558312575022 Epoch 0: val loss 0.6968323588371277 Epoch 1: train loss 0.6865618874629339 Epoch 1: val loss 0.6947629451751709 Epoch 2: train loss 0.6744289149840673 Epoch 2: val loss 0.6961004734039307 Epoch 3: train loss 0.6829710553089777 Epoch 3: val loss 0.7054426074028015 Epoch 4: train loss 0.6628009130557379 Epoch 4: val loss 0.6990464925765991 Epoch 5: train loss 0.6621579478184382 Epoch 5: val loss 0.6850221753120422 Epoch 6: train loss 0.6520038743813833 Epoch 6: val loss 0.6825085878372192 Epoch 7: train loss 0.6501659353574117 Epoch 7: val loss 0.6720655560493469 Epoch 8: train loss 0.6497241308291754 Epoch 8: val loss 0.6687567830085754 Epoch 9: train loss 0.6255438228448232 Epoch 9: val loss 0.6658164262771606 Epoch 10: train loss 0.6110440045595169 Epoch 10: val loss 0.6582605242729187 Epoch 11: train loss 0.6310057640075684 Epoch 11: val loss 0.6618807315826416 Epoch 12: train loss 0.6110075414180756 Epoch 12: val loss 0.6411671042442322 Epoch 13: train loss 0.5878098805745443 Epoch 13: val loss 0.6452191472053528 Epoch 14: train loss 0.595937209824721 Epoch 14: val loss 0.636724591255188 Epoch 15: train loss 0.5984397431214651 Epoch 15: val loss 0.6279479265213013 Epoch 16: train loss 0.5652946258584658 Epoch 16: val loss 0.6211773753166199 Epoch 17: train loss 0.5807191878557205 Epoch 17: val loss 0.6341736912727356 Epoch 18: train loss 0.5658780212203661 Epoch 18: val loss 0.6493217349052429 Epoch 19: train loss 0.5555729195475578 Epoch 19: val loss 0.6447683572769165 Epoch 20: train loss 0.5612920050819715 Epoch 20: val loss 0.6197276711463928 Epoch 21: train loss 0.543117788930734 Epoch 21: val loss 0.6401594877243042 Epoch 22: train loss 0.5604220628738403 Epoch 22: val loss 0.6433070302009583 Epoch 23: train loss 0.5626817767818769 Epoch 23: val loss 0.625884473323822 Epoch 24: train loss 0.5597212215264639 Epoch 24: val loss 0.638617217540741
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7089851597944895 Epoch 0: val loss 0.6952787041664124 Epoch 1: train loss 0.7028725296258926 Epoch 1: val loss 0.6892198324203491 Epoch 2: train loss 0.6936586598555247 Epoch 2: val loss 0.6835526823997498 Epoch 3: train loss 0.688778355717659 Epoch 3: val loss 0.6787617206573486 Epoch 4: train loss 0.6732160647710165 Epoch 4: val loss 0.6738468408584595 Epoch 5: train loss 0.6831935445467631 Epoch 5: val loss 0.6686413884162903 Epoch 6: train loss 0.6784771233797073 Epoch 6: val loss 0.665384829044342 Epoch 7: train loss 0.6589812437693278 Epoch 7: val loss 0.6600096225738525 Epoch 8: train loss 0.6603955825169882 Epoch 8: val loss 0.6546570062637329 Epoch 9: train loss 0.6502437790234884 Epoch 9: val loss 0.6473941206932068 Epoch 10: train loss 0.6486420532067617 Epoch 10: val loss 0.6412656903266907 Epoch 11: train loss 0.6420028110345205 Epoch 11: val loss 0.6292980909347534 Epoch 12: train loss 0.633009264866511 Epoch 12: val loss 0.6198430061340332 Epoch 13: train loss 0.6314252416292826 Epoch 13: val loss 0.6103933453559875 Epoch 14: train loss 0.6018722256024679 Epoch 14: val loss 0.6046560406684875 Epoch 15: train loss 0.6203271994988123 Epoch 15: val loss 0.5971685647964478 Epoch 16: train loss 0.6011487344900767 Epoch 16: val loss 0.5922690033912659 Epoch 17: train loss 0.5923972949385643 Epoch 17: val loss 0.583258330821991 Epoch 18: train loss 0.5760224138696989 Epoch 18: val loss 0.5879554152488708 Epoch 19: train loss 0.5669819563627243 Epoch 19: val loss 0.5753321647644043 Epoch 20: train loss 0.5593917022148768 Epoch 20: val loss 0.5692415833473206 Epoch 21: train loss 0.5392641574144363 Epoch 21: val loss 0.5690627098083496 Epoch 22: train loss 0.5630088448524475 Epoch 22: val loss 0.5730082392692566 Epoch 23: train loss 0.555068110426267 Epoch 23: val loss 0.5699231624603271 Epoch 24: train loss 0.5485780859986941 Epoch 24: val loss 0.567871630191803
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7093959103027979 Epoch 0: val loss 0.6938155293464661 Epoch 1: train loss 0.6952156325181326 Epoch 1: val loss 0.6909322142601013 Epoch 2: train loss 0.6883496741453806 Epoch 2: val loss 0.6899927854537964 Epoch 3: train loss 0.683732807636261 Epoch 3: val loss 0.6911672949790955 Epoch 4: train loss 0.6732509632905325 Epoch 4: val loss 0.6914973855018616 Epoch 5: train loss 0.6699782560269038 Epoch 5: val loss 0.6913497447967529 Epoch 6: train loss 0.670597642660141 Epoch 6: val loss 0.6896798610687256 Epoch 7: train loss 0.663585772116979 Epoch 7: val loss 0.6866565942764282 Epoch 8: train loss 0.656986395517985 Epoch 8: val loss 0.6808617115020752 Epoch 9: train loss 0.6435352017482122 Epoch 9: val loss 0.6734079718589783 Epoch 10: train loss 0.6349998662869135 Epoch 10: val loss 0.6615668535232544 Epoch 11: train loss 0.6318534662326177 Epoch 11: val loss 0.6542925238609314 Epoch 12: train loss 0.6207907398541769 Epoch 12: val loss 0.6478186249732971 Epoch 13: train loss 0.5973614156246185 Epoch 13: val loss 0.6423789262771606 Epoch 14: train loss 0.5937832792599996 Epoch 14: val loss 0.6464826464653015 Epoch 15: train loss 0.568264459570249 Epoch 15: val loss 0.6572117209434509 Epoch 16: train loss 0.5726715326309204 Epoch 16: val loss 0.6619490385055542 Epoch 17: train loss 0.5483295942346255 Epoch 17: val loss 0.6660528182983398 Epoch 18: train loss 0.5608778397242228 Epoch 18: val loss 0.6640431880950928 Epoch 19: train loss 0.5666280264655749 Epoch 19: val loss 0.6657180190086365 Epoch 20: train loss 0.5425419236222903 Epoch 20: val loss 0.6684263944625854 Epoch 21: train loss 0.5476579070091248 Epoch 21: val loss 0.6764301657676697 Epoch 22: train loss 0.5428999612728754 Epoch 22: val loss 0.6735607385635376 Epoch 23: train loss 0.536739153166612 Epoch 23: val loss 0.6704851984977722 Epoch 24: train loss 0.5259021545449892 Epoch 24: val loss 0.669859766960144
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7207823768258095 Epoch 0: val loss 0.6951779723167419 Epoch 1: train loss 0.6966879591345787 Epoch 1: val loss 0.6877304911613464 Epoch 2: train loss 0.6846740692853928 Epoch 2: val loss 0.6816225647926331 Epoch 3: train loss 0.671991404145956 Epoch 3: val loss 0.6727664470672607 Epoch 4: train loss 0.6707748398184776 Epoch 4: val loss 0.6667632460594177 Epoch 5: train loss 0.6682449653744698 Epoch 5: val loss 0.6492390632629395 Epoch 6: train loss 0.6443478614091873 Epoch 6: val loss 0.6340094208717346 Epoch 7: train loss 0.6330299526453018 Epoch 7: val loss 0.6288157105445862 Epoch 8: train loss 0.642161201685667 Epoch 8: val loss 0.6244093775749207 Epoch 9: train loss 0.6139249745756388 Epoch 9: val loss 0.6266271471977234 Epoch 10: train loss 0.6135064512491226 Epoch 10: val loss 0.6255596876144409 Epoch 11: train loss 0.6027657315135002 Epoch 11: val loss 0.623383104801178 Epoch 12: train loss 0.6060829423367977 Epoch 12: val loss 0.6168673038482666 Epoch 13: train loss 0.5892795026302338 Epoch 13: val loss 0.6249299049377441 Epoch 14: train loss 0.5905796512961388 Epoch 14: val loss 0.6271238327026367 Epoch 15: train loss 0.5809070989489555 Epoch 15: val loss 0.6247519850730896 Epoch 16: train loss 0.5685916785150766 Epoch 16: val loss 0.6159396171569824 Epoch 17: train loss 0.5856468174606562 Epoch 17: val loss 0.6123269200325012
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6876085251569748 Epoch 0: val loss 0.6921746134757996 Epoch 1: train loss 0.6718998203674952 Epoch 1: val loss 0.6900946497917175 Epoch 2: train loss 0.6698841353257498 Epoch 2: val loss 0.6886260509490967 Epoch 3: train loss 0.6608090897401174 Epoch 3: val loss 0.6849305629730225 Epoch 4: train loss 0.652181347211202 Epoch 4: val loss 0.6837072968482971 Epoch 5: train loss 0.6557476619879404 Epoch 5: val loss 0.681864321231842 Epoch 6: train loss 0.6341101874907812 Epoch 6: val loss 0.6831462383270264 Epoch 7: train loss 0.6164461622635523 Epoch 7: val loss 0.6860781908035278 Epoch 8: train loss 0.6186482707659403 Epoch 8: val loss 0.6905933022499084 Epoch 9: train loss 0.6045170078674952 Epoch 9: val loss 0.693465530872345 Epoch 10: train loss 0.6013063242038091 Epoch 10: val loss 0.692798376083374 Epoch 11: train loss 0.6243354876836141 Epoch 11: val loss 0.7004913687705994 Epoch 12: train loss 0.604137067993482 Epoch 12: val loss 0.6976842284202576 Epoch 13: train loss 0.6034471988677979 Epoch 13: val loss 0.6904361248016357 Epoch 14: train loss 0.5950317432483038 Epoch 14: val loss 0.6876034140586853 Epoch 15: train loss 0.5969339683651924 Epoch 15: val loss 0.6868120431900024 Epoch 16: train loss 0.5857808738946915 Epoch 16: val loss 0.6899474263191223 Epoch 17: train loss 0.5756850639979044 Epoch 17: val loss 0.689566969871521 Epoch 18: train loss 0.5893605699141821 Epoch 18: val loss 0.7000471949577332 Epoch 19: train loss 0.5930995295445124 Epoch 19: val loss 0.6940368413925171 Epoch 20: train loss 0.5995447039604187 Epoch 20: val loss 0.6975008249282837 Epoch 21: train loss 0.5928251147270203 Epoch 21: val loss 0.686997652053833 Epoch 22: train loss 0.5722502917051315 Epoch 22: val loss 0.6844756603240967 Epoch 23: train loss 0.5646543949842453 Epoch 23: val loss 0.6814904808998108 Epoch 24: train loss 0.5688661287228266 Epoch 24: val loss 0.6857070922851562
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7019964804251989 Epoch 0: val loss 0.6824791431427002 Epoch 1: train loss 0.6891208936770757 Epoch 1: val loss 0.6776357889175415 Epoch 2: train loss 0.6669878214597702 Epoch 2: val loss 0.6711121201515198 Epoch 3: train loss 0.667287548383077 Epoch 3: val loss 0.6683805584907532 Epoch 4: train loss 0.6455824921528498 Epoch 4: val loss 0.6639021635055542 Epoch 5: train loss 0.6571902682383856 Epoch 5: val loss 0.6619345545768738 Epoch 6: train loss 0.6390146762132645 Epoch 6: val loss 0.6556738018989563 Epoch 7: train loss 0.6421280403931936 Epoch 7: val loss 0.6553111672401428 Epoch 8: train loss 0.6441909372806549 Epoch 8: val loss 0.6540786623954773 Epoch 9: train loss 0.6299139757951101 Epoch 9: val loss 0.6372987031936646 Epoch 10: train loss 0.6296524405479431 Epoch 10: val loss 0.6240044832229614 Epoch 11: train loss 0.6116164674361547 Epoch 11: val loss 0.6284008026123047 Epoch 12: train loss 0.6148993025223414 Epoch 12: val loss 0.6269010901451111 Epoch 13: train loss 0.5942682052652041 Epoch 13: val loss 0.632674515247345 Epoch 14: train loss 0.5892965793609619 Epoch 14: val loss 0.6249936819076538 Epoch 15: train loss 0.5959544976552328 Epoch 15: val loss 0.6451694369316101 Epoch 16: train loss 0.5749924754103025 Epoch 16: val loss 0.632715106010437 Epoch 17: train loss 0.5756137073040009 Epoch 17: val loss 0.6220925450325012 Epoch 18: train loss 0.5760390808184942 Epoch 18: val loss 0.6467930674552917 Epoch 19: train loss 0.5625774065653483 Epoch 19: val loss 0.6385839581489563 Epoch 20: train loss 0.5494193335374197 Epoch 20: val loss 0.6435039639472961 Epoch 21: train loss 0.5617822756369909 Epoch 21: val loss 0.650306761264801 Epoch 22: train loss 0.563008817533652 Epoch 22: val loss 0.6278986930847168 Epoch 23: train loss 0.5730739509065946 Epoch 23: val loss 0.6540035605430603 Epoch 24: train loss 0.535483181476593 Epoch 24: val loss 0.651115357875824
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700334499279658 Epoch 0: val loss 0.687412679195404 Epoch 1: train loss 0.6867090910673141 Epoch 1: val loss 0.6828609108924866 Epoch 2: train loss 0.6905080676078796 Epoch 2: val loss 0.6774123311042786 Epoch 3: train loss 0.6742230902115504 Epoch 3: val loss 0.6705191731452942 Epoch 4: train loss 0.6809912423292795 Epoch 4: val loss 0.6635245084762573 Epoch 5: train loss 0.6592046668132147 Epoch 5: val loss 0.6590562462806702 Epoch 6: train loss 0.6672114630540212 Epoch 6: val loss 0.6567568182945251 Epoch 7: train loss 0.6523153434197108 Epoch 7: val loss 0.6565361022949219 Epoch 8: train loss 0.6478194246689478 Epoch 8: val loss 0.6574094891548157 Epoch 9: train loss 0.6321375767389933 Epoch 9: val loss 0.648267388343811 Epoch 10: train loss 0.6269652545452118 Epoch 10: val loss 0.6460232734680176 Epoch 11: train loss 0.6150759508212408 Epoch 11: val loss 0.6449107527732849 Epoch 12: train loss 0.6117635468641917 Epoch 12: val loss 0.6416038274765015 Epoch 13: train loss 0.6072162290414175 Epoch 13: val loss 0.643453061580658 Epoch 14: train loss 0.6010675728321075 Epoch 14: val loss 0.6455280184745789 Epoch 15: train loss 0.5965899229049683 Epoch 15: val loss 0.647217869758606 Epoch 16: train loss 0.5927190979321798 Epoch 16: val loss 0.6434658765792847 Epoch 17: train loss 0.6035490880409876 Epoch 17: val loss 0.651131272315979 Epoch 18: train loss 0.5846095234155655 Epoch 18: val loss 0.6504984498023987 Epoch 19: train loss 0.5781609018643697 Epoch 19: val loss 0.6449563503265381 Epoch 20: train loss 0.6004941786328951 Epoch 20: val loss 0.6431673169136047 Epoch 21: train loss 0.5740466366211573 Epoch 21: val loss 0.6461014747619629 Epoch 22: train loss 0.576310987273852 Epoch 22: val loss 0.6517803072929382 Epoch 23: train loss 0.5669243708252907 Epoch 23: val loss 0.6579216718673706 Epoch 24: train loss 0.5831751773754755 Epoch 24: val loss 0.6583011150360107
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7135582864284515 Epoch 0: val loss 0.6915987730026245 Epoch 1: train loss 0.6923649410406748 Epoch 1: val loss 0.6880658864974976 Epoch 2: train loss 0.6939947406450907 Epoch 2: val loss 0.6826314926147461 Epoch 3: train loss 0.6830786367257436 Epoch 3: val loss 0.6772468686103821 Epoch 4: train loss 0.6617189198732376 Epoch 4: val loss 0.6733108758926392 Epoch 5: train loss 0.6552148660024008 Epoch 5: val loss 0.6645838618278503 Epoch 6: train loss 0.6650440394878387 Epoch 6: val loss 0.6555628180503845 Epoch 7: train loss 0.6497749636570612 Epoch 7: val loss 0.6471123695373535 Epoch 8: train loss 0.6378060728311539 Epoch 8: val loss 0.6458650231361389 Epoch 9: train loss 0.6338917662700018 Epoch 9: val loss 0.6466982960700989 Epoch 10: train loss 0.6418607334295908 Epoch 10: val loss 0.6454946994781494 Epoch 11: train loss 0.6419757207234701 Epoch 11: val loss 0.6392722129821777 Epoch 12: train loss 0.6238014101982117 Epoch 12: val loss 0.6370272040367126 Epoch 13: train loss 0.6289579520622889 Epoch 13: val loss 0.6335675120353699 Epoch 14: train loss 0.6023091673851013 Epoch 14: val loss 0.6363553404808044 Epoch 15: train loss 0.6260132590929667 Epoch 15: val loss 0.6356819868087769 Epoch 16: train loss 0.6120907515287399 Epoch 16: val loss 0.6374922394752502 Epoch 17: train loss 0.6062044401963552 Epoch 17: val loss 0.6345696449279785 Epoch 18: train loss 0.6233442972103754 Epoch 18: val loss 0.6346123218536377 Epoch 19: train loss 0.6107771545648575 Epoch 19: val loss 0.6346287727355957 Epoch 20: train loss 0.5986724396546682 Epoch 20: val loss 0.6356527805328369 Epoch 21: train loss 0.5866029883424441 Epoch 21: val loss 0.6352642774581909 Epoch 22: train loss 0.5848646610975266 Epoch 22: val loss 0.6328413486480713 Epoch 23: train loss 0.5816249400377274 Epoch 23: val loss 0.6371771097183228 Epoch 24: train loss 0.5925750931104025 Epoch 24: val loss 0.6339353919029236
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7102634720504284 Epoch 0: val loss 0.6810276508331299 Epoch 1: train loss 0.6796151101589203 Epoch 1: val loss 0.6689091920852661 Epoch 2: train loss 0.6811976954340935 Epoch 2: val loss 0.6527613997459412 Epoch 3: train loss 0.6605941355228424 Epoch 3: val loss 0.6337817907333374 Epoch 4: train loss 0.64449018612504 Epoch 4: val loss 0.6223680973052979 Epoch 5: train loss 0.6337232142686844 Epoch 5: val loss 0.6164497137069702 Epoch 6: train loss 0.6431312039494514 Epoch 6: val loss 0.6074888110160828 Epoch 7: train loss 0.6303077526390553 Epoch 7: val loss 0.6054006814956665 Epoch 8: train loss 0.6211616136133671 Epoch 8: val loss 0.6016542911529541 Epoch 9: train loss 0.6305339969694614 Epoch 9: val loss 0.6032975316047668 Epoch 10: train loss 0.6404189951717854 Epoch 10: val loss 0.5940883755683899 Epoch 11: train loss 0.6336934678256512 Epoch 11: val loss 0.5996660590171814 Epoch 12: train loss 0.6157199069857597 Epoch 12: val loss 0.6038499474525452 Epoch 13: train loss 0.6054066866636276 Epoch 13: val loss 0.5970699787139893 Epoch 14: train loss 0.596842285245657 Epoch 14: val loss 0.5887835025787354 Epoch 15: train loss 0.6088416203856468 Epoch 15: val loss 0.5900976061820984 Epoch 16: train loss 0.6208202484995127 Epoch 16: val loss 0.5964343547821045 Epoch 17: train loss 0.60166434943676 Epoch 17: val loss 0.5952188372612
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6887271837754683 Epoch 0: val loss 0.6858013272285461 Epoch 1: train loss 0.6705556511878967 Epoch 1: val loss 0.6781836152076721 Epoch 2: train loss 0.6662977933883667 Epoch 2: val loss 0.6714359521865845 Epoch 3: train loss 0.6740567900917747 Epoch 3: val loss 0.6656963229179382 Epoch 4: train loss 0.6604317101565275 Epoch 4: val loss 0.6620728373527527 Epoch 5: train loss 0.6427728967233137 Epoch 5: val loss 0.663081705570221 Epoch 6: train loss 0.6411684697324579 Epoch 6: val loss 0.6683486700057983 Epoch 7: train loss 0.6252934688871558 Epoch 7: val loss 0.6743741631507874 Epoch 8: train loss 0.6370661421255632 Epoch 8: val loss 0.6793293952941895 Epoch 9: train loss 0.6155114336447283 Epoch 9: val loss 0.6826050877571106 Epoch 10: train loss 0.6315455382520502 Epoch 10: val loss 0.6835185289382935 Epoch 11: train loss 0.6198270916938782 Epoch 11: val loss 0.6875991821289062 Epoch 12: train loss 0.612055244770917 Epoch 12: val loss 0.6978570818901062 Epoch 13: train loss 0.6364157470789823 Epoch 13: val loss 0.6960941553115845 Epoch 14: train loss 0.602149947123094 Epoch 14: val loss 0.6906690001487732 Epoch 15: train loss 0.5955004068938169 Epoch 15: val loss 0.6932187080383301 Epoch 16: train loss 0.5952947193926031 Epoch 16: val loss 0.7107101678848267 Epoch 17: train loss 0.6058407778089697 Epoch 17: val loss 0.6973572373390198 Epoch 18: train loss 0.594260800968517 Epoch 18: val loss 0.6970096230506897 Epoch 19: train loss 0.5864820859648965 Epoch 19: val loss 0.6942024827003479 Epoch 20: train loss 0.5895731503313238 Epoch 20: val loss 0.6836712956428528 Epoch 21: train loss 0.5718350816856731 Epoch 21: val loss 0.6907056570053101 Epoch 22: train loss 0.5816594551910054 Epoch 22: val loss 0.7020952105522156 Epoch 23: train loss 0.5867527452382174 Epoch 23: val loss 0.6982101202011108 Epoch 24: train loss 0.58086097240448 Epoch 24: val loss 0.6984994411468506
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911163384264166 Epoch 0: val loss 0.6916653513908386 Epoch 1: train loss 0.6835179437290538 Epoch 1: val loss 0.6830442547798157 Epoch 2: train loss 0.6682587428526445 Epoch 2: val loss 0.6771152019500732 Epoch 3: train loss 0.6586981361562555 Epoch 3: val loss 0.6740804314613342 Epoch 4: train loss 0.6467770446430553 Epoch 4: val loss 0.660538375377655 Epoch 5: train loss 0.6353808858177878 Epoch 5: val loss 0.6565877795219421 Epoch 6: train loss 0.6506282091140747 Epoch 6: val loss 0.6563536524772644 Epoch 7: train loss 0.6410336223515597 Epoch 7: val loss 0.6551574468612671 Epoch 8: train loss 0.6129093982956626 Epoch 8: val loss 0.6554850935935974 Epoch 9: train loss 0.6233227198774164 Epoch 9: val loss 0.6599041819572449 Epoch 10: train loss 0.6165921092033386 Epoch 10: val loss 0.6593751907348633 Epoch 11: train loss 0.6045544472607699 Epoch 11: val loss 0.6681687235832214 Epoch 12: train loss 0.6111481894146312 Epoch 12: val loss 0.6761110424995422 Epoch 13: train loss 0.6086709336801008 Epoch 13: val loss 0.6649407148361206 Epoch 14: train loss 0.5997127511284568 Epoch 14: val loss 0.6736564040184021 Epoch 15: train loss 0.6183323860168457 Epoch 15: val loss 0.6663813591003418 Epoch 16: train loss 0.5854761735959486 Epoch 16: val loss 0.6644311547279358 Epoch 17: train loss 0.5827539942481301 Epoch 17: val loss 0.673639714717865 Epoch 18: train loss 0.5946659608320757 Epoch 18: val loss 0.6733344197273254 Epoch 19: train loss 0.5754245573824103 Epoch 19: val loss 0.6698951125144958 Epoch 20: train loss 0.5707008486444299 Epoch 20: val loss 0.6670839190483093 Epoch 21: train loss 0.5541914809833873 Epoch 21: val loss 0.6694763898849487 Epoch 22: train loss 0.541930003599687 Epoch 22: val loss 0.6744216084480286 Epoch 23: train loss 0.5704731047153473 Epoch 23: val loss 0.6760712265968323 Epoch 24: train loss 0.5611299899491397 Epoch 24: val loss 0.6694970726966858
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6865523945201527 Epoch 0: val loss 0.6908015608787537 Epoch 1: train loss 0.6576040983200073 Epoch 1: val loss 0.6865720748901367 Epoch 2: train loss 0.6584014730020002 Epoch 2: val loss 0.6871042251586914 Epoch 3: train loss 0.647448555989699 Epoch 3: val loss 0.685939371585846 Epoch 4: train loss 0.6520242636853998 Epoch 4: val loss 0.6843856573104858 Epoch 5: train loss 0.6435099569233981 Epoch 5: val loss 0.6868069171905518 Epoch 6: train loss 0.6346316500143572 Epoch 6: val loss 0.6862629652023315 Epoch 7: train loss 0.6297217607498169 Epoch 7: val loss 0.6850179433822632 Epoch 8: train loss 0.6395494504408403 Epoch 8: val loss 0.6860138177871704 Epoch 9: train loss 0.6148708029226824 Epoch 9: val loss 0.6879984140396118 Epoch 10: train loss 0.6279144503853538 Epoch 10: val loss 0.6887628436088562 Epoch 11: train loss 0.6305688077753241 Epoch 11: val loss 0.6851153373718262 Epoch 12: train loss 0.6120857162909075 Epoch 12: val loss 0.6845855712890625 Epoch 13: train loss 0.6265374259515242 Epoch 13: val loss 0.6914036870002747 Epoch 14: train loss 0.6034021431749518 Epoch 14: val loss 0.6933869123458862 Epoch 15: train loss 0.608823223547502 Epoch 15: val loss 0.6926647424697876 Epoch 16: train loss 0.607478984377601 Epoch 16: val loss 0.6873597502708435 Epoch 17: train loss 0.6068852814761075 Epoch 17: val loss 0.6880006790161133 Epoch 18: train loss 0.5957303534854542 Epoch 18: val loss 0.6903561353683472 Epoch 19: train loss 0.5968769897114147 Epoch 19: val loss 0.6929216384887695 Epoch 20: train loss 0.5758431391282515 Epoch 20: val loss 0.6955239772796631 Epoch 21: train loss 0.6002388271418485 Epoch 21: val loss 0.699000895023346 Epoch 22: train loss 0.5946408943696455 Epoch 22: val loss 0.6959418654441833 Epoch 23: train loss 0.581838380206715 Epoch 23: val loss 0.6936789751052856 Epoch 24: train loss 0.6013871431350708 Epoch 24: val loss 0.6988471150398254
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.716097658330744 Epoch 0: val loss 0.697938859462738 Epoch 1: train loss 0.7001456401564858 Epoch 1: val loss 0.6912861466407776 Epoch 2: train loss 0.6826771931214766 Epoch 2: val loss 0.6813805103302002 Epoch 3: train loss 0.666458173231645 Epoch 3: val loss 0.6733584403991699 Epoch 4: train loss 0.6661052324555137 Epoch 4: val loss 0.6658908724784851 Epoch 5: train loss 0.6476176055994901 Epoch 5: val loss 0.6642420887947083 Epoch 6: train loss 0.6481166102669456 Epoch 6: val loss 0.6622797846794128 Epoch 7: train loss 0.639310972257094 Epoch 7: val loss 0.6645360589027405 Epoch 8: train loss 0.6415165554393422 Epoch 8: val loss 0.6650887131690979 Epoch 9: train loss 0.6325373378666964 Epoch 9: val loss 0.6654144525527954 Epoch 10: train loss 0.6155982180075212 Epoch 10: val loss 0.6656779646873474 Epoch 11: train loss 0.6153312108733437 Epoch 11: val loss 0.6698009371757507 Epoch 12: train loss 0.6242742159149863 Epoch 12: val loss 0.6773391962051392 Epoch 13: train loss 0.6174090721390464 Epoch 13: val loss 0.6814398169517517 Epoch 14: train loss 0.6058245626362887 Epoch 14: val loss 0.685050368309021 Epoch 15: train loss 0.5865808833729137 Epoch 15: val loss 0.6807917356491089 Epoch 16: train loss 0.5976103354584087 Epoch 16: val loss 0.6833187937736511 Epoch 17: train loss 0.6015279455618425 Epoch 17: val loss 0.6944620609283447 Epoch 18: train loss 0.5992407907139171 Epoch 18: val loss 0.7130541801452637 Epoch 19: train loss 0.5786208049817518 Epoch 19: val loss 0.7150446772575378 Epoch 20: train loss 0.5616551773114637 Epoch 20: val loss 0.7157260775566101 Epoch 21: train loss 0.5683694319291548 Epoch 21: val loss 0.7170526385307312 Epoch 22: train loss 0.5760758492079648 Epoch 22: val loss 0.7153778076171875 Epoch 23: train loss 0.5885761000893333 Epoch 23: val loss 0.7167053818702698 Epoch 24: train loss 0.5561677380041643 Epoch 24: val loss 0.7224804162979126
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6758373379707336 Epoch 0: val loss 0.6885108351707458 Epoch 1: train loss 0.6674993475278218 Epoch 1: val loss 0.692367672920227 Epoch 2: train loss 0.6668388446172079 Epoch 2: val loss 0.6967118382453918 Epoch 3: train loss 0.6538232564926147 Epoch 3: val loss 0.6965442895889282 Epoch 4: train loss 0.6538254618644714 Epoch 4: val loss 0.6919233798980713 Epoch 5: train loss 0.6570882042249043 Epoch 5: val loss 0.6901532411575317 Epoch 6: train loss 0.6248447457949321 Epoch 6: val loss 0.6858940720558167 Epoch 7: train loss 0.636834442615509 Epoch 7: val loss 0.6782499551773071 Epoch 8: train loss 0.6399638056755066 Epoch 8: val loss 0.6683773994445801 Epoch 9: train loss 0.6276445388793945 Epoch 9: val loss 0.6778896450996399 Epoch 10: train loss 0.6139912565549215 Epoch 10: val loss 0.6756018996238708
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6867432319200956 Epoch 0: val loss 0.6829395294189453 Epoch 1: train loss 0.6669708444521978 Epoch 1: val loss 0.677752673625946 Epoch 2: train loss 0.6486871838569641 Epoch 2: val loss 0.6760072112083435 Epoch 3: train loss 0.635020755804502 Epoch 3: val loss 0.676144003868103 Epoch 4: train loss 0.6265758321835444 Epoch 4: val loss 0.6824437975883484 Epoch 5: train loss 0.6259062932087824 Epoch 5: val loss 0.6888484954833984 Epoch 6: train loss 0.6450384946969839 Epoch 6: val loss 0.6767666339874268 Epoch 7: train loss 0.6248854673825778 Epoch 7: val loss 0.6806694865226746 Epoch 8: train loss 0.6045060295325059 Epoch 8: val loss 0.6843140125274658 Epoch 9: train loss 0.6144364522053645 Epoch 9: val loss 0.6943431496620178 Epoch 10: train loss 0.6066654026508331 Epoch 10: val loss 0.6875298023223877 Epoch 11: train loss 0.5988764923352462 Epoch 11: val loss 0.6885826587677002 Epoch 12: train loss 0.5826220558239863 Epoch 12: val loss 0.6887722015380859 Epoch 13: train loss 0.6100914615851182 Epoch 13: val loss 0.6975345611572266 Epoch 14: train loss 0.5955665340790381 Epoch 14: val loss 0.6972983479499817 Epoch 15: train loss 0.5961716083379892 Epoch 15: val loss 0.6926246285438538 Epoch 16: train loss 0.5843528646689194 Epoch 16: val loss 0.6890096664428711 Epoch 17: train loss 0.5892647825754606 Epoch 17: val loss 0.6910613775253296 Epoch 18: train loss 0.5659308731555939 Epoch 18: val loss 0.6949142217636108 Epoch 19: train loss 0.5787171492209802 Epoch 19: val loss 0.6926056146621704 Epoch 20: train loss 0.5585165321826935 Epoch 20: val loss 0.6851991415023804 Epoch 21: train loss 0.5771243893183194 Epoch 21: val loss 0.6887216567993164 Epoch 22: train loss 0.5634669730296502 Epoch 22: val loss 0.6918712854385376 Epoch 23: train loss 0.5721413126358619 Epoch 23: val loss 0.6940160393714905 Epoch 24: train loss 0.5648974959666913 Epoch 24: val loss 0.6912361979484558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7020518367107098 Epoch 0: val loss 0.692541241645813 Epoch 1: train loss 0.6812927860480088 Epoch 1: val loss 0.686837375164032 Epoch 2: train loss 0.6591639885535607 Epoch 2: val loss 0.6837458610534668 Epoch 3: train loss 0.6574864295812753 Epoch 3: val loss 0.6800585389137268 Epoch 4: train loss 0.654660545862638 Epoch 4: val loss 0.6773325204849243 Epoch 5: train loss 0.6586570739746094 Epoch 5: val loss 0.673379123210907 Epoch 6: train loss 0.6455839276313782 Epoch 6: val loss 0.6686956882476807 Epoch 7: train loss 0.6567920171297513 Epoch 7: val loss 0.66726154088974 Epoch 8: train loss 0.6439735614336454 Epoch 8: val loss 0.6620104312896729 Epoch 9: train loss 0.6418770780930152 Epoch 9: val loss 0.660074770450592 Epoch 10: train loss 0.628944470332219 Epoch 10: val loss 0.6573238372802734 Epoch 11: train loss 0.6247696051230798 Epoch 11: val loss 0.6542925834655762 Epoch 12: train loss 0.6226292665188129 Epoch 12: val loss 0.652744472026825 Epoch 13: train loss 0.6102015192692096 Epoch 13: val loss 0.651818573474884 Epoch 14: train loss 0.609410666502439 Epoch 14: val loss 0.650615930557251 Epoch 15: train loss 0.6144738747523382 Epoch 15: val loss 0.6486217379570007 Epoch 16: train loss 0.6165968684049753 Epoch 16: val loss 0.6488190293312073 Epoch 17: train loss 0.613013377556434 Epoch 17: val loss 0.6503967642784119 Epoch 18: train loss 0.6057097315788269 Epoch 18: val loss 0.657838761806488 Epoch 19: train loss 0.6114714374909034 Epoch 19: val loss 0.6538172960281372 Epoch 20: train loss 0.6142437641437237 Epoch 20: val loss 0.6540276408195496 Epoch 21: train loss 0.5959542875106518 Epoch 21: val loss 0.65442955493927 Epoch 22: train loss 0.5974380786602314 Epoch 22: val loss 0.6555531620979309 Epoch 23: train loss 0.5853130106742566 Epoch 23: val loss 0.6544483304023743 Epoch 24: train loss 0.6025337485166696 Epoch 24: val loss 0.6563101410865784
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6975417595643264 Epoch 0: val loss 0.6815490126609802 Epoch 1: train loss 0.6903219131323007 Epoch 1: val loss 0.668482780456543 Epoch 2: train loss 0.683798258121197 Epoch 2: val loss 0.6574806571006775 Epoch 3: train loss 0.6676651285244868 Epoch 3: val loss 0.6454771161079407 Epoch 4: train loss 0.6499735896403973 Epoch 4: val loss 0.6350059509277344 Epoch 5: train loss 0.6407707975460932 Epoch 5: val loss 0.6290068626403809 Epoch 6: train loss 0.640791865495535 Epoch 6: val loss 0.6246656775474548 Epoch 7: train loss 0.6359944756214435 Epoch 7: val loss 0.6193364858627319 Epoch 8: train loss 0.643039345741272 Epoch 8: val loss 0.6170846819877625 Epoch 9: train loss 0.6376935564554654 Epoch 9: val loss 0.6138383746147156 Epoch 10: train loss 0.6132386189240676 Epoch 10: val loss 0.6148151159286499 Epoch 11: train loss 0.6190755871626047 Epoch 11: val loss 0.6152483224868774 Epoch 12: train loss 0.6158740199529208 Epoch 12: val loss 0.6164432764053345 Epoch 13: train loss 0.6271657026731051 Epoch 13: val loss 0.6169590950012207 Epoch 14: train loss 0.6092725029358497 Epoch 14: val loss 0.6203465461730957 Epoch 15: train loss 0.5835345066510714 Epoch 15: val loss 0.616592526435852 Epoch 16: train loss 0.5931713420611161 Epoch 16: val loss 0.6149696707725525 Epoch 17: train loss 0.5953526542736933 Epoch 17: val loss 0.6128223538398743 Epoch 18: train loss 0.5901148846516242 Epoch 18: val loss 0.6152856945991516 Epoch 19: train loss 0.5826260424577273 Epoch 19: val loss 0.612575888633728 Epoch 20: train loss 0.5987640940226041 Epoch 20: val loss 0.6159257292747498 Epoch 21: train loss 0.571874187542842 Epoch 21: val loss 0.6162077784538269 Epoch 22: train loss 0.5776099470945505 Epoch 22: val loss 0.6144037246704102 Epoch 23: train loss 0.5669282124592707 Epoch 23: val loss 0.6167278289794922 Epoch 24: train loss 0.5761706462273231 Epoch 24: val loss 0.6148812770843506
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7011904028745798 Epoch 0: val loss 0.6746217012405396 Epoch 1: train loss 0.6945569973725539 Epoch 1: val loss 0.6690646409988403 Epoch 2: train loss 0.6875382295021644 Epoch 2: val loss 0.6658585071563721 Epoch 3: train loss 0.6883805715120755 Epoch 3: val loss 0.662256121635437 Epoch 4: train loss 0.6719709084584162 Epoch 4: val loss 0.6612687110900879 Epoch 5: train loss 0.6592770631496723 Epoch 5: val loss 0.658983588218689 Epoch 6: train loss 0.6504923242789048 Epoch 6: val loss 0.6571431756019592 Epoch 7: train loss 0.6435574843333318 Epoch 7: val loss 0.6556003093719482 Epoch 8: train loss 0.6497806127254779 Epoch 8: val loss 0.6515020132064819 Epoch 9: train loss 0.6379076700944167 Epoch 9: val loss 0.6537754535675049 Epoch 10: train loss 0.6306253258998578 Epoch 10: val loss 0.6545560956001282 Epoch 11: train loss 0.6290865586354182 Epoch 11: val loss 0.6513904929161072 Epoch 12: train loss 0.6219979249514066 Epoch 12: val loss 0.6488310694694519 Epoch 13: train loss 0.6127835970658523 Epoch 13: val loss 0.6487475633621216 Epoch 14: train loss 0.6353969207176795 Epoch 14: val loss 0.6466652154922485 Epoch 15: train loss 0.6191016619022076 Epoch 15: val loss 0.6495530009269714 Epoch 16: train loss 0.6042669644722571 Epoch 16: val loss 0.6505545973777771 Epoch 17: train loss 0.5978260728029104 Epoch 17: val loss 0.6556971073150635 Epoch 18: train loss 0.6163579821586609 Epoch 18: val loss 0.6522825360298157 Epoch 19: train loss 0.5875054804178385 Epoch 19: val loss 0.6519229412078857 Epoch 20: train loss 0.5870079031357398 Epoch 20: val loss 0.6489142179489136 Epoch 21: train loss 0.6101283660301795 Epoch 21: val loss 0.646685779094696 Epoch 22: train loss 0.5868557943747594 Epoch 22: val loss 0.644290566444397 Epoch 23: train loss 0.5841722327929276 Epoch 23: val loss 0.6497157216072083 Epoch 24: train loss 0.5959892731446487 Epoch 24: val loss 0.6468232274055481
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6927751057288226 Epoch 0: val loss 0.695369303226471 Epoch 1: train loss 0.6841022722861346 Epoch 1: val loss 0.6921520233154297 Epoch 2: train loss 0.6730626295594608 Epoch 2: val loss 0.6887953877449036 Epoch 3: train loss 0.6685641758582171 Epoch 3: val loss 0.6839100122451782 Epoch 4: train loss 0.6707912402994493 Epoch 4: val loss 0.6781264543533325 Epoch 5: train loss 0.6617577636943144 Epoch 5: val loss 0.6744903922080994 Epoch 6: train loss 0.6554698348045349 Epoch 6: val loss 0.6718224883079529 Epoch 7: train loss 0.6479482194956612 Epoch 7: val loss 0.6623051762580872 Epoch 8: train loss 0.6340539420352262 Epoch 8: val loss 0.6528510451316833 Epoch 9: train loss 0.6367969512939453 Epoch 9: val loss 0.6502589583396912 Epoch 10: train loss 0.6371002337511849 Epoch 10: val loss 0.6484869718551636 Epoch 11: train loss 0.6360579658957088 Epoch 11: val loss 0.6418014168739319 Epoch 12: train loss 0.6289019304163316 Epoch 12: val loss 0.6491698622703552 Epoch 13: train loss 0.6241878551595351 Epoch 13: val loss 0.6491415500640869 Epoch 14: train loss 0.6111180712195003 Epoch 14: val loss 0.6540699005126953 Epoch 15: train loss 0.6115635317914626 Epoch 15: val loss 0.652581512928009 Epoch 16: train loss 0.6012031278189491 Epoch 16: val loss 0.6502878665924072 Epoch 17: train loss 0.5978796727517072 Epoch 17: val loss 0.6587651968002319 Epoch 18: train loss 0.602199607035693 Epoch 18: val loss 0.6535694599151611 Epoch 19: train loss 0.5952849107630113 Epoch 19: val loss 0.6605542302131653 Epoch 20: train loss 0.5905176138176638 Epoch 20: val loss 0.6534005999565125 Epoch 21: train loss 0.5976837663089528 Epoch 21: val loss 0.657691478729248
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7107950200637182 Epoch 0: val loss 0.6841304302215576 Epoch 1: train loss 0.7072508335113525 Epoch 1: val loss 0.6858961582183838 Epoch 2: train loss 0.6918338884909948 Epoch 2: val loss 0.6876434087753296 Epoch 3: train loss 0.6865639338890711 Epoch 3: val loss 0.68511962890625 Epoch 4: train loss 0.6783865640560786 Epoch 4: val loss 0.6866414546966553 Epoch 5: train loss 0.6837579508622488 Epoch 5: val loss 0.6833964586257935 Epoch 6: train loss 0.6863176375627518 Epoch 6: val loss 0.681484580039978 Epoch 7: train loss 0.6722231258948644 Epoch 7: val loss 0.6771625876426697 Epoch 8: train loss 0.6674855550130209 Epoch 8: val loss 0.6724104285240173 Epoch 9: train loss 0.668640007575353 Epoch 9: val loss 0.6738327145576477 Epoch 10: train loss 0.6511185516913732 Epoch 10: val loss 0.6700825095176697 Epoch 11: train loss 0.654138187567393 Epoch 11: val loss 0.6657307147979736 Epoch 12: train loss 0.6515791068474451 Epoch 12: val loss 0.6615081429481506 Epoch 13: train loss 0.6451808164517084 Epoch 13: val loss 0.6650460362434387 Epoch 14: train loss 0.6289322823286057 Epoch 14: val loss 0.6631326675415039 Epoch 15: train loss 0.6488692412773768 Epoch 15: val loss 0.6627371907234192 Epoch 16: train loss 0.6415397226810455 Epoch 16: val loss 0.6656146049499512 Epoch 17: train loss 0.6257218817869822 Epoch 17: val loss 0.6553513407707214 Epoch 18: train loss 0.6322260697682699 Epoch 18: val loss 0.6589569449424744 Epoch 19: train loss 0.633331631620725 Epoch 19: val loss 0.6618501543998718 Epoch 20: train loss 0.6451476961374283 Epoch 20: val loss 0.6681758761405945 Epoch 21: train loss 0.6204433143138885 Epoch 21: val loss 0.676207959651947 Epoch 22: train loss 0.6246286531289419 Epoch 22: val loss 0.6743625402450562 Epoch 23: train loss 0.610932856798172 Epoch 23: val loss 0.6625381708145142 Epoch 24: train loss 0.6210419684648514 Epoch 24: val loss 0.6645309329032898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6949607580900192 Epoch 0: val loss 0.6916460990905762 Epoch 1: train loss 0.6930052389701208 Epoch 1: val loss 0.6911421418190002 Epoch 2: train loss 0.660797193646431 Epoch 2: val loss 0.6932131052017212 Epoch 3: train loss 0.667710468173027 Epoch 3: val loss 0.6950129270553589 Epoch 4: train loss 0.6678365270296732 Epoch 4: val loss 0.6994274258613586 Epoch 5: train loss 0.6651270588239034 Epoch 5: val loss 0.7027618885040283 Epoch 6: train loss 0.6620562821626663 Epoch 6: val loss 0.7013760209083557 Epoch 7: train loss 0.647362157702446 Epoch 7: val loss 0.7093681693077087 Epoch 8: train loss 0.6430381834506989 Epoch 8: val loss 0.7095946669578552 Epoch 9: train loss 0.6398808310429255 Epoch 9: val loss 0.7132636308670044 Epoch 10: train loss 0.6381337990363439 Epoch 10: val loss 0.7167849540710449 Epoch 11: train loss 0.6348635057608286 Epoch 11: val loss 0.7185354828834534 Epoch 12: train loss 0.6375004400809606 Epoch 12: val loss 0.7262417674064636 Epoch 13: train loss 0.62270155052344 Epoch 13: val loss 0.7237918972969055 Epoch 14: train loss 0.630435491601626 Epoch 14: val loss 0.7355604767799377 Epoch 15: train loss 0.6248380740483602 Epoch 15: val loss 0.735572099685669 Epoch 16: train loss 0.6064545015494028 Epoch 16: val loss 0.734343409538269 Epoch 17: train loss 0.6260984043280283 Epoch 17: val loss 0.7323470711708069 Epoch 18: train loss 0.6137090822060903 Epoch 18: val loss 0.7342942357063293 Epoch 19: train loss 0.6030320475498835 Epoch 19: val loss 0.7323664426803589 Epoch 20: train loss 0.6061789741118749 Epoch 20: val loss 0.7352104187011719 Epoch 21: train loss 0.61996129155159 Epoch 21: val loss 0.7295264601707458 Epoch 22: train loss 0.5985908508300781 Epoch 22: val loss 0.7407339811325073 Epoch 23: train loss 0.6021631782253584 Epoch 23: val loss 0.7385252118110657 Epoch 24: train loss 0.5815547580520312 Epoch 24: val loss 0.7495997548103333
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092269659042358 Epoch 0: val loss 0.7029147148132324 Epoch 1: train loss 0.6888749202092489 Epoch 1: val loss 0.7150489687919617 Epoch 2: train loss 0.6778964946667353 Epoch 2: val loss 0.7202192544937134 Epoch 3: train loss 0.6700321634610494 Epoch 3: val loss 0.7226595282554626 Epoch 4: train loss 0.6607948889334997 Epoch 4: val loss 0.7322203516960144 Epoch 5: train loss 0.6572119394938151 Epoch 5: val loss 0.7317512035369873 Epoch 6: train loss 0.6627936015526453 Epoch 6: val loss 0.7256807088851929 Epoch 7: train loss 0.6438742230335871 Epoch 7: val loss 0.7355880737304688 Epoch 8: train loss 0.6437811205784479 Epoch 8: val loss 0.7300498485565186 Epoch 9: train loss 0.6436373690764109 Epoch 9: val loss 0.7383099794387817 Epoch 10: train loss 0.6314876079559326 Epoch 10: val loss 0.7395164966583252 Epoch 11: train loss 0.636825293302536 Epoch 11: val loss 0.7400490641593933 Epoch 12: train loss 0.6125798895955086 Epoch 12: val loss 0.741093099117279 Epoch 13: train loss 0.6253775308529536 Epoch 13: val loss 0.7310859560966492 Epoch 14: train loss 0.6056216011444727 Epoch 14: val loss 0.7380791902542114 Epoch 15: train loss 0.6176857004563013 Epoch 15: val loss 0.7534365057945251 Epoch 16: train loss 0.6055821031332016 Epoch 16: val loss 0.7463206648826599 Epoch 17: train loss 0.6008933434883753 Epoch 17: val loss 0.7443717122077942 Epoch 18: train loss 0.6176830182472864 Epoch 18: val loss 0.750486433506012 Epoch 19: train loss 0.5974030246337255 Epoch 19: val loss 0.7551242709159851 Epoch 20: train loss 0.6031109889348348 Epoch 20: val loss 0.7439650297164917 Epoch 21: train loss 0.6019987116257349 Epoch 21: val loss 0.7464433908462524 Epoch 22: train loss 0.5972965707381567 Epoch 22: val loss 0.7530133128166199 Epoch 23: train loss 0.6047505140304565 Epoch 23: val loss 0.7512680888175964 Epoch 24: train loss 0.5845591972271601 Epoch 24: val loss 0.7522993087768555
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7040259341398875 Epoch 0: val loss 0.688202977180481 Epoch 1: train loss 0.6911165863275528 Epoch 1: val loss 0.686518669128418 Epoch 2: train loss 0.6838383922974268 Epoch 2: val loss 0.6817361116409302 Epoch 3: train loss 0.6733865290880203 Epoch 3: val loss 0.6793981790542603 Epoch 4: train loss 0.6749205688635508 Epoch 4: val loss 0.6721810698509216 Epoch 5: train loss 0.6830128033955892 Epoch 5: val loss 0.671953022480011 Epoch 6: train loss 0.6870268235603968 Epoch 6: val loss 0.6707258224487305 Epoch 7: train loss 0.684357355038325 Epoch 7: val loss 0.673546314239502 Epoch 8: train loss 0.6695424119631449 Epoch 8: val loss 0.673649787902832 Epoch 9: train loss 0.6629119763771693 Epoch 9: val loss 0.674495279788971 Epoch 10: train loss 0.6631909559170405 Epoch 10: val loss 0.674399733543396 Epoch 11: train loss 0.66264575223128 Epoch 11: val loss 0.6750515699386597 Epoch 12: train loss 0.6615098218123118 Epoch 12: val loss 0.6730626821517944 Epoch 13: train loss 0.6628548949956894 Epoch 13: val loss 0.6747453808784485 Epoch 14: train loss 0.645855575799942 Epoch 14: val loss 0.6761691570281982 Epoch 15: train loss 0.651397223273913 Epoch 15: val loss 0.6770841479301453 Epoch 16: train loss 0.6365799158811569 Epoch 16: val loss 0.6858765482902527 Epoch 17: train loss 0.6454896877209345 Epoch 17: val loss 0.6910232901573181 Epoch 18: train loss 0.6358383695284525 Epoch 18: val loss 0.6929336786270142 Epoch 19: train loss 0.631011039018631 Epoch 19: val loss 0.6954436898231506 Epoch 20: train loss 0.6338082253932953 Epoch 20: val loss 0.7077317237854004 Epoch 21: train loss 0.6241504997014999 Epoch 21: val loss 0.7067933678627014 Epoch 22: train loss 0.6414272586504618 Epoch 22: val loss 0.7090590596199036 Epoch 23: train loss 0.6151780237754186 Epoch 23: val loss 0.7120910882949829 Epoch 24: train loss 0.6397963662942251 Epoch 24: val loss 0.7097442150115967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6974134892225266 Epoch 0: val loss 0.695692777633667 Epoch 1: train loss 0.6944998577237129 Epoch 1: val loss 0.689176082611084 Epoch 2: train loss 0.6874303407967091 Epoch 2: val loss 0.6838375329971313 Epoch 3: train loss 0.681561104953289 Epoch 3: val loss 0.679341733455658 Epoch 4: train loss 0.6719791553914547 Epoch 4: val loss 0.6767988801002502 Epoch 5: train loss 0.6742550358176231 Epoch 5: val loss 0.6740323901176453 Epoch 6: train loss 0.6605243235826492 Epoch 6: val loss 0.6660348773002625 Epoch 7: train loss 0.6709049493074417 Epoch 7: val loss 0.6571258306503296 Epoch 8: train loss 0.6656345054507256 Epoch 8: val loss 0.6572347283363342 Epoch 9: train loss 0.6519751138985157 Epoch 9: val loss 0.6474095582962036 Epoch 10: train loss 0.6615914031863213 Epoch 10: val loss 0.6373415589332581 Epoch 11: train loss 0.657098326832056 Epoch 11: val loss 0.6478097438812256 Epoch 12: train loss 0.6504313461482525 Epoch 12: val loss 0.650056779384613 Epoch 13: train loss 0.6426885910332203 Epoch 13: val loss 0.6516807079315186 Epoch 14: train loss 0.6393705792725086 Epoch 14: val loss 0.6511836647987366 Epoch 15: train loss 0.6417475193738937 Epoch 15: val loss 0.6552786827087402 Epoch 16: train loss 0.6451941952109337 Epoch 16: val loss 0.6532430052757263 Epoch 17: train loss 0.6451368108391762 Epoch 17: val loss 0.6502717137336731 Epoch 18: train loss 0.6378271393477917 Epoch 18: val loss 0.6573820114135742 Epoch 19: train loss 0.640003677457571 Epoch 19: val loss 0.651824414730072
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
6 Epoch 0: train loss 0.6742530635425023 Epoch 0: val loss 0.6933456659317017 Epoch 1: train loss 0.6278115723814283 Epoch 1: val loss 0.6685953736305237 Epoch 2: train loss 0.6114453503063747 Epoch 2: val loss 0.6504307389259338 Epoch 3: train loss 0.5993204457419259 Epoch 3: val loss 0.637429416179657 Epoch 4: train loss 0.6446381381579808 Epoch 4: val loss 0.6289658546447754 Epoch 5: train loss 0.5720357384000506 Epoch 5: val loss 0.6251924633979797 Epoch 6: train loss 0.5503261600221906 Epoch 6: val loss 0.6250976920127869 Epoch 7: train loss 0.5501035451889038 Epoch 7: val loss 0.6234902739524841 Epoch 8: train loss 0.5523323629583631 Epoch 8: val loss 0.624354362487793 Epoch 9: train loss 0.5367539567606789 Epoch 9: val loss 0.6243165731430054 Epoch 10: train loss 0.6051243713923863 Epoch 10: val loss 0.6241979598999023 Epoch 11: train loss 0.5908307816301074 Epoch 11: val loss 0.6205008029937744 Epoch 12: train loss 0.556536717074258 Epoch 12: val loss 0.6276188492774963 Epoch 13: train loss 0.5614654847553798 Epoch 13: val loss 0.6318960189819336 Epoch 14: train loss 0.5367935725620815 Epoch 14: val loss 0.6422094106674194 Epoch 15: train loss 0.5502679390566689 Epoch 15: val loss 0.6446021795272827 Epoch 16: train loss 0.5184786362307412 Epoch 16: val loss 0.6392745971679688 Epoch 17: train loss 0.5446219529424395 Epoch 17: val loss 0.6373746991157532 Epoch 18: train loss 0.5463566056319645 Epoch 18: val loss 0.6381219625473022 Epoch 19: train loss 0.4957946709224156 Epoch 19: val loss 0.643900454044342 Epoch 20: train loss 0.5083519773823875 Epoch 20: val loss 0.6517153978347778 Epoch 21: train loss 0.5125957940305982 Epoch 21: val loss 0.6563724875450134 Epoch 22: train loss 0.5019418724945613 Epoch 22: val loss 0.6690407395362854 Epoch 23: train loss 0.5471144574029105 Epoch 23: val loss 0.6781269311904907 Epoch 24: train loss 0.5449898370674678 Epoch 24: val loss 0.6832794547080994
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890206166676113 Epoch 0: val loss 0.6507188081741333 Epoch 1: train loss 0.6372279609952655 Epoch 1: val loss 0.6076571941375732 Epoch 2: train loss 0.6768643856048584 Epoch 2: val loss 0.5826640129089355 Epoch 3: train loss 0.6083128920623234 Epoch 3: val loss 0.5803809762001038 Epoch 4: train loss 0.5816233328410557 Epoch 4: val loss 0.576676607131958 Epoch 5: train loss 0.5898720238889966 Epoch 5: val loss 0.5718276500701904 Epoch 6: train loss 0.5982228517532349 Epoch 6: val loss 0.5743363499641418 Epoch 7: train loss 0.5541790468352181 Epoch 7: val loss 0.5827221870422363 Epoch 8: train loss 0.5573772958346775 Epoch 8: val loss 0.5831878781318665 Epoch 9: train loss 0.5813307847295489 Epoch 9: val loss 0.5788125395774841 Epoch 10: train loss 0.5749419501849583 Epoch 10: val loss 0.5726615786552429 Epoch 11: train loss 0.5419015543801444 Epoch 11: val loss 0.5803994536399841 Epoch 12: train loss 0.5726781359740666 Epoch 12: val loss 0.5928097367286682 Epoch 13: train loss 0.6193808913230896 Epoch 13: val loss 0.6208791732788086 Epoch 14: train loss 0.5440747312137059 Epoch 14: val loss 0.6377855539321899 Epoch 15: train loss 0.5453031999724252 Epoch 15: val loss 0.629304051399231 Epoch 16: train loss 0.5161798766681126 Epoch 16: val loss 0.6195449829101562 Epoch 17: train loss 0.525220492056438 Epoch 17: val loss 0.6166396737098694 Epoch 18: train loss 0.552913384778159 Epoch 18: val loss 0.6185039281845093 Epoch 19: train loss 0.5736108422279358 Epoch 19: val loss 0.6304736733436584 Epoch 20: train loss 0.583392219884055 Epoch 20: val loss 0.6367398500442505 Epoch 21: train loss 0.49456557631492615 Epoch 21: val loss 0.6431164145469666 Epoch 22: train loss 0.5261928566864559 Epoch 22: val loss 0.6355340480804443 Epoch 23: train loss 0.5109627204281944 Epoch 23: val loss 0.6386430859565735 Epoch 24: train loss 0.574210626738412 Epoch 24: val loss 0.641501784324646
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6585026383399963 Epoch 0: val loss 0.6556503176689148 Epoch 1: train loss 0.6297666771071297 Epoch 1: val loss 0.6375683546066284 Epoch 2: train loss 0.6024441123008728 Epoch 2: val loss 0.6221730709075928 Epoch 3: train loss 0.5734509570258004 Epoch 3: val loss 0.6189619898796082 Epoch 4: train loss 0.6187946115221296 Epoch 4: val loss 0.623599648475647 Epoch 5: train loss 0.5464492440223694 Epoch 5: val loss 0.6218603253364563 Epoch 6: train loss 0.5942571844373431 Epoch 6: val loss 0.6268406510353088 Epoch 7: train loss 0.5904269729341779 Epoch 7: val loss 0.6359001994132996 Epoch 8: train loss 0.5428252858775002 Epoch 8: val loss 0.6464545130729675 Epoch 9: train loss 0.551463953086308 Epoch 9: val loss 0.6520674228668213 Epoch 10: train loss 0.5294344467776162 Epoch 10: val loss 0.6391939520835876 Epoch 11: train loss 0.549544734614236 Epoch 11: val loss 0.6360605359077454 Epoch 12: train loss 0.5094282329082489 Epoch 12: val loss 0.6334491968154907 Epoch 13: train loss 0.5207508844988686 Epoch 13: val loss 0.6381020545959473 Epoch 14: train loss 0.5092080107757023 Epoch 14: val loss 0.6475759744644165 Epoch 15: train loss 0.5452467756611961 Epoch 15: val loss 0.6610238552093506 Epoch 16: train loss 0.5308754188673837 Epoch 16: val loss 0.6658616662025452 Epoch 17: train loss 0.5204761879784721 Epoch 17: val loss 0.6682000756263733 Epoch 18: train loss 0.49340165512902395 Epoch 18: val loss 0.6702762246131897 Epoch 19: train loss 0.5526700360434396 Epoch 19: val loss 0.669430136680603 Epoch 20: train loss 0.503371924161911 Epoch 20: val loss 0.6632534265518188 Epoch 21: train loss 0.515717225415366 Epoch 21: val loss 0.66744464635849 Epoch 22: train loss 0.49278167315891813 Epoch 22: val loss 0.671176016330719 Epoch 23: train loss 0.4979171242032732 Epoch 23: val loss 0.6760391592979431 Epoch 24: train loss 0.46552672556468416 Epoch 24: val loss 0.6839492321014404
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6985481211117336 Epoch 0: val loss 0.6815603971481323 Epoch 1: train loss 0.6516729593276978 Epoch 1: val loss 0.670937180519104 Epoch 2: train loss 0.6501127311161586 Epoch 2: val loss 0.6597029566764832 Epoch 3: train loss 0.6306462798799787 Epoch 3: val loss 0.6479387879371643 Epoch 4: train loss 0.6002234475953239 Epoch 4: val loss 0.6400556564331055 Epoch 5: train loss 0.6279488035610744 Epoch 5: val loss 0.6351273655891418 Epoch 6: train loss 0.5909079142979213 Epoch 6: val loss 0.6336014270782471 Epoch 7: train loss 0.5700501416410718 Epoch 7: val loss 0.6322831511497498 Epoch 8: train loss 0.5494397452899388 Epoch 8: val loss 0.6310914754867554 Epoch 9: train loss 0.5325038475649697 Epoch 9: val loss 0.635735034942627 Epoch 10: train loss 0.5470458524567741 Epoch 10: val loss 0.6389864683151245 Epoch 11: train loss 0.574094546692712 Epoch 11: val loss 0.6411346197128296 Epoch 12: train loss 0.5323473938873836 Epoch 12: val loss 0.6359329223632812 Epoch 13: train loss 0.5254123296056475 Epoch 13: val loss 0.6378951072692871 Epoch 14: train loss 0.5364801415375301 Epoch 14: val loss 0.6419837474822998 Epoch 15: train loss 0.5292470753192902 Epoch 15: val loss 0.6462380290031433 Epoch 16: train loss 0.5360100482191358 Epoch 16: val loss 0.648897647857666 Epoch 17: train loss 0.5393659727913993 Epoch 17: val loss 0.6500392556190491 Epoch 18: train loss 0.6011652946472168 Epoch 18: val loss 0.6546363830566406 Epoch 19: train loss 0.5442434975079128 Epoch 19: val loss 0.6547378897666931 Epoch 20: train loss 0.5775213752474103 Epoch 20: val loss 0.6533393859863281 Epoch 21: train loss 0.5086315061364856 Epoch 21: val loss 0.6555250883102417 Epoch 22: train loss 0.5563955051558358 Epoch 22: val loss 0.6543043851852417 Epoch 23: train loss 0.5145755069596427 Epoch 23: val loss 0.6528335213661194 Epoch 24: train loss 0.4997128631387438 Epoch 24: val loss 0.6560738682746887
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6668914821412828 Epoch 0: val loss 0.6661872267723083 Epoch 1: train loss 0.6206359101666344 Epoch 1: val loss 0.6524004936218262 Epoch 2: train loss 0.617900722556644 Epoch 2: val loss 0.6339068412780762
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6812004819512367 Epoch 0: val loss 0.6702685356140137 Epoch 1: train loss 0.6417344659566879 Epoch 1: val loss 0.6502693891525269 Epoch 2: train loss 0.6029867231845856 Epoch 2: val loss 0.6258465051651001 Epoch 3: train loss 0.6015032082796097 Epoch 3: val loss 0.6019585728645325 Epoch 4: train loss 0.5482530295848846 Epoch 4: val loss 0.5774949789047241 Epoch 5: train loss 0.5318139716982841 Epoch 5: val loss 0.560105562210083 Epoch 6: train loss 0.5125411674380302 Epoch 6: val loss 0.5531180500984192 Epoch 7: train loss 0.5058229491114616 Epoch 7: val loss 0.5485530495643616 Epoch 8: train loss 0.4794716536998749 Epoch 8: val loss 0.555462121963501 Epoch 9: train loss 0.45950114354491234 Epoch 9: val loss 0.555652916431427 Epoch 10: train loss 0.4537769816815853 Epoch 10: val loss 0.5644579529762268 Epoch 11: train loss 0.44858739525079727 Epoch 11: val loss 0.5688583850860596 Epoch 12: train loss 0.43841414153575897 Epoch 12: val loss 0.581935465335846 Epoch 13: train loss 0.4625106602907181 Epoch 13: val loss 0.5885823369026184 Epoch 14: train loss 0.4265950843691826 Epoch 14: val loss 0.5935443043708801 Epoch 15: train loss 0.4244080148637295 Epoch 15: val loss 0.6058738827705383 Epoch 16: train loss 0.42410842701792717 Epoch 16: val loss 0.6079480051994324 Epoch 17: train loss 0.4196157716214657 Epoch 17: val loss 0.6092550158500671 Epoch 18: train loss 0.4275253675878048 Epoch 18: val loss 0.6085740327835083 Epoch 19: train loss 0.4363432265818119 Epoch 19: val loss 0.6109296679496765 Epoch 20: train loss 0.4026082716882229 Epoch 20: val loss 0.6121567487716675 Epoch 21: train loss 0.4417276196181774 Epoch 21: val loss 0.6020189523696899 Epoch 22: train loss 0.38134289532899857 Epoch 22: val loss 0.6034906506538391 Epoch 23: train loss 0.4286534711718559 Epoch 23: val loss 0.6197983026504517 Epoch 24: train loss 0.4020846448838711 Epoch 24: val loss 0.6179631352424622
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6976376920938492 Epoch 0: val loss 0.6697701811790466 Epoch 1: train loss 0.6315590888261795 Epoch 1: val loss 0.6590896248817444 Epoch 2: train loss 0.6057587191462517 Epoch 2: val loss 0.6415451765060425 Epoch 3: train loss 0.6093231551349163 Epoch 3: val loss 0.622565746307373 Epoch 4: train loss 0.583609014749527 Epoch 4: val loss 0.6067652106285095 Epoch 5: train loss 0.5573072545230389 Epoch 5: val loss 0.5963687896728516 Epoch 6: train loss 0.5440246313810349 Epoch 6: val loss 0.5848377346992493 Epoch 7: train loss 0.520365834236145 Epoch 7: val loss 0.5639864206314087 Epoch 8: train loss 0.5023836493492126 Epoch 8: val loss 0.5609720945358276 Epoch 9: train loss 0.536216776818037 Epoch 9: val loss 0.560096800327301 Epoch 10: train loss 0.52396260201931 Epoch 10: val loss 0.5578263998031616 Epoch 11: train loss 0.5042580105364323 Epoch 11: val loss 0.5573987364768982 Epoch 12: train loss 0.5172531977295876 Epoch 12: val loss 0.5479187369346619 Epoch 13: train loss 0.5138102248311043 Epoch 13: val loss 0.541427493095398 Epoch 14: train loss 0.4788632430136204 Epoch 14: val loss 0.5384960174560547 Epoch 15: train loss 0.49034640192985535 Epoch 15: val loss 0.5395119190216064 Epoch 16: train loss 0.47838420420885086 Epoch 16: val loss 0.5331187844276428 Epoch 17: train loss 0.47155778110027313 Epoch 17: val loss 0.538037121295929 Epoch 18: train loss 0.4522411450743675 Epoch 18: val loss 0.558046817779541 Epoch 19: train loss 0.45337356999516487 Epoch 19: val loss 0.534408688545227 Epoch 20: train loss 0.4514160640537739 Epoch 20: val loss 0.5272231101989746 Epoch 21: train loss 0.4363388828933239 Epoch 21: val loss 0.5193566679954529 Epoch 22: train loss 0.4630541615188122 Epoch 22: val loss 0.5169380903244019 Epoch 23: train loss 0.46374424174427986 Epoch 23: val loss 0.5365139842033386 Epoch 24: train loss 0.45634210854768753 Epoch 24: val loss 0.5304995775222778
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6879038959741592 Epoch 0: val loss 0.6706499457359314 Epoch 1: train loss 0.6664500758051872 Epoch 1: val loss 0.6512554287910461 Epoch 2: train loss 0.6497311070561409 Epoch 2: val loss 0.6348472237586975 Epoch 3: train loss 0.633997954428196 Epoch 3: val loss 0.6187088489532471 Epoch 4: train loss 0.616506464779377 Epoch 4: val loss 0.6018417477607727 Epoch 5: train loss 0.6022277101874352 Epoch 5: val loss 0.5862044095993042 Epoch 6: train loss 0.5810375362634659 Epoch 6: val loss 0.5744690895080566 Epoch 7: train loss 0.566155306994915 Epoch 7: val loss 0.5595635175704956 Epoch 8: train loss 0.5497540533542633 Epoch 8: val loss 0.5448780059814453 Epoch 9: train loss 0.5376339480280876 Epoch 9: val loss 0.5387899279594421 Epoch 10: train loss 0.5186548829078674 Epoch 10: val loss 0.5270544290542603 Epoch 11: train loss 0.4892367571592331 Epoch 11: val loss 0.5263457298278809 Epoch 12: train loss 0.497076079249382 Epoch 12: val loss 0.5263627767562866 Epoch 13: train loss 0.4833226427435875 Epoch 13: val loss 0.5212193131446838 Epoch 14: train loss 0.4763733893632889 Epoch 14: val loss 0.5226840376853943 Epoch 15: train loss 0.49530475214123726 Epoch 15: val loss 0.5277350544929504 Epoch 16: train loss 0.4686336778104305 Epoch 16: val loss 0.5260661840438843 Epoch 17: train loss 0.4543299935758114 Epoch 17: val loss 0.5292417407035828 Epoch 18: train loss 0.4634486995637417 Epoch 18: val loss 0.5311654806137085 Epoch 19: train loss 0.47748318314552307 Epoch 19: val loss 0.5346829295158386 Epoch 20: train loss 0.4443015158176422 Epoch 20: val loss 0.5383884906768799 Epoch 21: train loss 0.4566023536026478 Epoch 21: val loss 0.5338035225868225 Epoch 22: train loss 0.44893521815538406 Epoch 22: val loss 0.5275421142578125 Epoch 23: train loss 0.44450358115136623 Epoch 23: val loss 0.529407799243927 Epoch 24: train loss 0.4136013835668564 Epoch 24: val loss 0.5334232449531555
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7057836726307869 Epoch 0: val loss 0.6875684857368469 Epoch 1: train loss 0.675407201051712 Epoch 1: val loss 0.6733693480491638 Epoch 2: train loss 0.6407253742218018 Epoch 2: val loss 0.6595396399497986 Epoch 3: train loss 0.6309400722384453 Epoch 3: val loss 0.6442719101905823 Epoch 4: train loss 0.601084291934967 Epoch 4: val loss 0.6299113035202026 Epoch 5: train loss 0.6000511199235916 Epoch 5: val loss 0.6127868890762329 Epoch 6: train loss 0.5736619681119919 Epoch 6: val loss 0.5996565222740173 Epoch 7: train loss 0.5665336810052395 Epoch 7: val loss 0.5831373929977417 Epoch 8: train loss 0.5460696406662464 Epoch 8: val loss 0.5749992728233337 Epoch 9: train loss 0.52590062469244 Epoch 9: val loss 0.5669143199920654 Epoch 10: train loss 0.5140979401767254 Epoch 10: val loss 0.5604455471038818 Epoch 11: train loss 0.49272335693240166 Epoch 11: val loss 0.5533751249313354 Epoch 12: train loss 0.49831370636820793 Epoch 12: val loss 0.5503461956977844 Epoch 13: train loss 0.49082793295383453 Epoch 13: val loss 0.5510157346725464 Epoch 14: train loss 0.49261556565761566 Epoch 14: val loss 0.5553054809570312 Epoch 15: train loss 0.47060075402259827 Epoch 15: val loss 0.5581298470497131 Epoch 16: train loss 0.46966552734375 Epoch 16: val loss 0.5563164949417114 Epoch 17: train loss 0.4788686968386173 Epoch 17: val loss 0.5572867393493652 Epoch 18: train loss 0.4595123380422592 Epoch 18: val loss 0.5605226755142212 Epoch 19: train loss 0.48346635699272156 Epoch 19: val loss 0.5644418597221375 Epoch 20: train loss 0.4640526920557022 Epoch 20: val loss 0.5690172910690308 Epoch 21: train loss 0.43683627247810364 Epoch 21: val loss 0.5775966048240662 Epoch 22: train loss 0.4515802711248398 Epoch 22: val loss 0.5776152610778809 Epoch 23: train loss 0.45353713259100914 Epoch 23: val loss 0.5790334343910217 Epoch 24: train loss 0.44501490145921707 Epoch 24: val loss 0.5821324586868286
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6592733697457747 Epoch 0: val loss 0.6619046330451965 Epoch 1: train loss 0.6184928959066217 Epoch 1: val loss 0.6365674734115601 Epoch 2: train loss 0.5738851753148165 Epoch 2: val loss 0.6124601364135742 Epoch 3: train loss 0.5831871601668271 Epoch 3: val loss 0.5913323760032654 Epoch 4: train loss 0.5529880930076946 Epoch 4: val loss 0.5731754899024963 Epoch 5: train loss 0.5241638232361187 Epoch 5: val loss 0.5506295561790466 Epoch 6: train loss 0.5173660029064525 Epoch 6: val loss 0.561719536781311 Epoch 7: train loss 0.5078285444866527 Epoch 7: val loss 0.5542654395103455 Epoch 8: train loss 0.4971882131966678 Epoch 8: val loss 0.5343448519706726
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6781178653240204 Epoch 0: val loss 0.666008472442627 Epoch 1: train loss 0.6528746604919433 Epoch 1: val loss 0.6410701274871826 Epoch 2: train loss 0.622894012928009 Epoch 2: val loss 0.6171931028366089 Epoch 3: train loss 0.597930771112442 Epoch 3: val loss 0.5954446792602539 Epoch 4: train loss 0.5622481524944305 Epoch 4: val loss 0.5780051350593567 Epoch 5: train loss 0.5437046319246293 Epoch 5: val loss 0.566106915473938 Epoch 6: train loss 0.5409284800291061 Epoch 6: val loss 0.5539025068283081 Epoch 7: train loss 0.5221426755189895 Epoch 7: val loss 0.5489761233329773 Epoch 8: train loss 0.49313201010227203 Epoch 8: val loss 0.5518851280212402 Epoch 9: train loss 0.5015627592802048 Epoch 9: val loss 0.5511579513549805 Epoch 10: train loss 0.49081701338291167 Epoch 10: val loss 0.5585623383522034 Epoch 11: train loss 0.46859907507896426 Epoch 11: val loss 0.558682918548584 Epoch 12: train loss 0.4788809597492218 Epoch 12: val loss 0.5613241791725159 Epoch 13: train loss 0.4861577957868576 Epoch 13: val loss 0.5538413524627686 Epoch 14: train loss 0.46316812336444857 Epoch 14: val loss 0.5571705102920532 Epoch 15: train loss 0.46217875778675077 Epoch 15: val loss 0.5523250699043274 Epoch 16: train loss 0.46722992062568663 Epoch 16: val loss 0.5465375185012817 Epoch 17: train loss 0.44146843552589415 Epoch 17: val loss 0.5540323853492737 Epoch 18: train loss 0.4494278162717819 Epoch 18: val loss 0.5545046329498291 Epoch 19: train loss 0.43930667638778687 Epoch 19: val loss 0.5582525134086609 Epoch 20: train loss 0.44244036078453064 Epoch 20: val loss 0.5657157301902771 Epoch 21: train loss 0.4389703869819641 Epoch 21: val loss 0.5701901912689209 Epoch 22: train loss 0.4525595813989639 Epoch 22: val loss 0.5698038935661316 Epoch 23: train loss 0.44115019142627715 Epoch 23: val loss 0.558922529220581 Epoch 24: train loss 0.43461428582668304 Epoch 24: val loss 0.557961642742157
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6807437479496002 Epoch 0: val loss 0.6322337985038757 Epoch 1: train loss 0.6510609149932861 Epoch 1: val loss 0.6034700870513916 Epoch 2: train loss 0.6249348759651184 Epoch 2: val loss 0.5749147534370422 Epoch 3: train loss 0.6033270537853241 Epoch 3: val loss 0.5473664402961731 Epoch 4: train loss 0.597217983007431 Epoch 4: val loss 0.5237216949462891 Epoch 5: train loss 0.5630743026733398 Epoch 5: val loss 0.5063115954399109 Epoch 6: train loss 0.5435922235250473 Epoch 6: val loss 0.49637266993522644 Epoch 7: train loss 0.5481298923492431 Epoch 7: val loss 0.48572391271591187 Epoch 8: train loss 0.5394410908222198 Epoch 8: val loss 0.4816626012325287 Epoch 9: train loss 0.5372154235839843 Epoch 9: val loss 0.4759424328804016 Epoch 10: train loss 0.5475454479455948 Epoch 10: val loss 0.4791187644004822 Epoch 11: train loss 0.5275645166635513 Epoch 11: val loss 0.47767025232315063 Epoch 12: train loss 0.5367619097232819 Epoch 12: val loss 0.4779972434043884 Epoch 13: train loss 0.501850600540638 Epoch 13: val loss 0.47780799865722656 Epoch 14: train loss 0.5269649922847748 Epoch 14: val loss 0.47949108481407166 Epoch 15: train loss 0.4953968167304993 Epoch 15: val loss 0.47822898626327515 Epoch 16: train loss 0.5110637366771698 Epoch 16: val loss 0.4795781970024109 Epoch 17: train loss 0.4831132054328918 Epoch 17: val loss 0.4789806604385376 Epoch 18: train loss 0.49694248139858244 Epoch 18: val loss 0.4794333577156067 Epoch 19: train loss 0.46920167207717894 Epoch 19: val loss 0.48260781168937683 Epoch 20: train loss 0.48113742768764495 Epoch 20: val loss 0.4813781976699829 Epoch 21: train loss 0.4667322009801865 Epoch 21: val loss 0.48623740673065186 Epoch 22: train loss 0.48051041066646577 Epoch 22: val loss 0.4909568727016449 Epoch 23: train loss 0.46848918199539186 Epoch 23: val loss 0.4863679111003876 Epoch 24: train loss 0.457406085729599 Epoch 24: val loss 0.48635295033454895
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6817801475524903 Epoch 0: val loss 0.6651826500892639 Epoch 1: train loss 0.6542962968349457 Epoch 1: val loss 0.6345932483673096 Epoch 2: train loss 0.6297809541225433 Epoch 2: val loss 0.6051124334335327 Epoch 3: train loss 0.5771107316017151 Epoch 3: val loss 0.5832334160804749 Epoch 4: train loss 0.5548050403594971 Epoch 4: val loss 0.5707958340644836 Epoch 5: train loss 0.5258094102144242 Epoch 5: val loss 0.5670730471611023 Epoch 6: train loss 0.5190780162811279 Epoch 6: val loss 0.5671038627624512 Epoch 7: train loss 0.5234641432762146 Epoch 7: val loss 0.5680222511291504 Epoch 8: train loss 0.5264938801527024 Epoch 8: val loss 0.5721394419670105 Epoch 9: train loss 0.4868867576122284 Epoch 9: val loss 0.5727238059043884 Epoch 10: train loss 0.48114286959171293 Epoch 10: val loss 0.5761873126029968 Epoch 11: train loss 0.47517434060573577 Epoch 11: val loss 0.5799900889396667 Epoch 12: train loss 0.4684332311153412 Epoch 12: val loss 0.5816466808319092 Epoch 13: train loss 0.4776912540197372 Epoch 13: val loss 0.5793328285217285 Epoch 14: train loss 0.459715473651886 Epoch 14: val loss 0.5801922082901001 Epoch 15: train loss 0.4559144556522369 Epoch 15: val loss 0.5871025919914246 Epoch 16: train loss 0.4720060616731644 Epoch 16: val loss 0.5942474603652954 Epoch 17: train loss 0.48324625492095946 Epoch 17: val loss 0.6030714511871338 Epoch 18: train loss 0.4517519772052765 Epoch 18: val loss 0.607394278049469 Epoch 19: train loss 0.42123382687568667 Epoch 19: val loss 0.6077502369880676 Epoch 20: train loss 0.4390971064567566 Epoch 20: val loss 0.6144272685050964 Epoch 21: train loss 0.4393117994070053 Epoch 21: val loss 0.6163473725318909 Epoch 22: train loss 0.43693428933620454 Epoch 22: val loss 0.6347451210021973 Epoch 23: train loss 0.4302070468664169 Epoch 23: val loss 0.6226315498352051 Epoch 24: train loss 0.4395663321018219 Epoch 24: val loss 0.6244884729385376
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6804870128631592 Epoch 0: val loss 0.6459504961967468 Epoch 1: train loss 0.6246765494346619 Epoch 1: val loss 0.6019402146339417 Epoch 2: train loss 0.5843936979770661 Epoch 2: val loss 0.5685253739356995 Epoch 3: train loss 0.5481456398963929 Epoch 3: val loss 0.5488144159317017 Epoch 4: train loss 0.556082484126091 Epoch 4: val loss 0.5366105437278748 Epoch 5: train loss 0.5470433622598648 Epoch 5: val loss 0.5345151424407959 Epoch 6: train loss 0.5283043056726455 Epoch 6: val loss 0.5349905490875244 Epoch 7: train loss 0.512586185336113 Epoch 7: val loss 0.5367215275764465 Epoch 8: train loss 0.5359106093645096 Epoch 8: val loss 0.5361717343330383 Epoch 9: train loss 0.5116050541400909 Epoch 9: val loss 0.5322861075401306 Epoch 10: train loss 0.5228892594575882 Epoch 10: val loss 0.5287562012672424 Epoch 11: train loss 0.519368153810501 Epoch 11: val loss 0.5322209000587463 Epoch 12: train loss 0.5053225755691528 Epoch 12: val loss 0.5357733368873596 Epoch 13: train loss 0.49843365252017974 Epoch 13: val loss 0.5306378602981567 Epoch 14: train loss 0.49961510598659514 Epoch 14: val loss 0.5268764495849609 Epoch 15: train loss 0.49063506722450256 Epoch 15: val loss 0.5272151827812195 Epoch 16: train loss 0.5053371131420136 Epoch 16: val loss 0.5275588035583496 Epoch 17: train loss 0.4881828725337982 Epoch 17: val loss 0.5325409173965454 Epoch 18: train loss 0.5136504083871841 Epoch 18: val loss 0.5343679189682007 Epoch 19: train loss 0.47090497612953186 Epoch 19: val loss 0.5313944816589355 Epoch 20: train loss 0.5004301369190216 Epoch 20: val loss 0.527182936668396 Epoch 21: train loss 0.48721698820590975 Epoch 21: val loss 0.5241477489471436 Epoch 22: train loss 0.4960559159517288 Epoch 22: val loss 0.5246968269348145 Epoch 23: train loss 0.4676120936870575 Epoch 23: val loss 0.5243779420852661 Epoch 24: train loss 0.47382681965827944 Epoch 24: val loss 0.5251818299293518
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699004067824437 Epoch 0: val loss 0.6816641092300415 Epoch 1: train loss 0.6391188869109521 Epoch 1: val loss 0.643141508102417 Epoch 2: train loss 0.622494821365063 Epoch 2: val loss 0.6111503839492798 Epoch 3: train loss 0.5908364561887888 Epoch 3: val loss 0.5776405930519104 Epoch 4: train loss 0.5475642497722919 Epoch 4: val loss 0.5728779435157776 Epoch 5: train loss 0.5359001411841466 Epoch 5: val loss 0.568690299987793 Epoch 6: train loss 0.5303152134785285 Epoch 6: val loss 0.56272292137146 Epoch 7: train loss 0.5284072344119732 Epoch 7: val loss 0.5509389042854309 Epoch 8: train loss 0.5267604130965012 Epoch 8: val loss 0.5473766326904297 Epoch 9: train loss 0.5158857726133786 Epoch 9: val loss 0.560662567615509 Epoch 10: train loss 0.5137386299096621 Epoch 10: val loss 0.5424435138702393 Epoch 11: train loss 0.5235418104208432 Epoch 11: val loss 0.5380635261535645 Epoch 12: train loss 0.5093758083306826 Epoch 12: val loss 0.5397186279296875 Epoch 13: train loss 0.4946320721736321 Epoch 13: val loss 0.5363953113555908 Epoch 14: train loss 0.5079037294938014 Epoch 14: val loss 0.5169678330421448 Epoch 15: train loss 0.4881916619264163 Epoch 15: val loss 0.5184682011604309
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6901944544580247 Epoch 0: val loss 0.6699482798576355 Epoch 1: train loss 0.6787010961108737 Epoch 1: val loss 0.6678854823112488 Epoch 2: train loss 0.6664442353778415 Epoch 2: val loss 0.6632251739501953 Epoch 3: train loss 0.6592645578914218 Epoch 3: val loss 0.6563076972961426 Epoch 4: train loss 0.6484655340512594 Epoch 4: val loss 0.6496862173080444 Epoch 5: train loss 0.6473556359608968 Epoch 5: val loss 0.6396437287330627 Epoch 6: train loss 0.6399701635042826 Epoch 6: val loss 0.6364331245422363 Epoch 7: train loss 0.619877815246582 Epoch 7: val loss 0.6280747056007385 Epoch 8: train loss 0.6198217272758484 Epoch 8: val loss 0.6228256821632385 Epoch 9: train loss 0.6189709239535861 Epoch 9: val loss 0.6214480996131897 Epoch 10: train loss 0.6029603746202257 Epoch 10: val loss 0.6198763847351074 Epoch 11: train loss 0.6062742273012797 Epoch 11: val loss 0.6155136227607727 Epoch 12: train loss 0.585568004184299 Epoch 12: val loss 0.6142387986183167 Epoch 13: train loss 0.5995937221580081 Epoch 13: val loss 0.6108354330062866 Epoch 14: train loss 0.5842289792166816 Epoch 14: val loss 0.6093905568122864 Epoch 15: train loss 0.5574456519550748 Epoch 15: val loss 0.6113134622573853 Epoch 16: train loss 0.5643827087349362 Epoch 16: val loss 0.6071023344993591 Epoch 17: train loss 0.5628618399302164 Epoch 17: val loss 0.6097256541252136 Epoch 18: train loss 0.5623759594228532 Epoch 18: val loss 0.6174970865249634 Epoch 19: train loss 0.540007104476293 Epoch 19: val loss 0.6148492097854614 Epoch 20: train loss 0.5443665815724267 Epoch 20: val loss 0.6087293028831482 Epoch 21: train loss 0.5326767696274651 Epoch 21: val loss 0.6048160195350647 Epoch 22: train loss 0.5303041537602743 Epoch 22: val loss 0.6020323634147644 Epoch 23: train loss 0.5399739046891531 Epoch 23: val loss 0.6049451231956482 Epoch 24: train loss 0.5222753087679545 Epoch 24: val loss 0.6164214015007019
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984963218371073 Epoch 0: val loss 0.6650548577308655 Epoch 1: train loss 0.6769131090905931 Epoch 1: val loss 0.6607452034950256 Epoch 2: train loss 0.6658246252271864 Epoch 2: val loss 0.652432382106781 Epoch 3: train loss 0.6531205111079745 Epoch 3: val loss 0.64438396692276 Epoch 4: train loss 0.6464505990346273 Epoch 4: val loss 0.639038622379303 Epoch 5: train loss 0.6466196974118551 Epoch 5: val loss 0.6351287961006165 Epoch 6: train loss 0.6362605293591818 Epoch 6: val loss 0.6332646012306213 Epoch 7: train loss 0.6275951994789971 Epoch 7: val loss 0.631369411945343 Epoch 8: train loss 0.6239251494407654 Epoch 8: val loss 0.6288995742797852 Epoch 9: train loss 0.6028069588873122 Epoch 9: val loss 0.6264063715934753 Epoch 10: train loss 0.6059305535422431 Epoch 10: val loss 0.6234957575798035 Epoch 11: train loss 0.5908620456854502 Epoch 11: val loss 0.6219555139541626 Epoch 12: train loss 0.5994028117921617 Epoch 12: val loss 0.6206799149513245 Epoch 13: train loss 0.5815292762385474 Epoch 13: val loss 0.6229609847068787 Epoch 14: train loss 0.5723409752051035 Epoch 14: val loss 0.6207094788551331 Epoch 15: train loss 0.5885373983118269 Epoch 15: val loss 0.619370698928833 Epoch 16: train loss 0.5731478995747037 Epoch 16: val loss 0.6160678267478943 Epoch 17: train loss 0.5415971179803213 Epoch 17: val loss 0.6147982478141785 Epoch 18: train loss 0.5572152071528964 Epoch 18: val loss 0.6132146120071411 Epoch 19: train loss 0.5710494617621104 Epoch 19: val loss 0.6141315698623657 Epoch 20: train loss 0.5730186402797699 Epoch 20: val loss 0.6117296814918518 Epoch 21: train loss 0.555034852690167 Epoch 21: val loss 0.6062543988227844 Epoch 22: train loss 0.5236978497770097 Epoch 22: val loss 0.6037728190422058 Epoch 23: train loss 0.5284944209787581 Epoch 23: val loss 0.6061400771141052 Epoch 24: train loss 0.5467830002307892 Epoch 24: val loss 0.6056234240531921
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6940941280788846 Epoch 0: val loss 0.6825972199440002 Epoch 1: train loss 0.6843319402800666 Epoch 1: val loss 0.6804603934288025 Epoch 2: train loss 0.6770004166497124 Epoch 2: val loss 0.6774582266807556 Epoch 3: train loss 0.6671496762169732 Epoch 3: val loss 0.6746933460235596 Epoch 4: train loss 0.6566693782806396 Epoch 4: val loss 0.673677384853363 Epoch 5: train loss 0.6463029583295187 Epoch 5: val loss 0.6738646030426025 Epoch 6: train loss 0.6445108850797018 Epoch 6: val loss 0.6716476082801819 Epoch 7: train loss 0.6298075252109103 Epoch 7: val loss 0.6691020131111145 Epoch 8: train loss 0.6278470224804349 Epoch 8: val loss 0.6708519458770752 Epoch 9: train loss 0.6146491037474738 Epoch 9: val loss 0.666251003742218 Epoch 10: train loss 0.6228640807999505 Epoch 10: val loss 0.6651772856712341 Epoch 11: train loss 0.6090817583931817 Epoch 11: val loss 0.6724070906639099 Epoch 12: train loss 0.6101578672726949 Epoch 12: val loss 0.6693305373191833 Epoch 13: train loss 0.5671452681223551 Epoch 13: val loss 0.6708458065986633 Epoch 14: train loss 0.5886029534869723 Epoch 14: val loss 0.6722798347473145 Epoch 15: train loss 0.5853298670715756 Epoch 15: val loss 0.6692313551902771 Epoch 16: train loss 0.5601672695742713 Epoch 16: val loss 0.6720705628395081 Epoch 17: train loss 0.540491458442476 Epoch 17: val loss 0.6814407706260681 Epoch 18: train loss 0.5384009877840678 Epoch 18: val loss 0.6887784004211426 Epoch 19: train loss 0.553655356168747 Epoch 19: val loss 0.6875254511833191 Epoch 20: train loss 0.5446845127476586 Epoch 20: val loss 0.687117874622345 Epoch 21: train loss 0.5225841403007507 Epoch 21: val loss 0.682544469833374 Epoch 22: train loss 0.5139138334327273 Epoch 22: val loss 0.6866164207458496 Epoch 23: train loss 0.5304745799965329 Epoch 23: val loss 0.6941256523132324 Epoch 24: train loss 0.5249175363116794 Epoch 24: val loss 0.6927110552787781
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6942959957652621 Epoch 0: val loss 0.6972594261169434 Epoch 1: train loss 0.6827754974365234 Epoch 1: val loss 0.6913052201271057 Epoch 2: train loss 0.6815225481987 Epoch 2: val loss 0.6906011700630188 Epoch 3: train loss 0.643274618519677 Epoch 3: val loss 0.6890338063240051 Epoch 4: train loss 0.6655218733681573 Epoch 4: val loss 0.6803415417671204 Epoch 5: train loss 0.6397906012005277 Epoch 5: val loss 0.6741318106651306 Epoch 6: train loss 0.6370667351616753 Epoch 6: val loss 0.6700422763824463 Epoch 7: train loss 0.6289040909873115 Epoch 7: val loss 0.6612328886985779 Epoch 8: train loss 0.6210819284121195 Epoch 8: val loss 0.6542521715164185 Epoch 9: train loss 0.6110565861066183 Epoch 9: val loss 0.6514928936958313 Epoch 10: train loss 0.5858264101876153 Epoch 10: val loss 0.6445369720458984 Epoch 11: train loss 0.5769723322656419 Epoch 11: val loss 0.6339444518089294 Epoch 12: train loss 0.5773080554273393 Epoch 12: val loss 0.6270850300788879 Epoch 13: train loss 0.536929319302241 Epoch 13: val loss 0.6247190833091736 Epoch 14: train loss 0.5445947349071503 Epoch 14: val loss 0.6261360049247742 Epoch 15: train loss 0.5375072591834598 Epoch 15: val loss 0.6269310712814331 Epoch 16: train loss 0.5303329726060232 Epoch 16: val loss 0.6458887457847595 Epoch 17: train loss 0.5385328564378951 Epoch 17: val loss 0.6381147503852844 Epoch 18: train loss 0.5243879093064202 Epoch 18: val loss 0.6322941184043884 Epoch 19: train loss 0.5036688612567054 Epoch 19: val loss 0.6303141117095947 Epoch 20: train loss 0.5161352687411838 Epoch 20: val loss 0.6324973106384277 Epoch 21: train loss 0.49145499534077114 Epoch 21: val loss 0.6300002932548523 Epoch 22: train loss 0.5139585336049398 Epoch 22: val loss 0.6328420042991638 Epoch 23: train loss 0.4784264796310001 Epoch 23: val loss 0.6432368159294128 Epoch 24: train loss 0.5117218726211124 Epoch 24: val loss 0.6377332210540771
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7045136938492457 Epoch 0: val loss 0.6892362236976624 Epoch 1: train loss 0.6782363454500834 Epoch 1: val loss 0.6730945110321045 Epoch 2: train loss 0.6667636831601461 Epoch 2: val loss 0.6611751317977905 Epoch 3: train loss 0.6682747503121694 Epoch 3: val loss 0.6512156128883362 Epoch 4: train loss 0.6625903596480688 Epoch 4: val loss 0.640110194683075 Epoch 5: train loss 0.6422125200430552 Epoch 5: val loss 0.6269001364707947 Epoch 6: train loss 0.6389632523059845 Epoch 6: val loss 0.6151838898658752 Epoch 7: train loss 0.639156848192215 Epoch 7: val loss 0.6022919416427612 Epoch 8: train loss 0.6244483639796575 Epoch 8: val loss 0.5901393294334412 Epoch 9: train loss 0.6141539514064789 Epoch 9: val loss 0.5774339437484741 Epoch 10: train loss 0.6047227631012598 Epoch 10: val loss 0.5671390891075134 Epoch 11: train loss 0.5919460008541743 Epoch 11: val loss 0.5583702921867371 Epoch 12: train loss 0.5963804572820663 Epoch 12: val loss 0.5537209510803223 Epoch 13: train loss 0.5716300706068674 Epoch 13: val loss 0.5455823540687561 Epoch 14: train loss 0.5661365315318108 Epoch 14: val loss 0.5403842926025391 Epoch 15: train loss 0.5678952510158221 Epoch 15: val loss 0.5376571416854858 Epoch 16: train loss 0.5630294531583786 Epoch 16: val loss 0.5360628366470337 Epoch 17: train loss 0.5645307799180349 Epoch 17: val loss 0.5347803235054016 Epoch 18: train loss 0.565305083990097 Epoch 18: val loss 0.5351443886756897 Epoch 19: train loss 0.5657422343889872 Epoch 19: val loss 0.5346320867538452 Epoch 20: train loss 0.541106623907884 Epoch 20: val loss 0.5300611257553101
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7057481137188998 Epoch 0: val loss 0.6898007988929749 Epoch 1: train loss 0.6760257374156605 Epoch 1: val loss 0.6853020191192627 Epoch 2: train loss 0.6559871977025812 Epoch 2: val loss 0.6799993515014648 Epoch 3: train loss 0.6575486714189703 Epoch 3: val loss 0.6702589392662048 Epoch 4: train loss 0.6369020613757047 Epoch 4: val loss 0.6595902442932129 Epoch 5: train loss 0.6232112375172701 Epoch 5: val loss 0.6533725261688232 Epoch 6: train loss 0.623311232436787 Epoch 6: val loss 0.6441636681556702 Epoch 7: train loss 0.6236797300252047 Epoch 7: val loss 0.6377090215682983 Epoch 8: train loss 0.6030202237042513 Epoch 8: val loss 0.6368767619132996 Epoch 9: train loss 0.5967668511650779 Epoch 9: val loss 0.6318198442459106 Epoch 10: train loss 0.588227014649998 Epoch 10: val loss 0.6288327574729919 Epoch 11: train loss 0.5831254449757662 Epoch 11: val loss 0.6222654581069946 Epoch 12: train loss 0.5684128322384574 Epoch 12: val loss 0.6130540370941162 Epoch 13: train loss 0.5481962642886422 Epoch 13: val loss 0.6154611110687256 Epoch 14: train loss 0.5648895664648577 Epoch 14: val loss 0.616156280040741 Epoch 15: train loss 0.5275498791174456 Epoch 15: val loss 0.6202669739723206 Epoch 16: train loss 0.5424118069085208 Epoch 16: val loss 0.6222473382949829 Epoch 17: train loss 0.5342565693638541 Epoch 17: val loss 0.6170019507408142 Epoch 18: train loss 0.5161934467879209 Epoch 18: val loss 0.613247811794281 Epoch 19: train loss 0.5037035264752128 Epoch 19: val loss 0.6205576062202454 Epoch 20: train loss 0.5195419950918718 Epoch 20: val loss 0.608190655708313 Epoch 21: train loss 0.5184384719891981 Epoch 21: val loss 0.6136524677276611 Epoch 22: train loss 0.5086404437368567 Epoch 22: val loss 0.6186217069625854 Epoch 23: train loss 0.4747244417667389 Epoch 23: val loss 0.615283191204071 Epoch 24: train loss 0.4870640147816051 Epoch 24: val loss 0.623305082321167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938011917200956 Epoch 0: val loss 0.6631589531898499 Epoch 1: train loss 0.6748781420967795 Epoch 1: val loss 0.6455428600311279 Epoch 2: train loss 0.6548243381760337 Epoch 2: val loss 0.6301045417785645 Epoch 3: train loss 0.6470231847329573 Epoch 3: val loss 0.6137086749076843 Epoch 4: train loss 0.634620189666748 Epoch 4: val loss 0.599894642829895 Epoch 5: train loss 0.6255121285265143 Epoch 5: val loss 0.5875338315963745 Epoch 6: train loss 0.608115017414093 Epoch 6: val loss 0.5754324197769165 Epoch 7: train loss 0.6055340929464861 Epoch 7: val loss 0.5622161626815796 Epoch 8: train loss 0.5757050189104947 Epoch 8: val loss 0.5528166890144348 Epoch 9: train loss 0.585036342794245 Epoch 9: val loss 0.5427448153495789 Epoch 10: train loss 0.5678864365274255 Epoch 10: val loss 0.5334932804107666 Epoch 11: train loss 0.5552391355687921 Epoch 11: val loss 0.5277659296989441 Epoch 12: train loss 0.5538800873539664 Epoch 12: val loss 0.5250105261802673 Epoch 13: train loss 0.5408368056470697 Epoch 13: val loss 0.5200947523117065 Epoch 14: train loss 0.546176241202788 Epoch 14: val loss 0.5154273509979248 Epoch 15: train loss 0.5308326401493766 Epoch 15: val loss 0.5133223533630371 Epoch 16: train loss 0.5094103433869102 Epoch 16: val loss 0.5138807892799377 Epoch 17: train loss 0.5159152393991296 Epoch 17: val loss 0.510736346244812 Epoch 18: train loss 0.5161034844138406 Epoch 18: val loss 0.5004764199256897 Epoch 19: train loss 0.5250838642770593 Epoch 19: val loss 0.49844637513160706 Epoch 20: train loss 0.5300390070134943 Epoch 20: val loss 0.500238299369812 Epoch 21: train loss 0.5337517830458555 Epoch 21: val loss 0.4939500689506531 Epoch 22: train loss 0.5014613243666562 Epoch 22: val loss 0.49534890055656433 Epoch 23: train loss 0.5169228748841719 Epoch 23: val loss 0.4940907657146454 Epoch 24: train loss 0.49999981034885754 Epoch 24: val loss 0.4846431612968445
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035069140520963 Epoch 0: val loss 0.6961250901222229 Epoch 1: train loss 0.6801697611808777 Epoch 1: val loss 0.6854079961776733 Epoch 2: train loss 0.6683126308701255 Epoch 2: val loss 0.6792615056037903 Epoch 3: train loss 0.6400405276905407 Epoch 3: val loss 0.6679651141166687 Epoch 4: train loss 0.6202133135362105 Epoch 4: val loss 0.6621615290641785 Epoch 5: train loss 0.6318714835427024 Epoch 5: val loss 0.6583170294761658 Epoch 6: train loss 0.6289496909488331 Epoch 6: val loss 0.6572290658950806 Epoch 7: train loss 0.6211010109294545 Epoch 7: val loss 0.6579145193099976 Epoch 8: train loss 0.6174934723160483 Epoch 8: val loss 0.65876305103302 Epoch 9: train loss 0.5899099707603455 Epoch 9: val loss 0.6541098952293396 Epoch 10: train loss 0.5913487510247664 Epoch 10: val loss 0.6467233300209045 Epoch 11: train loss 0.5889158059250225 Epoch 11: val loss 0.6421211361885071 Epoch 12: train loss 0.5892889824780551 Epoch 12: val loss 0.636609673500061 Epoch 13: train loss 0.5733215023170818 Epoch 13: val loss 0.6374205946922302 Epoch 14: train loss 0.5581565553491766 Epoch 14: val loss 0.6368696093559265 Epoch 15: train loss 0.5615640932863409 Epoch 15: val loss 0.6355714201927185 Epoch 16: train loss 0.540858886458657 Epoch 16: val loss 0.622822642326355 Epoch 17: train loss 0.5311688862063668 Epoch 17: val loss 0.612419068813324 Epoch 18: train loss 0.5138072696599093 Epoch 18: val loss 0.6129226684570312 Epoch 19: train loss 0.5010191147977655 Epoch 19: val loss 0.6132252812385559 Epoch 20: train loss 0.5255828228863803 Epoch 20: val loss 0.6132720708847046 Epoch 21: train loss 0.525012037970803 Epoch 21: val loss 0.6059399843215942 Epoch 22: train loss 0.5492829626256769 Epoch 22: val loss 0.6054542064666748 Epoch 23: train loss 0.5027754794467579 Epoch 23: val loss 0.5996118783950806 Epoch 24: train loss 0.49622381004420196 Epoch 24: val loss 0.6025389432907104
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.682958337393674 Epoch 0: val loss 0.6601410508155823 Epoch 1: train loss 0.6647554961117831 Epoch 1: val loss 0.6468043327331543 Epoch 2: train loss 0.6380313797430559 Epoch 2: val loss 0.6386385560035706 Epoch 3: train loss 0.6235079006715254 Epoch 3: val loss 0.6309529542922974 Epoch 4: train loss 0.612456039948897 Epoch 4: val loss 0.6216997504234314 Epoch 5: train loss 0.593112127347426 Epoch 5: val loss 0.6155118942260742 Epoch 6: train loss 0.6110320741480048 Epoch 6: val loss 0.6147995591163635 Epoch 7: train loss 0.6055826490575617 Epoch 7: val loss 0.6076304316520691 Epoch 8: train loss 0.6026744842529297 Epoch 8: val loss 0.6052781939506531 Epoch 9: train loss 0.5906895751302893 Epoch 9: val loss 0.5966030955314636 Epoch 10: train loss 0.6097061959179965 Epoch 10: val loss 0.592461884021759 Epoch 11: train loss 0.5695093219930475 Epoch 11: val loss 0.5905500650405884 Epoch 12: train loss 0.58728181773966 Epoch 12: val loss 0.5878241658210754 Epoch 13: train loss 0.5602139126170765 Epoch 13: val loss 0.5878732204437256 Epoch 14: train loss 0.5488494201139971 Epoch 14: val loss 0.5876088738441467 Epoch 15: train loss 0.5580193481662057 Epoch 15: val loss 0.5835210680961609 Epoch 16: train loss 0.5504276075146415 Epoch 16: val loss 0.5797716975212097 Epoch 17: train loss 0.5569099648432299 Epoch 17: val loss 0.5770379900932312 Epoch 18: train loss 0.5465162721547213 Epoch 18: val loss 0.5795091390609741 Epoch 19: train loss 0.5765827623280612 Epoch 19: val loss 0.5837698578834534 Epoch 20: train loss 0.547032581134276 Epoch 20: val loss 0.5736240148544312 Epoch 21: train loss 0.5350609611381184 Epoch 21: val loss 0.5733702778816223 Epoch 22: train loss 0.5089427801695737 Epoch 22: val loss 0.5710286498069763 Epoch 23: train loss 0.5275826074860313 Epoch 23: val loss 0.5611051917076111 Epoch 24: train loss 0.526596570556814 Epoch 24: val loss 0.5574142336845398
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953122360365731 Epoch 0: val loss 0.6881973147392273 Epoch 1: train loss 0.6676383699689593 Epoch 1: val loss 0.6608905792236328 Epoch 2: train loss 0.6390515906470162 Epoch 2: val loss 0.6417627930641174 Epoch 3: train loss 0.623464150088174 Epoch 3: val loss 0.6345648169517517 Epoch 4: train loss 0.6149070050035205 Epoch 4: val loss 0.6180657744407654 Epoch 5: train loss 0.602195490683828 Epoch 5: val loss 0.6133571267127991 Epoch 6: train loss 0.5842059339795794 Epoch 6: val loss 0.6169680953025818 Epoch 7: train loss 0.5794377795287541 Epoch 7: val loss 0.6063112616539001 Epoch 8: train loss 0.563032369528498 Epoch 8: val loss 0.5999202728271484 Epoch 9: train loss 0.5805439118828092 Epoch 9: val loss 0.5941509008407593 Epoch 10: train loss 0.5720532366207668 Epoch 10: val loss 0.598821222782135 Epoch 11: train loss 0.5482640266418457 Epoch 11: val loss 0.5973960161209106 Epoch 12: train loss 0.5371428706816265 Epoch 12: val loss 0.60090571641922 Epoch 13: train loss 0.5237097995621818 Epoch 13: val loss 0.5960441827774048 Epoch 14: train loss 0.5233413513217654 Epoch 14: val loss 0.5891038775444031 Epoch 15: train loss 0.523761932338987 Epoch 15: val loss 0.5852436423301697 Epoch 16: train loss 0.5127909481525421 Epoch 16: val loss 0.5848551988601685 Epoch 17: train loss 0.514831753713744 Epoch 17: val loss 0.595535933971405 Epoch 18: train loss 0.49710771654333386 Epoch 18: val loss 0.5813533663749695 Epoch 19: train loss 0.5048108100891113 Epoch 19: val loss 0.5809189677238464 Epoch 20: train loss 0.47662574904305594 Epoch 20: val loss 0.5760689973831177 Epoch 21: train loss 0.5136956082923072 Epoch 21: val loss 0.5826212167739868 Epoch 22: train loss 0.4801398792437145 Epoch 22: val loss 0.5842759013175964
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7003356085883247 Epoch 0: val loss 0.6841831803321838 Epoch 1: train loss 0.6768171323670281 Epoch 1: val loss 0.6774823069572449 Epoch 2: train loss 0.661870280901591 Epoch 2: val loss 0.6715460419654846 Epoch 3: train loss 0.656572785642412 Epoch 3: val loss 0.6689467430114746 Epoch 4: train loss 0.6552295154995389 Epoch 4: val loss 0.6676424741744995 Epoch 5: train loss 0.6459275881449381 Epoch 5: val loss 0.6675935387611389 Epoch 6: train loss 0.6282935208744473 Epoch 6: val loss 0.6670827865600586 Epoch 7: train loss 0.6093648274739584 Epoch 7: val loss 0.6659778356552124 Epoch 8: train loss 0.6038498216205173 Epoch 8: val loss 0.6675242185592651 Epoch 9: train loss 0.616605540116628 Epoch 9: val loss 0.6651743650436401 Epoch 10: train loss 0.6022052235073514 Epoch 10: val loss 0.6652916669845581 Epoch 11: train loss 0.6042878694004483 Epoch 11: val loss 0.6683420538902283 Epoch 12: train loss 0.5701100362671746 Epoch 12: val loss 0.6639341115951538 Epoch 13: train loss 0.5618175235059526 Epoch 13: val loss 0.6622117161750793 Epoch 14: train loss 0.5743107696374258 Epoch 14: val loss 0.6672873497009277 Epoch 15: train loss 0.5507789817121294 Epoch 15: val loss 0.6632581949234009 Epoch 16: train loss 0.5622100929419199 Epoch 16: val loss 0.6657755374908447 Epoch 17: train loss 0.5676910347408719 Epoch 17: val loss 0.6653887629508972 Epoch 18: train loss 0.5370483431551192 Epoch 18: val loss 0.6750615835189819 Epoch 19: train loss 0.523449096414778 Epoch 19: val loss 0.6710013747215271 Epoch 20: train loss 0.5247955918312073 Epoch 20: val loss 0.6751520037651062 Epoch 21: train loss 0.5230290558603075 Epoch 21: val loss 0.6876262426376343 Epoch 22: train loss 0.5039140085379282 Epoch 22: val loss 0.6763485074043274 Epoch 23: train loss 0.503816995355818 Epoch 23: val loss 0.6732912063598633 Epoch 24: train loss 0.5022999246915182 Epoch 24: val loss 0.6885067224502563
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856572694248624 Epoch 0: val loss 0.6716061234474182 Epoch 1: train loss 0.666490548186832 Epoch 1: val loss 0.6630527377128601 Epoch 2: train loss 0.6638130346934 Epoch 2: val loss 0.6595495343208313 Epoch 3: train loss 0.6604323320918613 Epoch 3: val loss 0.6563459634780884 Epoch 4: train loss 0.6470094786749946 Epoch 4: val loss 0.6524162888526917 Epoch 5: train loss 0.6440771619478861 Epoch 5: val loss 0.6487864851951599 Epoch 6: train loss 0.6522896223598056 Epoch 6: val loss 0.6438682675361633 Epoch 7: train loss 0.6396909554799398 Epoch 7: val loss 0.6431179642677307 Epoch 8: train loss 0.6321003039677938 Epoch 8: val loss 0.6435810327529907 Epoch 9: train loss 0.6235374344719781 Epoch 9: val loss 0.6430780291557312 Epoch 10: train loss 0.6167925596237183 Epoch 10: val loss 0.6405236721038818 Epoch 11: train loss 0.6071643299526639 Epoch 11: val loss 0.6386016607284546 Epoch 12: train loss 0.6156113213962979 Epoch 12: val loss 0.6353824138641357 Epoch 13: train loss 0.6106365323066711 Epoch 13: val loss 0.6332895159721375 Epoch 14: train loss 0.6166863507694669 Epoch 14: val loss 0.6326516270637512 Epoch 15: train loss 0.5991479125287797 Epoch 15: val loss 0.6320580244064331 Epoch 16: train loss 0.6104861299196879 Epoch 16: val loss 0.6320474147796631 Epoch 17: train loss 0.5853356851471795 Epoch 17: val loss 0.6272584199905396 Epoch 18: train loss 0.5918669667508867 Epoch 18: val loss 0.6203626394271851 Epoch 19: train loss 0.5588161415523953 Epoch 19: val loss 0.6152953505516052 Epoch 20: train loss 0.5777771671613058 Epoch 20: val loss 0.6152597069740295 Epoch 21: train loss 0.560471879111396 Epoch 21: val loss 0.6167513728141785 Epoch 22: train loss 0.5841373403867086 Epoch 22: val loss 0.6121378540992737 Epoch 23: train loss 0.5595783988634745 Epoch 23: val loss 0.607639729976654 Epoch 24: train loss 0.5613109701209598 Epoch 24: val loss 0.6081101298332214
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6811052560806274 Epoch 0: val loss 0.6731658577919006 Epoch 1: train loss 0.6628231671121385 Epoch 1: val loss 0.6674431562423706 Epoch 2: train loss 0.649693489074707 Epoch 2: val loss 0.6671410202980042 Epoch 3: train loss 0.6498481631278992 Epoch 3: val loss 0.667594313621521 Epoch 4: train loss 0.6285359594557021 Epoch 4: val loss 0.6649034023284912 Epoch 5: train loss 0.6277354690763686 Epoch 5: val loss 0.6613448858261108 Epoch 6: train loss 0.6104102598296272 Epoch 6: val loss 0.6624011397361755 Epoch 7: train loss 0.6162174410290189 Epoch 7: val loss 0.6653374433517456 Epoch 8: train loss 0.6039601763089498 Epoch 8: val loss 0.6604606509208679 Epoch 9: train loss 0.5972824560271369 Epoch 9: val loss 0.6607285141944885 Epoch 10: train loss 0.5871572229597304 Epoch 10: val loss 0.6643660068511963 Epoch 11: train loss 0.598227236005995 Epoch 11: val loss 0.6666993498802185 Epoch 12: train loss 0.5783377620908949 Epoch 12: val loss 0.6685205101966858 Epoch 13: train loss 0.5808011094729105 Epoch 13: val loss 0.6687599420547485 Epoch 14: train loss 0.5823253591855367 Epoch 14: val loss 0.661229133605957 Epoch 15: train loss 0.5665604339705573 Epoch 15: val loss 0.6579094529151917 Epoch 16: train loss 0.5611326826943291 Epoch 16: val loss 0.6573184728622437 Epoch 17: train loss 0.5660639868842231 Epoch 17: val loss 0.660577118396759 Epoch 18: train loss 0.5662688381142087 Epoch 18: val loss 0.6598851680755615 Epoch 19: train loss 0.5415670507484012 Epoch 19: val loss 0.6643955111503601 Epoch 20: train loss 0.5277947982152303 Epoch 20: val loss 0.6727374792098999 Epoch 21: train loss 0.5720996757348379 Epoch 21: val loss 0.6695349216461182 Epoch 22: train loss 0.5471080342928568 Epoch 22: val loss 0.6727291345596313 Epoch 23: train loss 0.5604021118746864 Epoch 23: val loss 0.6682662963867188 Epoch 24: train loss 0.5490874581866794 Epoch 24: val loss 0.6711369156837463
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.704206817679935 Epoch 0: val loss 0.6996355056762695 Epoch 1: train loss 0.6879512137836881 Epoch 1: val loss 0.6825657486915588 Epoch 2: train loss 0.6841180854373508 Epoch 2: val loss 0.6688221096992493 Epoch 3: train loss 0.6646598246362474 Epoch 3: val loss 0.6571716070175171 Epoch 4: train loss 0.6538196007410685 Epoch 4: val loss 0.6508762240409851 Epoch 5: train loss 0.6411963635020785 Epoch 5: val loss 0.6438712477684021 Epoch 6: train loss 0.6407023204697503 Epoch 6: val loss 0.6415418386459351 Epoch 7: train loss 0.6416634652349684 Epoch 7: val loss 0.6369628310203552 Epoch 8: train loss 0.6211392018530104 Epoch 8: val loss 0.6381261348724365 Epoch 9: train loss 0.6389070219463773 Epoch 9: val loss 0.6363938450813293 Epoch 10: train loss 0.6113187074661255 Epoch 10: val loss 0.638468325138092 Epoch 11: train loss 0.617845892906189 Epoch 11: val loss 0.6358193159103394 Epoch 12: train loss 0.6185451944669088 Epoch 12: val loss 0.6334746479988098 Epoch 13: train loss 0.5800056358178457 Epoch 13: val loss 0.6226168274879456 Epoch 14: train loss 0.5922438700993856 Epoch 14: val loss 0.6121390461921692 Epoch 15: train loss 0.5761341982417636 Epoch 15: val loss 0.6178717017173767 Epoch 16: train loss 0.5743863648838468 Epoch 16: val loss 0.6103969812393188 Epoch 17: train loss 0.5551839735772874 Epoch 17: val loss 0.6053497195243835 Epoch 18: train loss 0.573070893685023 Epoch 18: val loss 0.597667932510376 Epoch 19: train loss 0.5428639286094241 Epoch 19: val loss 0.5800758600234985 Epoch 20: train loss 0.5487600399388207 Epoch 20: val loss 0.5793050527572632 Epoch 21: train loss 0.5381375352541605 Epoch 21: val loss 0.6020393967628479 Epoch 22: train loss 0.5489746332168579 Epoch 22: val loss 0.5740781426429749 Epoch 23: train loss 0.518758260541492 Epoch 23: val loss 0.5682069063186646 Epoch 24: train loss 0.5134323504236009 Epoch 24: val loss 0.5687426924705505
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6848348726828893 Epoch 0: val loss 0.6797301173210144 Epoch 1: train loss 0.676138217250506 Epoch 1: val loss 0.6648173928260803 Epoch 2: train loss 0.6518756747245789 Epoch 2: val loss 0.666618824005127 Epoch 3: train loss 0.6297639509042104 Epoch 3: val loss 0.6629484295845032 Epoch 4: train loss 0.6206405212481817 Epoch 4: val loss 0.6607745885848999 Epoch 5: train loss 0.6185958087444305 Epoch 5: val loss 0.6606375575065613 Epoch 6: train loss 0.6041406815250715 Epoch 6: val loss 0.6588324904441833 Epoch 7: train loss 0.594413215915362 Epoch 7: val loss 0.6546107530593872 Epoch 8: train loss 0.590292918185393 Epoch 8: val loss 0.6522591710090637 Epoch 9: train loss 0.5735355243086815 Epoch 9: val loss 0.6545095443725586 Epoch 10: train loss 0.583105223874251 Epoch 10: val loss 0.6572309136390686 Epoch 11: train loss 0.5892979850371679 Epoch 11: val loss 0.6516018509864807 Epoch 12: train loss 0.5833381339907646 Epoch 12: val loss 0.6486164331436157 Epoch 13: train loss 0.5629155014952024 Epoch 13: val loss 0.6475735306739807 Epoch 14: train loss 0.5535822560389837 Epoch 14: val loss 0.6464709043502808 Epoch 15: train loss 0.545058436691761 Epoch 15: val loss 0.6503594517707825 Epoch 16: train loss 0.5563923319180807 Epoch 16: val loss 0.6542471647262573 Epoch 17: train loss 0.523172510166963 Epoch 17: val loss 0.668597400188446 Epoch 18: train loss 0.5285179615020752 Epoch 18: val loss 0.6703760623931885 Epoch 19: train loss 0.5347463165720304 Epoch 19: val loss 0.6555678248405457 Epoch 20: train loss 0.511264664431413 Epoch 20: val loss 0.6589751839637756 Epoch 21: train loss 0.5163393119970957 Epoch 21: val loss 0.6646860837936401 Epoch 22: train loss 0.5340260987480482 Epoch 22: val loss 0.6632119417190552
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7172958314418793 Epoch 0: val loss 0.6945976614952087 Epoch 1: train loss 0.658737713098526 Epoch 1: val loss 0.636999785900116 Epoch 2: train loss 0.6023427903652191 Epoch 2: val loss 0.5783808827400208 Epoch 3: train loss 0.5491767019033432 Epoch 3: val loss 0.5194188952445984 Epoch 4: train loss 0.5451752811670303 Epoch 4: val loss 0.4746825098991394 Epoch 5: train loss 0.500789687037468 Epoch 5: val loss 0.4381170868873596 Epoch 6: train loss 0.4427056461572647 Epoch 6: val loss 0.4275076985359192 Epoch 7: train loss 0.43804337084293365 Epoch 7: val loss 0.4177021384239197 Epoch 8: train loss 0.413695664703846 Epoch 8: val loss 0.4196665287017822 Epoch 9: train loss 0.3995137870311737 Epoch 9: val loss 0.41499465703964233 Epoch 10: train loss 0.40844824612140657 Epoch 10: val loss 0.40909209847450256 Epoch 11: train loss 0.41034065186977386 Epoch 11: val loss 0.39833778142929077 Epoch 12: train loss 0.39941176623106 Epoch 12: val loss 0.39256569743156433 Epoch 13: train loss 0.40929882079362867 Epoch 13: val loss 0.3965527415275574 Epoch 14: train loss 0.4488462835550308 Epoch 14: val loss 0.4073789417743683 Epoch 15: train loss 0.49674319922924043 Epoch 15: val loss 0.4136504828929901 Epoch 16: train loss 0.4251005262136459 Epoch 16: val loss 0.43104803562164307 Epoch 17: train loss 0.4306726217269897 Epoch 17: val loss 0.4385451376438141 Epoch 18: train loss 0.4843916565179825 Epoch 18: val loss 0.410000205039978 Epoch 19: train loss 0.4086385786533356 Epoch 19: val loss 0.4059629738330841 Epoch 20: train loss 0.40470901429653167 Epoch 20: val loss 0.40294313430786133 Epoch 21: train loss 0.3729724779725075 Epoch 21: val loss 0.404253214597702 Epoch 22: train loss 0.3832088500261307 Epoch 22: val loss 0.3963274657726288 Epoch 23: train loss 0.37182376235723497 Epoch 23: val loss 0.39248329401016235 Epoch 24: train loss 0.3837821170687675 Epoch 24: val loss 0.39799031615257263
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6331712245941162 Epoch 0: val loss 0.6411470770835876 Epoch 1: train loss 0.6256038188934326 Epoch 1: val loss 0.61566561460495 Epoch 2: train loss 0.5927492201328277 Epoch 2: val loss 0.5897204279899597 Epoch 3: train loss 0.5518646478652954 Epoch 3: val loss 0.5617654919624329 Epoch 4: train loss 0.5331931471824646 Epoch 4: val loss 0.5382152795791626 Epoch 5: train loss 0.5297829568386078 Epoch 5: val loss 0.5131916403770447 Epoch 6: train loss 0.44312670826911926 Epoch 6: val loss 0.4876438081264496 Epoch 7: train loss 0.49540568292140963 Epoch 7: val loss 0.46130692958831787 Epoch 8: train loss 0.4127448096871376 Epoch 8: val loss 0.4535873830318451 Epoch 9: train loss 0.3909895792603493 Epoch 9: val loss 0.4409395754337311 Epoch 10: train loss 0.42332770526409147 Epoch 10: val loss 0.4358573853969574 Epoch 11: train loss 0.3889663711190224 Epoch 11: val loss 0.4379642903804779 Epoch 12: train loss 0.41974773108959196 Epoch 12: val loss 0.43066689372062683 Epoch 13: train loss 0.4166018351912498 Epoch 13: val loss 0.4413312077522278 Epoch 14: train loss 0.3923974305391312 Epoch 14: val loss 0.4481784999370575 Epoch 15: train loss 0.39025879502296446 Epoch 15: val loss 0.4343716502189636 Epoch 16: train loss 0.37944710403680804 Epoch 16: val loss 0.43034857511520386 Epoch 17: train loss 0.3604404479265213 Epoch 17: val loss 0.43096062541007996 Epoch 18: train loss 0.36616050004959105 Epoch 18: val loss 0.4281049370765686 Epoch 19: train loss 0.3467328608036041 Epoch 19: val loss 0.4355350136756897 Epoch 20: train loss 0.3436059236526489 Epoch 20: val loss 0.43725815415382385 Epoch 21: train loss 0.41400936543941497 Epoch 21: val loss 0.43590280413627625 Epoch 22: train loss 0.44234891682863237 Epoch 22: val loss 0.4363306760787964 Epoch 23: train loss 0.3551611974835396 Epoch 23: val loss 0.43884408473968506 Epoch 24: train loss 0.3565880671143532 Epoch 24: val loss 0.4470372200012207
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6723716139793396 Epoch 0: val loss 0.658822774887085 Epoch 1: train loss 0.6415574550628662 Epoch 1: val loss 0.6283202767372131 Epoch 2: train loss 0.5810812711715698 Epoch 2: val loss 0.5884839296340942 Epoch 3: train loss 0.5348565846681594 Epoch 3: val loss 0.5411173105239868 Epoch 4: train loss 0.49890615940093996 Epoch 4: val loss 0.49887746572494507 Epoch 5: train loss 0.5382618963718414 Epoch 5: val loss 0.4638198912143707 Epoch 6: train loss 0.44289268255233766 Epoch 6: val loss 0.45183971524238586 Epoch 7: train loss 0.4542498618364334 Epoch 7: val loss 0.4464525878429413 Epoch 8: train loss 0.4138928711414337 Epoch 8: val loss 0.44170132279396057 Epoch 9: train loss 0.4328423023223877 Epoch 9: val loss 0.43015167117118835 Epoch 10: train loss 0.40285460501909254 Epoch 10: val loss 0.4228096306324005 Epoch 11: train loss 0.41475116908550264 Epoch 11: val loss 0.4186383783817291 Epoch 12: train loss 0.47407330870628356 Epoch 12: val loss 0.41852518916130066 Epoch 13: train loss 0.39452745020389557 Epoch 13: val loss 0.43066710233688354 Epoch 14: train loss 0.40927421748638154 Epoch 14: val loss 0.4325607120990753 Epoch 15: train loss 0.3870290607213974 Epoch 15: val loss 0.4367491602897644 Epoch 16: train loss 0.37467314302921295 Epoch 16: val loss 0.4354669749736786 Epoch 17: train loss 0.41449780762195587 Epoch 17: val loss 0.4432338774204254 Epoch 18: train loss 0.35683507323265073 Epoch 18: val loss 0.44892367720603943 Epoch 19: train loss 0.435395273566246 Epoch 19: val loss 0.44390061497688293 Epoch 20: train loss 0.38031207472085954 Epoch 20: val loss 0.4347114562988281 Epoch 21: train loss 0.4144436687231064 Epoch 21: val loss 0.433927983045578 Epoch 22: train loss 0.42075544148683547 Epoch 22: val loss 0.4323529601097107 Epoch 23: train loss 0.36159977614879607 Epoch 23: val loss 0.4402763247489929 Epoch 24: train loss 0.3805051729083061 Epoch 24: val loss 0.4436795711517334
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6707782745361328 Epoch 0: val loss 0.6679074764251709 Epoch 1: train loss 0.6200657486915588 Epoch 1: val loss 0.6243327856063843 Epoch 2: train loss 0.5675086498260498 Epoch 2: val loss 0.5845439434051514 Epoch 3: train loss 0.526894748210907 Epoch 3: val loss 0.544434666633606 Epoch 4: train loss 0.47245351076126096 Epoch 4: val loss 0.5056578516960144 Epoch 5: train loss 0.4548799306154251 Epoch 5: val loss 0.48788243532180786 Epoch 6: train loss 0.4831229239702225 Epoch 6: val loss 0.47760048508644104 Epoch 7: train loss 0.4225574016571045 Epoch 7: val loss 0.46287059783935547 Epoch 8: train loss 0.44320986568927767 Epoch 8: val loss 0.46300429105758667 Epoch 9: train loss 0.3812078282237053 Epoch 9: val loss 0.4629546105861664 Epoch 10: train loss 0.37412951290607455 Epoch 10: val loss 0.46692174673080444 Epoch 11: train loss 0.40851000398397447 Epoch 11: val loss 0.46627601981163025 Epoch 12: train loss 0.45457969754934313 Epoch 12: val loss 0.4699797034263611 Epoch 13: train loss 0.41102142035961153 Epoch 13: val loss 0.4704451560974121 Epoch 14: train loss 0.3734734162688255 Epoch 14: val loss 0.4771871268749237 Epoch 15: train loss 0.40641597509384153 Epoch 15: val loss 0.4673767387866974 Epoch 16: train loss 0.3660502463579178 Epoch 16: val loss 0.4669463634490967 Epoch 17: train loss 0.4111990988254547 Epoch 17: val loss 0.46315526962280273 Epoch 18: train loss 0.4052511781454086 Epoch 18: val loss 0.465923547744751 Epoch 19: train loss 0.37506175339221953 Epoch 19: val loss 0.46647119522094727 Epoch 20: train loss 0.3426562398672104 Epoch 20: val loss 0.46634215116500854 Epoch 21: train loss 0.3965726852416992 Epoch 21: val loss 0.4632534086704254 Epoch 22: train loss 0.35959379374980927 Epoch 22: val loss 0.4717109799385071 Epoch 23: train loss 0.374521504342556 Epoch 23: val loss 0.46937990188598633 Epoch 24: train loss 0.33117722272872924 Epoch 24: val loss 0.4721072018146515
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6482000350952148 Epoch 0: val loss 0.6382172703742981 Epoch 1: train loss 0.5833708781462449 Epoch 1: val loss 0.5699449777603149 Epoch 2: train loss 0.5191777302668645 Epoch 2: val loss 0.5040362477302551 Epoch 3: train loss 0.4902659746316763 Epoch 3: val loss 0.4599195718765259 Epoch 4: train loss 0.44809168118696946 Epoch 4: val loss 0.449893057346344 Epoch 5: train loss 0.40725259482860565 Epoch 5: val loss 0.44602957367897034 Epoch 6: train loss 0.40551332097787124 Epoch 6: val loss 0.4386288523674011 Epoch 7: train loss 0.389778482226225 Epoch 7: val loss 0.4428440034389496 Epoch 8: train loss 0.44824797832048857 Epoch 8: val loss 0.44456517696380615 Epoch 9: train loss 0.3891916779371408 Epoch 9: val loss 0.43984538316726685 Epoch 10: train loss 0.39292528881476474 Epoch 10: val loss 0.4458833932876587 Epoch 11: train loss 0.3833514606723419 Epoch 11: val loss 0.45907703042030334 Epoch 12: train loss 0.3719840840651439 Epoch 12: val loss 0.4500199258327484 Epoch 13: train loss 0.4086435460127317 Epoch 13: val loss 0.45311179757118225 Epoch 14: train loss 0.40644124952646404 Epoch 14: val loss 0.46075671911239624 Epoch 15: train loss 0.3760845179741199 Epoch 15: val loss 0.4579620659351349
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7084651697765697 Epoch 0: val loss 0.6872838139533997 Epoch 1: train loss 0.6962126385081898 Epoch 1: val loss 0.6779817938804626 Epoch 2: train loss 0.6840498718348417 Epoch 2: val loss 0.6673317551612854 Epoch 3: train loss 0.6639161814342845 Epoch 3: val loss 0.6573500037193298 Epoch 4: train loss 0.6522518613121726 Epoch 4: val loss 0.6442360877990723 Epoch 5: train loss 0.6344208067113702 Epoch 5: val loss 0.6322106719017029 Epoch 6: train loss 0.6284875273704529 Epoch 6: val loss 0.6187536120414734 Epoch 7: train loss 0.6138850558887828 Epoch 7: val loss 0.6037977933883667 Epoch 8: train loss 0.5954469496553595 Epoch 8: val loss 0.5936602354049683 Epoch 9: train loss 0.5986318317326632 Epoch 9: val loss 0.5853002667427063 Epoch 10: train loss 0.5689727934924039 Epoch 10: val loss 0.5798290371894836 Epoch 11: train loss 0.5668952085755088 Epoch 11: val loss 0.574728786945343 Epoch 12: train loss 0.559377602555535 Epoch 12: val loss 0.5727019906044006 Epoch 13: train loss 0.5307989581064745 Epoch 13: val loss 0.5690587759017944 Epoch 14: train loss 0.5479703653942455 Epoch 14: val loss 0.5688110589981079 Epoch 15: train loss 0.5055071928284385 Epoch 15: val loss 0.5700749158859253 Epoch 16: train loss 0.5111541856418956 Epoch 16: val loss 0.57182377576828 Epoch 17: train loss 0.521196262402968 Epoch 17: val loss 0.5726395845413208 Epoch 18: train loss 0.5158092217011885 Epoch 18: val loss 0.5753244757652283 Epoch 19: train loss 0.5248772258108313 Epoch 19: val loss 0.576352059841156 Epoch 20: train loss 0.5014878159219568 Epoch 20: val loss 0.570780873298645 Epoch 21: train loss 0.5000663778998635 Epoch 21: val loss 0.5767844915390015 Epoch 22: train loss 0.503527278249914 Epoch 22: val loss 0.5791443586349487 Epoch 23: train loss 0.5080602304501967 Epoch 23: val loss 0.5873755216598511 Epoch 24: train loss 0.4971153329719197 Epoch 24: val loss 0.5744895935058594
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6891118071295999 Epoch 0: val loss 0.6747840642929077 Epoch 1: train loss 0.6684557362036272 Epoch 1: val loss 0.6675971746444702 Epoch 2: train loss 0.650686199014837 Epoch 2: val loss 0.6628711819648743 Epoch 3: train loss 0.6331842270764437 Epoch 3: val loss 0.6552431583404541 Epoch 4: train loss 0.6239131960001859 Epoch 4: val loss 0.6451339721679688 Epoch 5: train loss 0.6208378022367304 Epoch 5: val loss 0.6431920528411865 Epoch 6: train loss 0.6089993986216459 Epoch 6: val loss 0.6426920294761658 Epoch 7: train loss 0.5925406894900582 Epoch 7: val loss 0.6387827396392822 Epoch 8: train loss 0.5883086486296221 Epoch 8: val loss 0.6341546773910522 Epoch 9: train loss 0.5861550623720343 Epoch 9: val loss 0.6369719505310059 Epoch 10: train loss 0.5713873884894631 Epoch 10: val loss 0.643079400062561 Epoch 11: train loss 0.5893094322898171 Epoch 11: val loss 0.6405505537986755 Epoch 12: train loss 0.571409369056875 Epoch 12: val loss 0.6303043961524963 Epoch 13: train loss 0.5695730745792389 Epoch 13: val loss 0.6222332119941711 Epoch 14: train loss 0.55045147375627 Epoch 14: val loss 0.6215635538101196 Epoch 15: train loss 0.5448711243542758 Epoch 15: val loss 0.6107552647590637 Epoch 16: train loss 0.5439863990653645 Epoch 16: val loss 0.6096745133399963 Epoch 17: train loss 0.525650371204723 Epoch 17: val loss 0.6111865639686584 Epoch 18: train loss 0.5109682164408944 Epoch 18: val loss 0.6052351593971252 Epoch 19: train loss 0.5164564658295024 Epoch 19: val loss 0.6082508563995361 Epoch 20: train loss 0.515683344819329 Epoch 20: val loss 0.6076363325119019 Epoch 21: train loss 0.509935587644577 Epoch 21: val loss 0.6064250469207764 Epoch 22: train loss 0.48962432687932794 Epoch 22: val loss 0.6034244298934937 Epoch 23: train loss 0.4807388349012895 Epoch 23: val loss 0.6011756658554077 Epoch 24: train loss 0.4901979782364585 Epoch 24: val loss 0.597553014755249
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692594360221516 Epoch 0: val loss 0.6788124442100525 Epoch 1: train loss 0.6738101460716941 Epoch 1: val loss 0.6753628253936768 Epoch 2: train loss 0.6619310758330605 Epoch 2: val loss 0.6724097728729248 Epoch 3: train loss 0.6514807343482971 Epoch 3: val loss 0.6698943376541138 Epoch 4: train loss 0.6453696706078269 Epoch 4: val loss 0.666156530380249 Epoch 5: train loss 0.6393200267444957 Epoch 5: val loss 0.6632900834083557 Epoch 6: train loss 0.6337191516702826 Epoch 6: val loss 0.6613584756851196 Epoch 7: train loss 0.6327806765382941 Epoch 7: val loss 0.6592816114425659 Epoch 8: train loss 0.6183321936564012 Epoch 8: val loss 0.6541314125061035 Epoch 9: train loss 0.6145421916788275 Epoch 9: val loss 0.6500872373580933 Epoch 10: train loss 0.6048575233329426 Epoch 10: val loss 0.6488012671470642 Epoch 11: train loss 0.6055157401344993 Epoch 11: val loss 0.6422795057296753 Epoch 12: train loss 0.5802167491479353 Epoch 12: val loss 0.6392991542816162 Epoch 13: train loss 0.5970449312166735 Epoch 13: val loss 0.6374944448471069 Epoch 14: train loss 0.5810417045246471 Epoch 14: val loss 0.6348175406455994 Epoch 15: train loss 0.5653331171382557 Epoch 15: val loss 0.6324288845062256 Epoch 16: train loss 0.5564276684414257 Epoch 16: val loss 0.6336166262626648 Epoch 17: train loss 0.5833702358332548 Epoch 17: val loss 0.634352445602417 Epoch 18: train loss 0.5649086264046755 Epoch 18: val loss 0.6301518678665161 Epoch 19: train loss 0.5683623823252592 Epoch 19: val loss 0.6291821599006653 Epoch 20: train loss 0.5136045027862896 Epoch 20: val loss 0.6263802647590637 Epoch 21: train loss 0.5437069751999595 Epoch 21: val loss 0.6193073391914368 Epoch 22: train loss 0.527053713798523 Epoch 22: val loss 0.6167808771133423 Epoch 23: train loss 0.517876145514575 Epoch 23: val loss 0.6301056146621704 Epoch 24: train loss 0.5014612647620115 Epoch 24: val loss 0.6203015446662903
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.665613819252361 Epoch 0: val loss 0.6596893072128296 Epoch 1: train loss 0.6445587006482211 Epoch 1: val loss 0.6587361097335815 Epoch 2: train loss 0.6292624365199696 Epoch 2: val loss 0.6620714664459229 Epoch 3: train loss 0.6114200028506193 Epoch 3: val loss 0.6616250872612 Epoch 4: train loss 0.6062585982409391 Epoch 4: val loss 0.6662693023681641 Epoch 5: train loss 0.6082843948494304 Epoch 5: val loss 0.6623717546463013 Epoch 6: train loss 0.5902611559087579 Epoch 6: val loss 0.6574746370315552 Epoch 7: train loss 0.5695567076856439 Epoch 7: val loss 0.665788471698761 Epoch 8: train loss 0.5680223838849501 Epoch 8: val loss 0.6685969829559326 Epoch 9: train loss 0.5692344931038943 Epoch 9: val loss 0.675579845905304 Epoch 10: train loss 0.5611108568581668 Epoch 10: val loss 0.6696195006370544 Epoch 11: train loss 0.5431815440004523 Epoch 11: val loss 0.6659745573997498 Epoch 12: train loss 0.5249433354897932 Epoch 12: val loss 0.6767140030860901 Epoch 13: train loss 0.5256763805042614 Epoch 13: val loss 0.6726822853088379 Epoch 14: train loss 0.5249840942296115 Epoch 14: val loss 0.6885060667991638 Epoch 15: train loss 0.5108268884095278 Epoch 15: val loss 0.6869303584098816 Epoch 16: train loss 0.515582260760394 Epoch 16: val loss 0.6807969212532043 Epoch 17: train loss 0.5081157007000663 Epoch 17: val loss 0.6832078695297241 Epoch 18: train loss 0.5137389654462988 Epoch 18: val loss 0.6750175952911377 Epoch 19: train loss 0.5010707405480471 Epoch 19: val loss 0.6857516765594482 Epoch 20: train loss 0.5009998624975031 Epoch 20: val loss 0.6763032674789429 Epoch 21: train loss 0.4877326325936751 Epoch 21: val loss 0.6796878576278687 Epoch 22: train loss 0.48239334334026684 Epoch 22: val loss 0.7024597525596619 Epoch 23: train loss 0.48021613738753577 Epoch 23: val loss 0.7017632722854614 Epoch 24: train loss 0.4748517166484486 Epoch 24: val loss 0.7030234336853027
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919882853825887 Epoch 0: val loss 0.6798427700996399 Epoch 1: train loss 0.6826499501864115 Epoch 1: val loss 0.6701658964157104 Epoch 2: train loss 0.6685830434163411 Epoch 2: val loss 0.6651824116706848 Epoch 3: train loss 0.6489702304204304 Epoch 3: val loss 0.6591078639030457 Epoch 4: train loss 0.6574499845504761 Epoch 4: val loss 0.6517530083656311 Epoch 5: train loss 0.6412742177645365 Epoch 5: val loss 0.6437938809394836 Epoch 6: train loss 0.6207727909088134 Epoch 6: val loss 0.6382483243942261 Epoch 7: train loss 0.6071850697199503 Epoch 7: val loss 0.6315102577209473 Epoch 8: train loss 0.5976771314938863 Epoch 8: val loss 0.6218988299369812 Epoch 9: train loss 0.5832654039065043 Epoch 9: val loss 0.6094546914100647 Epoch 10: train loss 0.5813516954580943 Epoch 10: val loss 0.6125168204307556 Epoch 11: train loss 0.5723621090253194 Epoch 11: val loss 0.6127225160598755 Epoch 12: train loss 0.5783149182796479 Epoch 12: val loss 0.6193923950195312 Epoch 13: train loss 0.5492386817932129 Epoch 13: val loss 0.6124898195266724 Epoch 14: train loss 0.5733888626098633 Epoch 14: val loss 0.6038628816604614 Epoch 15: train loss 0.5485293646653493 Epoch 15: val loss 0.598981499671936 Epoch 16: train loss 0.5423038760821025 Epoch 16: val loss 0.6039927005767822 Epoch 17: train loss 0.5491371115048727 Epoch 17: val loss 0.5978496670722961 Epoch 18: train loss 0.5399253944555918 Epoch 18: val loss 0.5891638994216919 Epoch 19: train loss 0.5338352541128795 Epoch 19: val loss 0.5951313376426697
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6961254676183065 Epoch 0: val loss 0.6930633783340454 Epoch 1: train loss 0.6857864707708359 Epoch 1: val loss 0.6873571276664734 Epoch 2: train loss 0.6773013969262441 Epoch 2: val loss 0.6812400221824646 Epoch 3: train loss 0.6655059903860092 Epoch 3: val loss 0.6739228963851929 Epoch 4: train loss 0.6478460331757864 Epoch 4: val loss 0.6636539697647095 Epoch 5: train loss 0.6351085752248764 Epoch 5: val loss 0.6524904370307922 Epoch 6: train loss 0.6180737266937891 Epoch 6: val loss 0.6495039463043213 Epoch 7: train loss 0.5955146302779516 Epoch 7: val loss 0.6491013169288635 Epoch 8: train loss 0.6078288108110428 Epoch 8: val loss 0.6538310050964355 Epoch 9: train loss 0.5768741170565287 Epoch 9: val loss 0.6509045362472534 Epoch 10: train loss 0.577628418803215 Epoch 10: val loss 0.6564278602600098 Epoch 11: train loss 0.5665791034698486 Epoch 11: val loss 0.6559163928031921 Epoch 12: train loss 0.566480686267217 Epoch 12: val loss 0.6536911129951477 Epoch 13: train loss 0.5576936478416125 Epoch 13: val loss 0.6549177765846252 Epoch 14: train loss 0.5569423238436381 Epoch 14: val loss 0.6495663523674011 Epoch 15: train loss 0.5397167106469473 Epoch 15: val loss 0.6412850618362427 Epoch 16: train loss 0.538600799938043 Epoch 16: val loss 0.6471143364906311 Epoch 17: train loss 0.5258006080985069 Epoch 17: val loss 0.6341851949691772 Epoch 18: train loss 0.5090788553158442 Epoch 18: val loss 0.6372746825218201 Epoch 19: train loss 0.5020317087570826 Epoch 19: val loss 0.6364436745643616 Epoch 20: train loss 0.5228980928659439 Epoch 20: val loss 0.636384129524231 Epoch 21: train loss 0.5043925046920776 Epoch 21: val loss 0.642584502696991 Epoch 22: train loss 0.4971461892127991 Epoch 22: val loss 0.6430736184120178 Epoch 23: train loss 0.5043993617097536 Epoch 23: val loss 0.6576098799705505 Epoch 24: train loss 0.47655967126290005 Epoch 24: val loss 0.6614116430282593
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.711331307888031 Epoch 0: val loss 0.6938713192939758 Epoch 1: train loss 0.6983134398857752 Epoch 1: val loss 0.6928247213363647 Epoch 2: train loss 0.6933247993389765 Epoch 2: val loss 0.688932478427887 Epoch 3: train loss 0.6898501515388489 Epoch 3: val loss 0.6862346529960632 Epoch 4: train loss 0.6754177858432134 Epoch 4: val loss 0.6829147934913635 Epoch 5: train loss 0.6777237852414449 Epoch 5: val loss 0.6802478432655334 Epoch 6: train loss 0.6743163814147314 Epoch 6: val loss 0.6757895350456238 Epoch 7: train loss 0.6604270140329996 Epoch 7: val loss 0.66900235414505 Epoch 8: train loss 0.6555073112249374 Epoch 8: val loss 0.6634857058525085 Epoch 9: train loss 0.6531420797109604 Epoch 9: val loss 0.6572160124778748 Epoch 10: train loss 0.6590810567140579 Epoch 10: val loss 0.6534297466278076 Epoch 11: train loss 0.638777161637942 Epoch 11: val loss 0.6453673839569092 Epoch 12: train loss 0.6235435406366984 Epoch 12: val loss 0.6390478610992432 Epoch 13: train loss 0.6327801545461019 Epoch 13: val loss 0.639469563961029 Epoch 14: train loss 0.63075623412927 Epoch 14: val loss 0.6361020803451538 Epoch 15: train loss 0.6102349311113358 Epoch 15: val loss 0.6354130506515503 Epoch 16: train loss 0.6217896093924841 Epoch 16: val loss 0.6276049017906189 Epoch 17: train loss 0.5960709849993387 Epoch 17: val loss 0.62912517786026 Epoch 18: train loss 0.6018217106660207 Epoch 18: val loss 0.6284468770027161 Epoch 19: train loss 0.5787794068455696 Epoch 19: val loss 0.6124763488769531 Epoch 20: train loss 0.5784042378266653 Epoch 20: val loss 0.6117027401924133 Epoch 21: train loss 0.5651134004195532 Epoch 21: val loss 0.6114878058433533 Epoch 22: train loss 0.5823070555925369 Epoch 22: val loss 0.5966632962226868 Epoch 23: train loss 0.5475877225399017 Epoch 23: val loss 0.6069809794425964 Epoch 24: train loss 0.5585577959815661 Epoch 24: val loss 0.6024940609931946
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7093423753976822 Epoch 0: val loss 0.6964666247367859 Epoch 1: train loss 0.6897766341765722 Epoch 1: val loss 0.6948429942131042 Epoch 2: train loss 0.6871622304121653 Epoch 2: val loss 0.6949080228805542 Epoch 3: train loss 0.6806774586439133 Epoch 3: val loss 0.6898381114006042 Epoch 4: train loss 0.6682643940051397 Epoch 4: val loss 0.6812674403190613 Epoch 5: train loss 0.674557755390803 Epoch 5: val loss 0.6748751401901245 Epoch 6: train loss 0.6569985747337341 Epoch 6: val loss 0.6712175011634827 Epoch 7: train loss 0.6262230575084686 Epoch 7: val loss 0.6629918813705444 Epoch 8: train loss 0.6232438137133917 Epoch 8: val loss 0.6570248007774353 Epoch 9: train loss 0.6033656597137451 Epoch 9: val loss 0.6545056104660034 Epoch 10: train loss 0.5796415557463964 Epoch 10: val loss 0.654500424861908 Epoch 11: train loss 0.5850856676697731 Epoch 11: val loss 0.6584398746490479 Epoch 12: train loss 0.5696505159139633 Epoch 12: val loss 0.6494277119636536 Epoch 13: train loss 0.5702596058448156 Epoch 13: val loss 0.6465799808502197 Epoch 14: train loss 0.5759806036949158 Epoch 14: val loss 0.6539561152458191 Epoch 15: train loss 0.5616190458337466 Epoch 15: val loss 0.646088182926178 Epoch 16: train loss 0.5440176005164782 Epoch 16: val loss 0.660823404788971 Epoch 17: train loss 0.5501103922724724 Epoch 17: val loss 0.6582686305046082 Epoch 18: train loss 0.5658982818325361 Epoch 18: val loss 0.6562042236328125 Epoch 19: train loss 0.5221040522058805 Epoch 19: val loss 0.6518958210945129 Epoch 20: train loss 0.5306406443317732 Epoch 20: val loss 0.6529408693313599 Epoch 21: train loss 0.5208412930369377 Epoch 21: val loss 0.6550947427749634 Epoch 22: train loss 0.527478131155173 Epoch 22: val loss 0.6600560545921326 Epoch 23: train loss 0.5045500348011652 Epoch 23: val loss 0.6717996001243591 Epoch 24: train loss 0.5119491815567017 Epoch 24: val loss 0.6676820516586304
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7005108793576559 Epoch 0: val loss 0.6869550943374634 Epoch 1: train loss 0.6932156483332316 Epoch 1: val loss 0.676020085811615 Epoch 2: train loss 0.6811656604210535 Epoch 2: val loss 0.6687711477279663 Epoch 3: train loss 0.664185494184494 Epoch 3: val loss 0.6642590761184692 Epoch 4: train loss 0.6380748500426611 Epoch 4: val loss 0.6541486382484436 Epoch 5: train loss 0.6489521712064743 Epoch 5: val loss 0.6455335021018982 Epoch 6: train loss 0.6482015897830328 Epoch 6: val loss 0.6423754692077637 Epoch 7: train loss 0.6203810423612595 Epoch 7: val loss 0.6395477056503296 Epoch 8: train loss 0.6295750041802725 Epoch 8: val loss 0.6375628709793091 Epoch 9: train loss 0.5985090533892313 Epoch 9: val loss 0.6267032027244568 Epoch 10: train loss 0.5760780374209086 Epoch 10: val loss 0.6249052882194519 Epoch 11: train loss 0.5846712489922842 Epoch 11: val loss 0.616775393486023 Epoch 12: train loss 0.5759376809000969 Epoch 12: val loss 0.6166715025901794 Epoch 13: train loss 0.5791164760788282 Epoch 13: val loss 0.6168780326843262 Epoch 14: train loss 0.555310015877088 Epoch 14: val loss 0.6261723637580872 Epoch 15: train loss 0.5538538073499998 Epoch 15: val loss 0.6214563846588135 Epoch 16: train loss 0.5402712176243464 Epoch 16: val loss 0.6009451746940613 Epoch 17: train loss 0.5523430680235227 Epoch 17: val loss 0.6059598922729492 Epoch 18: train loss 0.5593600620826086 Epoch 18: val loss 0.6051454544067383 Epoch 19: train loss 0.5215443447232246 Epoch 19: val loss 0.6101547479629517 Epoch 20: train loss 0.552012026309967 Epoch 20: val loss 0.5890830159187317 Epoch 21: train loss 0.528562585512797 Epoch 21: val loss 0.5987879633903503 Epoch 22: train loss 0.5265304173032442 Epoch 22: val loss 0.6057742834091187 Epoch 23: train loss 0.5223993584513664 Epoch 23: val loss 0.6110579967498779 Epoch 24: train loss 0.5084726562102636 Epoch 24: val loss 0.6106725931167603
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7014026939868927 Epoch 0: val loss 0.6995933055877686 Epoch 1: train loss 0.6923580020666122 Epoch 1: val loss 0.6896415948867798 Epoch 2: train loss 0.6888563111424446 Epoch 2: val loss 0.6844552755355835 Epoch 3: train loss 0.6729707419872284 Epoch 3: val loss 0.6716384291648865 Epoch 4: train loss 0.6534532271325588 Epoch 4: val loss 0.6562601923942566 Epoch 5: train loss 0.6433617733418941 Epoch 5: val loss 0.6372809410095215 Epoch 6: train loss 0.6323692947626114 Epoch 6: val loss 0.6497218012809753 Epoch 7: train loss 0.6329313144087791 Epoch 7: val loss 0.6200284957885742 Epoch 8: train loss 0.6181998923420906 Epoch 8: val loss 0.6235215663909912 Epoch 9: train loss 0.6037327703088522 Epoch 9: val loss 0.6272589564323425 Epoch 10: train loss 0.613403083756566 Epoch 10: val loss 0.627826452255249 Epoch 11: train loss 0.6077503338456154 Epoch 11: val loss 0.620890200138092 Epoch 12: train loss 0.5996253658086061 Epoch 12: val loss 0.6177829504013062 Epoch 13: train loss 0.5873069148510695 Epoch 13: val loss 0.6160505414009094 Epoch 14: train loss 0.5736883599311113 Epoch 14: val loss 0.6082002520561218 Epoch 15: train loss 0.5795270130038261 Epoch 15: val loss 0.6180520057678223 Epoch 16: train loss 0.5747154429554939 Epoch 16: val loss 0.6173773407936096 Epoch 17: train loss 0.5816373564302921 Epoch 17: val loss 0.615058422088623 Epoch 18: train loss 0.575027896091342 Epoch 18: val loss 0.623357892036438 Epoch 19: train loss 0.5664371140301228 Epoch 19: val loss 0.6152377128601074 Epoch 20: train loss 0.5784972999244928 Epoch 20: val loss 0.6261804699897766 Epoch 21: train loss 0.5661859791725874 Epoch 21: val loss 0.6039542555809021
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978546480337778 Epoch 0: val loss 0.6973225474357605 Epoch 1: train loss 0.6880341619253159 Epoch 1: val loss 0.6922987699508667 Epoch 2: train loss 0.6765043636163076 Epoch 2: val loss 0.6884916424751282 Epoch 3: train loss 0.674963062008222 Epoch 3: val loss 0.6816937923431396 Epoch 4: train loss 0.6683585445086161 Epoch 4: val loss 0.6755039691925049 Epoch 5: train loss 0.6711740791797638 Epoch 5: val loss 0.6694002151489258 Epoch 6: train loss 0.662077064315478 Epoch 6: val loss 0.6642650365829468 Epoch 7: train loss 0.6647611558437347 Epoch 7: val loss 0.6548507809638977 Epoch 8: train loss 0.6341908623774847 Epoch 8: val loss 0.6569003462791443 Epoch 9: train loss 0.6508546620607376 Epoch 9: val loss 0.6467878818511963 Epoch 10: train loss 0.6306449522574743 Epoch 10: val loss 0.6378456950187683 Epoch 11: train loss 0.6242546488841375 Epoch 11: val loss 0.6395613551139832 Epoch 12: train loss 0.6307609180609385 Epoch 12: val loss 0.6334871649742126 Epoch 13: train loss 0.6229848066965739 Epoch 13: val loss 0.6296772360801697 Epoch 14: train loss 0.6037628750006357 Epoch 14: val loss 0.632646381855011 Epoch 15: train loss 0.6085558931032816 Epoch 15: val loss 0.6254750490188599 Epoch 16: train loss 0.600654403368632 Epoch 16: val loss 0.6183018088340759 Epoch 17: train loss 0.6075351387262344 Epoch 17: val loss 0.6185857653617859 Epoch 18: train loss 0.6315192977587382 Epoch 18: val loss 0.6219146847724915 Epoch 19: train loss 0.5863533367713293 Epoch 19: val loss 0.6171976923942566 Epoch 20: train loss 0.591746504108111 Epoch 20: val loss 0.6145932674407959 Epoch 21: train loss 0.6164385080337524 Epoch 21: val loss 0.6100384593009949 Epoch 22: train loss 0.5870837693413099 Epoch 22: val loss 0.6156986951828003 Epoch 23: train loss 0.5947446698943774 Epoch 23: val loss 0.6172681450843811 Epoch 24: train loss 0.6024680982033411 Epoch 24: val loss 0.610651969909668
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967198898394903 Epoch 0: val loss 0.6945161819458008 Epoch 1: train loss 0.6938715726137161 Epoch 1: val loss 0.6911540627479553 Epoch 2: train loss 0.6842448264360428 Epoch 2: val loss 0.6854426860809326 Epoch 3: train loss 0.6893280893564224 Epoch 3: val loss 0.6799975633621216 Epoch 4: train loss 0.6773900836706161 Epoch 4: val loss 0.6765244007110596 Epoch 5: train loss 0.6745331684748331 Epoch 5: val loss 0.6716848015785217 Epoch 6: train loss 0.6615235507488251 Epoch 6: val loss 0.6677051782608032 Epoch 7: train loss 0.6658264646927515 Epoch 7: val loss 0.6596134305000305 Epoch 8: train loss 0.6408283015092214 Epoch 8: val loss 0.6475553512573242 Epoch 9: train loss 0.6445270031690598 Epoch 9: val loss 0.641128420829773 Epoch 10: train loss 0.6382425526777903 Epoch 10: val loss 0.6371451020240784 Epoch 11: train loss 0.6295415163040161 Epoch 11: val loss 0.6418103575706482 Epoch 12: train loss 0.6269375036160151 Epoch 12: val loss 0.6413668990135193 Epoch 13: train loss 0.6182215462128321 Epoch 13: val loss 0.6435939073562622 Epoch 14: train loss 0.6230867256720861 Epoch 14: val loss 0.6420597434043884 Epoch 15: train loss 0.628853385647138 Epoch 15: val loss 0.6388369202613831 Epoch 16: train loss 0.6136742432912191 Epoch 16: val loss 0.644313395023346 Epoch 17: train loss 0.608104425172011 Epoch 17: val loss 0.6451517939567566 Epoch 18: train loss 0.5898058414459229 Epoch 18: val loss 0.6536255478858948 Epoch 19: train loss 0.5941954602797827 Epoch 19: val loss 0.6506814360618591 Epoch 20: train loss 0.6128378957509995 Epoch 20: val loss 0.650348424911499 Epoch 21: train loss 0.6044752498467764 Epoch 21: val loss 0.6502673625946045 Epoch 22: train loss 0.5965592587987582 Epoch 22: val loss 0.6557933688163757 Epoch 23: train loss 0.5989700009425482 Epoch 23: val loss 0.6633654236793518 Epoch 24: train loss 0.6030703037977219 Epoch 24: val loss 0.6643840670585632
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6834878176450729 Epoch 0: val loss 0.692569375038147 Epoch 1: train loss 0.6695994734764099 Epoch 1: val loss 0.6924204230308533 Epoch 2: train loss 0.6562285125255585 Epoch 2: val loss 0.6901360154151917 Epoch 3: train loss 0.6494314124186834 Epoch 3: val loss 0.6909214854240417 Epoch 4: train loss 0.6562955379486084 Epoch 4: val loss 0.688461184501648 Epoch 5: train loss 0.6385487169027328 Epoch 5: val loss 0.6858008503913879 Epoch 6: train loss 0.6323209702968597 Epoch 6: val loss 0.6800889372825623 Epoch 7: train loss 0.6462697138388952 Epoch 7: val loss 0.6803827285766602 Epoch 8: train loss 0.6058438867330551 Epoch 8: val loss 0.6828261613845825 Epoch 9: train loss 0.6243863354126612 Epoch 9: val loss 0.6778469681739807 Epoch 10: train loss 0.605456588168939 Epoch 10: val loss 0.6820976734161377 Epoch 11: train loss 0.5981021200617155 Epoch 11: val loss 0.6842268705368042 Epoch 12: train loss 0.5956040571133295 Epoch 12: val loss 0.6867731809616089 Epoch 13: train loss 0.6163022170464197 Epoch 13: val loss 0.6824824810028076 Epoch 14: train loss 0.6003011763095856 Epoch 14: val loss 0.676997184753418 Epoch 15: train loss 0.5753190219402313 Epoch 15: val loss 0.6805764436721802 Epoch 16: train loss 0.5792461385329565 Epoch 16: val loss 0.675380289554596 Epoch 17: train loss 0.5949408362309138 Epoch 17: val loss 0.6716405153274536 Epoch 18: train loss 0.5744517669081688 Epoch 18: val loss 0.677487313747406 Epoch 19: train loss 0.5639545992016792 Epoch 19: val loss 0.6806756854057312 Epoch 20: train loss 0.541568731268247 Epoch 20: val loss 0.6948586702346802 Epoch 21: train loss 0.5812187020977339 Epoch 21: val loss 0.7035447955131531 Epoch 22: train loss 0.5411190514763197 Epoch 22: val loss 0.688187837600708 Epoch 23: train loss 0.5710301846265793 Epoch 23: val loss 0.6956415176391602 Epoch 24: train loss 0.5415494566162428 Epoch 24: val loss 0.6841250061988831
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7031203210353851 Epoch 0: val loss 0.6911662817001343 Epoch 1: train loss 0.6927914967139562 Epoch 1: val loss 0.6836936473846436 Epoch 2: train loss 0.6824033806721369 Epoch 2: val loss 0.675476610660553 Epoch 3: train loss 0.6860197732845942 Epoch 3: val loss 0.6676785349845886 Epoch 4: train loss 0.6768040905396143 Epoch 4: val loss 0.6611630916595459 Epoch 5: train loss 0.669100304444631 Epoch 5: val loss 0.656837522983551 Epoch 6: train loss 0.6624342103799185 Epoch 6: val loss 0.6512691974639893 Epoch 7: train loss 0.6505575676759084 Epoch 7: val loss 0.6422451734542847 Epoch 8: train loss 0.6546551783879598 Epoch 8: val loss 0.631131649017334 Epoch 9: train loss 0.6496950834989548 Epoch 9: val loss 0.6226039528846741 Epoch 10: train loss 0.6280272702376047 Epoch 10: val loss 0.6122897267341614 Epoch 11: train loss 0.6267990469932556 Epoch 11: val loss 0.6088825464248657 Epoch 12: train loss 0.6343775540590286 Epoch 12: val loss 0.6048890352249146 Epoch 13: train loss 0.6057421962420145 Epoch 13: val loss 0.602590799331665 Epoch 14: train loss 0.6151462942361832 Epoch 14: val loss 0.6048901081085205 Epoch 15: train loss 0.6068205833435059 Epoch 15: val loss 0.6047718524932861 Epoch 16: train loss 0.6065180798371633 Epoch 16: val loss 0.6010803580284119 Epoch 17: train loss 0.5967626919349035 Epoch 17: val loss 0.6094698905944824 Epoch 18: train loss 0.6074959188699722 Epoch 18: val loss 0.6152698397636414 Epoch 19: train loss 0.597583164771398 Epoch 19: val loss 0.605137825012207 Epoch 20: train loss 0.5900026385982832 Epoch 20: val loss 0.6070305705070496 Epoch 21: train loss 0.566660019258658 Epoch 21: val loss 0.6111663579940796 Epoch 22: train loss 0.5651753221948942 Epoch 22: val loss 0.6166757345199585 Epoch 23: train loss 0.585714985926946 Epoch 23: val loss 0.6211920976638794 Epoch 24: train loss 0.577217216293017 Epoch 24: val loss 0.6224556565284729
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998752988874912 Epoch 0: val loss 0.6885486245155334 Epoch 1: train loss 0.6799146719276905 Epoch 1: val loss 0.6866646409034729 Epoch 2: train loss 0.6716191805899143 Epoch 2: val loss 0.6750452518463135 Epoch 3: train loss 0.6727944426238537 Epoch 3: val loss 0.6631698608398438 Epoch 4: train loss 0.65948086977005 Epoch 4: val loss 0.6556183099746704 Epoch 5: train loss 0.6369990520179272 Epoch 5: val loss 0.6405300498008728 Epoch 6: train loss 0.6508895941078663 Epoch 6: val loss 0.6327855587005615 Epoch 7: train loss 0.6530682072043419 Epoch 7: val loss 0.6268267631530762 Epoch 8: train loss 0.6378339976072311 Epoch 8: val loss 0.61531001329422 Epoch 9: train loss 0.6320495866239071 Epoch 9: val loss 0.6054757833480835 Epoch 10: train loss 0.6369379349052906 Epoch 10: val loss 0.6041672229766846 Epoch 11: train loss 0.6253473274409771 Epoch 11: val loss 0.6031261086463928 Epoch 12: train loss 0.622444961220026 Epoch 12: val loss 0.5989779829978943 Epoch 13: train loss 0.6098560579121113 Epoch 13: val loss 0.5999724864959717 Epoch 14: train loss 0.5995518248528242 Epoch 14: val loss 0.5976915955543518 Epoch 15: train loss 0.6128537878394127 Epoch 15: val loss 0.5998720526695251 Epoch 16: train loss 0.6235254667699337 Epoch 16: val loss 0.6006449460983276
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7148152589797974 Epoch 0: val loss 0.6939783692359924 Epoch 1: train loss 0.7044175646521829 Epoch 1: val loss 0.6816135048866272 Epoch 2: train loss 0.6796238910068165 Epoch 2: val loss 0.6754626035690308 Epoch 3: train loss 0.672307632186196 Epoch 3: val loss 0.6684488654136658 Epoch 4: train loss 0.6600373604080894 Epoch 4: val loss 0.6637190580368042 Epoch 5: train loss 0.6642810214649547 Epoch 5: val loss 0.6610416769981384 Epoch 6: train loss 0.640897431156852 Epoch 6: val loss 0.6573005318641663 Epoch 7: train loss 0.6486973112279718 Epoch 7: val loss 0.6533403992652893 Epoch 8: train loss 0.6406998851082542 Epoch 8: val loss 0.6518986821174622 Epoch 9: train loss 0.6362255811691284 Epoch 9: val loss 0.6525030136108398 Epoch 10: train loss 0.6239260272546248 Epoch 10: val loss 0.6519081592559814 Epoch 11: train loss 0.625363983891227 Epoch 11: val loss 0.6539635062217712 Epoch 12: train loss 0.613856472752311 Epoch 12: val loss 0.656799852848053 Epoch 13: train loss 0.6318179585716941 Epoch 13: val loss 0.6514483690261841 Epoch 14: train loss 0.6387066624381326 Epoch 14: val loss 0.6449838876724243 Epoch 15: train loss 0.627864041111686 Epoch 15: val loss 0.6492851376533508 Epoch 16: train loss 0.6059832627123053 Epoch 16: val loss 0.6517733931541443 Epoch 17: train loss 0.608668403192 Epoch 17: val loss 0.6562246084213257 Epoch 18: train loss 0.6062094081531871 Epoch 18: val loss 0.658051073551178 Epoch 19: train loss 0.5916740731759504 Epoch 19: val loss 0.6594166159629822 Epoch 20: train loss 0.6021471998908303 Epoch 20: val loss 0.6561791896820068 Epoch 21: train loss 0.6031552173874595 Epoch 21: val loss 0.6594144105911255 Epoch 22: train loss 0.5856445133686066 Epoch 22: val loss 0.6639999747276306 Epoch 23: train loss 0.5771903097629547 Epoch 23: val loss 0.6595638990402222 Epoch 24: train loss 0.5889872962778265 Epoch 24: val loss 0.6605184674263
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6853577982295643 Epoch 0: val loss 0.6908227801322937 Epoch 1: train loss 0.6681191271001642 Epoch 1: val loss 0.6882680654525757 Epoch 2: train loss 0.6718007109381936 Epoch 2: val loss 0.6851063370704651 Epoch 3: train loss 0.6610050960020586 Epoch 3: val loss 0.6827221512794495 Epoch 4: train loss 0.6608371246944774 Epoch 4: val loss 0.679450511932373 Epoch 5: train loss 0.6430462111126293 Epoch 5: val loss 0.6763182878494263 Epoch 6: train loss 0.6592763933268461 Epoch 6: val loss 0.673277735710144 Epoch 7: train loss 0.6393148140473799 Epoch 7: val loss 0.6669523119926453 Epoch 8: train loss 0.6338097994977777 Epoch 8: val loss 0.6591984033584595 Epoch 9: train loss 0.6395299109545621 Epoch 9: val loss 0.6592438220977783 Epoch 10: train loss 0.6279633045196533 Epoch 10: val loss 0.6559241414070129 Epoch 11: train loss 0.615509959784421 Epoch 11: val loss 0.6540889143943787 Epoch 12: train loss 0.6193203384226019 Epoch 12: val loss 0.6538287401199341 Epoch 13: train loss 0.601141479882327 Epoch 13: val loss 0.649366557598114 Epoch 14: train loss 0.6173650026321411 Epoch 14: val loss 0.6540140509605408 Epoch 15: train loss 0.6158220957625996 Epoch 15: val loss 0.6526315212249756 Epoch 16: train loss 0.5917722691189159 Epoch 16: val loss 0.6510236859321594 Epoch 17: train loss 0.6161344241012227 Epoch 17: val loss 0.6451156139373779 Epoch 18: train loss 0.603398469361392 Epoch 18: val loss 0.6509525179862976 Epoch 19: train loss 0.5852962949059226 Epoch 19: val loss 0.644160270690918 Epoch 20: train loss 0.5902200883085077 Epoch 20: val loss 0.6432772874832153 Epoch 21: train loss 0.5768874260512266 Epoch 21: val loss 0.6318122148513794 Epoch 22: train loss 0.5819163132797588 Epoch 22: val loss 0.6447422504425049 Epoch 23: train loss 0.594176013361324 Epoch 23: val loss 0.6377437710762024 Epoch 24: train loss 0.5841460173780267 Epoch 24: val loss 0.6321487426757812
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902690584009344 Epoch 0: val loss 0.672953188419342 Epoch 1: train loss 0.6667527989907698 Epoch 1: val loss 0.6622208952903748 Epoch 2: train loss 0.6556058634411205 Epoch 2: val loss 0.6588310599327087 Epoch 3: train loss 0.6606767069209706 Epoch 3: val loss 0.6575539708137512 Epoch 4: train loss 0.6549042896790938 Epoch 4: val loss 0.6521457433700562 Epoch 5: train loss 0.6519297740676187 Epoch 5: val loss 0.6514114141464233 Epoch 6: train loss 0.6476632356643677 Epoch 6: val loss 0.6499664187431335 Epoch 7: train loss 0.6482486399737272 Epoch 7: val loss 0.6495400667190552 Epoch 8: train loss 0.6389211578802629 Epoch 8: val loss 0.6444822549819946 Epoch 9: train loss 0.6399110609834845 Epoch 9: val loss 0.6373168230056763 Epoch 10: train loss 0.6384863419966265 Epoch 10: val loss 0.6309936046600342 Epoch 11: train loss 0.6281049685044722 Epoch 11: val loss 0.6294465065002441 Epoch 12: train loss 0.6195864839987322 Epoch 12: val loss 0.6314519643783569 Epoch 13: train loss 0.6306616393002596 Epoch 13: val loss 0.6260571479797363 Epoch 14: train loss 0.6210745193741538 Epoch 14: val loss 0.6269450187683105 Epoch 15: train loss 0.6101637428457086 Epoch 15: val loss 0.623556911945343 Epoch 16: train loss 0.6269138970158317 Epoch 16: val loss 0.6169540286064148 Epoch 17: train loss 0.6140226830135692 Epoch 17: val loss 0.6116098761558533 Epoch 18: train loss 0.6072712974114851 Epoch 18: val loss 0.6143876910209656 Epoch 19: train loss 0.5951491485942494 Epoch 19: val loss 0.6125858426094055 Epoch 20: train loss 0.6106460419568148 Epoch 20: val loss 0.6087226271629333 Epoch 21: train loss 0.5819694941694086 Epoch 21: val loss 0.6028326153755188 Epoch 22: train loss 0.6023486852645874 Epoch 22: val loss 0.5973773002624512 Epoch 23: train loss 0.5989673896269365 Epoch 23: val loss 0.5990753173828125 Epoch 24: train loss 0.5866838747804816 Epoch 24: val loss 0.5960691571235657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989776817235079 Epoch 0: val loss 0.7006196975708008 Epoch 1: train loss 0.6974489797245372 Epoch 1: val loss 0.6956066489219666 Epoch 2: train loss 0.6850468949838118 Epoch 2: val loss 0.6907815933227539 Epoch 3: train loss 0.6738677675073798 Epoch 3: val loss 0.6845824718475342 Epoch 4: train loss 0.6462030031464316 Epoch 4: val loss 0.6806182265281677 Epoch 5: train loss 0.6456854776902632 Epoch 5: val loss 0.681480348110199 Epoch 6: train loss 0.6195250207727606 Epoch 6: val loss 0.6820446252822876 Epoch 7: train loss 0.6322598701173608 Epoch 7: val loss 0.6869087815284729 Epoch 8: train loss 0.6110626838423989 Epoch 8: val loss 0.6853254437446594 Epoch 9: train loss 0.6073414087295532 Epoch 9: val loss 0.6938400864601135 Epoch 10: train loss 0.6097659577022899 Epoch 10: val loss 0.6935088038444519 Epoch 11: train loss 0.6116146174344149 Epoch 11: val loss 0.6923261880874634 Epoch 12: train loss 0.5857106853615154 Epoch 12: val loss 0.6938698291778564 Epoch 13: train loss 0.5989719954403964 Epoch 13: val loss 0.6962777376174927 Epoch 14: train loss 0.5878600911660627 Epoch 14: val loss 0.6965360641479492 Epoch 15: train loss 0.5750947323712435 Epoch 15: val loss 0.6964817643165588 Epoch 16: train loss 0.5892506512728605 Epoch 16: val loss 0.7027553915977478 Epoch 17: train loss 0.5813946182077582 Epoch 17: val loss 0.7040400505065918 Epoch 18: train loss 0.5601154349066995 Epoch 18: val loss 0.7081376314163208 Epoch 19: train loss 0.5636371157386086 Epoch 19: val loss 0.708987832069397 Epoch 20: train loss 0.5559611022472382 Epoch 20: val loss 0.7104553580284119 Epoch 21: train loss 0.5589378747073087 Epoch 21: val loss 0.7153666615486145 Epoch 22: train loss 0.5425734872167761 Epoch 22: val loss 0.7158989310264587 Epoch 23: train loss 0.534882740540938 Epoch 23: val loss 0.7214893102645874 Epoch 24: train loss 0.5266196077520197 Epoch 24: val loss 0.7261683940887451
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7057830333709717 Epoch 0: val loss 0.6948113441467285 Epoch 1: train loss 0.6659746249516805 Epoch 1: val loss 0.6915875673294067 Epoch 2: train loss 0.6751021186510722 Epoch 2: val loss 0.6875360012054443 Epoch 3: train loss 0.6518723686536153 Epoch 3: val loss 0.6894551515579224 Epoch 4: train loss 0.6438793102900188 Epoch 4: val loss 0.680465042591095 Epoch 5: train loss 0.6372826258341472 Epoch 5: val loss 0.6805420517921448 Epoch 6: train loss 0.6305134197076162 Epoch 6: val loss 0.6775633096694946 Epoch 7: train loss 0.6379504124323527 Epoch 7: val loss 0.6767253279685974 Epoch 8: train loss 0.6406474232673645 Epoch 8: val loss 0.6733863949775696 Epoch 9: train loss 0.6178510268529256 Epoch 9: val loss 0.6630341410636902 Epoch 10: train loss 0.6140945514043172 Epoch 10: val loss 0.6602495312690735 Epoch 11: train loss 0.619112475713094 Epoch 11: val loss 0.6492740511894226 Epoch 12: train loss 0.6205840945243836 Epoch 12: val loss 0.6501606106758118 Epoch 13: train loss 0.6049906154473622 Epoch 13: val loss 0.641565203666687 Epoch 14: train loss 0.6095385988553365 Epoch 14: val loss 0.6504133939743042 Epoch 15: train loss 0.6020195007324218 Epoch 15: val loss 0.6533070206642151 Epoch 16: train loss 0.5806467195351919 Epoch 16: val loss 0.6380376219749451 Epoch 17: train loss 0.5878194808959961 Epoch 17: val loss 0.6400983333587646 Epoch 18: train loss 0.5784354428450267 Epoch 18: val loss 0.6208235025405884
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6927841626680814 Epoch 0: val loss 0.674130916595459 Epoch 1: train loss 0.6787793682171748 Epoch 1: val loss 0.6699624061584473 Epoch 2: train loss 0.6652334149067218 Epoch 2: val loss 0.6688379049301147 Epoch 3: train loss 0.666215025461637 Epoch 3: val loss 0.6659762263298035 Epoch 4: train loss 0.6441371349187998 Epoch 4: val loss 0.6630536317825317 Epoch 5: train loss 0.6376095047363868 Epoch 5: val loss 0.6607811450958252 Epoch 6: train loss 0.6358432448827304 Epoch 6: val loss 0.6572075486183167 Epoch 7: train loss 0.6341535357328562 Epoch 7: val loss 0.6587009429931641 Epoch 8: train loss 0.6192916127351614 Epoch 8: val loss 0.6587750315666199 Epoch 9: train loss 0.6278134630276606 Epoch 9: val loss 0.6603752970695496 Epoch 10: train loss 0.598723787527818 Epoch 10: val loss 0.6667303442955017 Epoch 11: train loss 0.6223014959922204 Epoch 11: val loss 0.6684501767158508 Epoch 12: train loss 0.597070900293497 Epoch 12: val loss 0.66948002576828 Epoch 13: train loss 0.6027123538347391 Epoch 13: val loss 0.6690387725830078 Epoch 14: train loss 0.6051742067703834 Epoch 14: val loss 0.6714332103729248 Epoch 15: train loss 0.614750862121582 Epoch 15: val loss 0.67631596326828 Epoch 16: train loss 0.5965932928598844 Epoch 16: val loss 0.6715933680534363 Epoch 17: train loss 0.5790611643057603 Epoch 17: val loss 0.6764973402023315 Epoch 18: train loss 0.5753599428213559 Epoch 18: val loss 0.6780869960784912 Epoch 19: train loss 0.5764482067181513 Epoch 19: val loss 0.6774177551269531 Epoch 20: train loss 0.5699654359083909 Epoch 20: val loss 0.6797109842300415 Epoch 21: train loss 0.5596373814802903 Epoch 21: val loss 0.6891608238220215 Epoch 22: train loss 0.5646632107404562 Epoch 22: val loss 0.6871911883354187 Epoch 23: train loss 0.5626665445474478 Epoch 23: val loss 0.688186526298523 Epoch 24: train loss 0.5540158794476435 Epoch 24: val loss 0.6830766201019287
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984641689520615 Epoch 0: val loss 0.6722819209098816 Epoch 1: train loss 0.6957225524462186 Epoch 1: val loss 0.6634454727172852 Epoch 2: train loss 0.681969037422767 Epoch 2: val loss 0.6521022915840149 Epoch 3: train loss 0.6761481807782099 Epoch 3: val loss 0.6472727060317993 Epoch 4: train loss 0.6672527423271766 Epoch 4: val loss 0.6413806676864624 Epoch 5: train loss 0.6630970010390649 Epoch 5: val loss 0.6412509679794312 Epoch 6: train loss 0.6575544797457181 Epoch 6: val loss 0.6374474763870239 Epoch 7: train loss 0.6554052738042978 Epoch 7: val loss 0.6367787718772888 Epoch 8: train loss 0.6398369669914246 Epoch 8: val loss 0.6353893876075745 Epoch 9: train loss 0.6307050264798678 Epoch 9: val loss 0.6345261335372925 Epoch 10: train loss 0.6331331317241375 Epoch 10: val loss 0.6341193914413452 Epoch 11: train loss 0.6208091194813068 Epoch 11: val loss 0.6404285430908203 Epoch 12: train loss 0.6231280702811021 Epoch 12: val loss 0.6423389911651611 Epoch 13: train loss 0.6135024841015155 Epoch 13: val loss 0.6443015336990356 Epoch 14: train loss 0.6138755954228915 Epoch 14: val loss 0.6532551050186157 Epoch 15: train loss 0.6010954334185674 Epoch 15: val loss 0.6611291170120239 Epoch 16: train loss 0.604506451349992 Epoch 16: val loss 0.6651843786239624 Epoch 17: train loss 0.5941951962617728 Epoch 17: val loss 0.6646851897239685 Epoch 18: train loss 0.5958694173739507 Epoch 18: val loss 0.6634947657585144 Epoch 19: train loss 0.6030449225352361 Epoch 19: val loss 0.6664837002754211 Epoch 20: train loss 0.596285865857051 Epoch 20: val loss 0.658561646938324 Epoch 21: train loss 0.5756261165325458 Epoch 21: val loss 0.6678690314292908 Epoch 22: train loss 0.588715523481369 Epoch 22: val loss 0.6713666915893555 Epoch 23: train loss 0.5881508955588708 Epoch 23: val loss 0.6733317971229553 Epoch 24: train loss 0.5558530550736648 Epoch 24: val loss 0.6771286725997925
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7058952680000892 Epoch 0: val loss 0.6924941539764404 Epoch 1: train loss 0.689018712593959 Epoch 1: val loss 0.6902480125427246 Epoch 2: train loss 0.686372445179866 Epoch 2: val loss 0.6849664449691772 Epoch 3: train loss 0.6742414969664353 Epoch 3: val loss 0.679494321346283 Epoch 4: train loss 0.6628390046266409 Epoch 4: val loss 0.6755825877189636 Epoch 5: train loss 0.6554869229976947 Epoch 5: val loss 0.6708101630210876 Epoch 6: train loss 0.6475014778283926 Epoch 6: val loss 0.6690295338630676 Epoch 7: train loss 0.648031262251047 Epoch 7: val loss 0.6666088104248047 Epoch 8: train loss 0.6368546073253338 Epoch 8: val loss 0.6648948788642883 Epoch 9: train loss 0.6263274412888747 Epoch 9: val loss 0.65895676612854 Epoch 10: train loss 0.6276917228331933 Epoch 10: val loss 0.6584289073944092 Epoch 11: train loss 0.5934613851400522 Epoch 11: val loss 0.6646673083305359 Epoch 12: train loss 0.603818824658027 Epoch 12: val loss 0.6596477627754211 Epoch 13: train loss 0.6069392149264996 Epoch 13: val loss 0.657251238822937 Epoch 14: train loss 0.5832600135069627 Epoch 14: val loss 0.6596920490264893 Epoch 15: train loss 0.6083126480762775 Epoch 15: val loss 0.6660376191139221 Epoch 16: train loss 0.5955182955815241 Epoch 16: val loss 0.6587405800819397 Epoch 17: train loss 0.5933926884944623 Epoch 17: val loss 0.6634200811386108 Epoch 18: train loss 0.5580922158864828 Epoch 18: val loss 0.6675242781639099 Epoch 19: train loss 0.5547685462694901 Epoch 19: val loss 0.6758736968040466 Epoch 20: train loss 0.567825436592102 Epoch 20: val loss 0.6823737621307373 Epoch 21: train loss 0.5524033285104312 Epoch 21: val loss 0.6769522428512573 Epoch 22: train loss 0.5289092935048617 Epoch 22: val loss 0.6747176051139832 Epoch 23: train loss 0.5458589998575357 Epoch 23: val loss 0.6798486709594727 Epoch 24: train loss 0.5490787671162531 Epoch 24: val loss 0.6877895593643188
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7011739519926218 Epoch 0: val loss 0.6879992485046387 Epoch 1: train loss 0.6849757570486802 Epoch 1: val loss 0.6884250044822693 Epoch 2: train loss 0.6759795454832224 Epoch 2: val loss 0.6897009611129761 Epoch 3: train loss 0.6745224090722891 Epoch 3: val loss 0.6918456554412842 Epoch 4: train loss 0.6551702068402216 Epoch 4: val loss 0.6911079287528992 Epoch 5: train loss 0.662454183285053 Epoch 5: val loss 0.691288411617279 Epoch 6: train loss 0.6521561741828918 Epoch 6: val loss 0.6932298541069031 Epoch 7: train loss 0.6442196094072782 Epoch 7: val loss 0.6955596208572388 Epoch 8: train loss 0.6379114297720102 Epoch 8: val loss 0.6978567242622375 Epoch 9: train loss 0.6340639545367315 Epoch 9: val loss 0.6998338103294373 Epoch 10: train loss 0.6113402247428894 Epoch 10: val loss 0.7021812200546265 Epoch 11: train loss 0.6165147561293381 Epoch 11: val loss 0.7036262154579163 Epoch 12: train loss 0.6169385864184453 Epoch 12: val loss 0.7029195427894592 Epoch 13: train loss 0.6114837252176725 Epoch 13: val loss 0.7043500542640686 Epoch 14: train loss 0.6032998607708857 Epoch 14: val loss 0.7033356428146362 Epoch 15: train loss 0.6016351672319266 Epoch 15: val loss 0.6942634582519531 Epoch 16: train loss 0.5933608825390155 Epoch 16: val loss 0.6974897384643555 Epoch 17: train loss 0.6095109352698693 Epoch 17: val loss 0.6994200944900513 Epoch 18: train loss 0.5962591079565195 Epoch 18: val loss 0.7046480178833008 Epoch 19: train loss 0.585346519947052 Epoch 19: val loss 0.7015776038169861 Epoch 20: train loss 0.5755947828292847 Epoch 20: val loss 0.7039340734481812 Epoch 21: train loss 0.571887520643381 Epoch 21: val loss 0.702068030834198 Epoch 22: train loss 0.6084382144304422 Epoch 22: val loss 0.6978486776351929 Epoch 23: train loss 0.5730082392692566 Epoch 23: val loss 0.7001534700393677 Epoch 24: train loss 0.570394910298861 Epoch 24: val loss 0.6970013380050659
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6926091453608345 Epoch 0: val loss 0.6801261305809021 Epoch 1: train loss 0.6762162376852596 Epoch 1: val loss 0.6807922720909119 Epoch 2: train loss 0.6773816101691302 Epoch 2: val loss 0.6750713586807251 Epoch 3: train loss 0.6703822858193341 Epoch 3: val loss 0.6707909107208252 Epoch 4: train loss 0.6646695768131929 Epoch 4: val loss 0.6712225079536438 Epoch 5: train loss 0.6579362294253182 Epoch 5: val loss 0.6641344428062439 Epoch 6: train loss 0.652587396257064 Epoch 6: val loss 0.6566788554191589 Epoch 7: train loss 0.6494912470088285 Epoch 7: val loss 0.6579824686050415 Epoch 8: train loss 0.641691127244164 Epoch 8: val loss 0.6483497619628906 Epoch 9: train loss 0.6220594854915843 Epoch 9: val loss 0.6486119031906128 Epoch 10: train loss 0.6195997700971716 Epoch 10: val loss 0.6378780007362366 Epoch 11: train loss 0.6292490520898033 Epoch 11: val loss 0.6328940391540527 Epoch 12: train loss 0.6194829835611231 Epoch 12: val loss 0.6220155954360962 Epoch 13: train loss 0.6099218358011806 Epoch 13: val loss 0.624835193157196 Epoch 14: train loss 0.6171340942382812 Epoch 14: val loss 0.6203420758247375 Epoch 15: train loss 0.6052118820302627 Epoch 15: val loss 0.6282346248626709
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6943729817867279 Epoch 0: val loss 0.6952166557312012 Epoch 1: train loss 0.6901700695355734 Epoch 1: val loss 0.694351851940155 Epoch 2: train loss 0.6805815796057383 Epoch 2: val loss 0.6968385577201843 Epoch 3: train loss 0.6711788028478622 Epoch 3: val loss 0.6980756521224976 Epoch 4: train loss 0.6708689282337824 Epoch 4: val loss 0.6999062299728394 Epoch 5: train loss 0.6574442088603973 Epoch 5: val loss 0.7025600075721741 Epoch 6: train loss 0.6609541823466619 Epoch 6: val loss 0.705829918384552 Epoch 7: train loss 0.6446924606959025 Epoch 7: val loss 0.7079625129699707 Epoch 8: train loss 0.6449984411398569 Epoch 8: val loss 0.7102212905883789 Epoch 9: train loss 0.6375142286221186 Epoch 9: val loss 0.7114493250846863 Epoch 10: train loss 0.6377914200226465 Epoch 10: val loss 0.7154179811477661 Epoch 11: train loss 0.6322138706843058 Epoch 11: val loss 0.7162585258483887 Epoch 12: train loss 0.6273851692676544 Epoch 12: val loss 0.718583881855011 Epoch 13: train loss 0.6215379337469736 Epoch 13: val loss 0.7191189527511597 Epoch 14: train loss 0.6324614634116491 Epoch 14: val loss 0.7171988487243652 Epoch 15: train loss 0.6148320486148199 Epoch 15: val loss 0.7166929841041565 Epoch 16: train loss 0.615921770532926 Epoch 16: val loss 0.7239444255828857 Epoch 17: train loss 0.6202602982521057 Epoch 17: val loss 0.7218446731567383 Epoch 18: train loss 0.6042095025380453 Epoch 18: val loss 0.7223789691925049 Epoch 19: train loss 0.6000968019167582 Epoch 19: val loss 0.7245176434516907 Epoch 20: train loss 0.6028139541546503 Epoch 20: val loss 0.7249734997749329 Epoch 21: train loss 0.5905653834342957 Epoch 21: val loss 0.7248260974884033 Epoch 22: train loss 0.5834270715713501 Epoch 22: val loss 0.7302815914154053 Epoch 23: train loss 0.5902027686436971 Epoch 23: val loss 0.7373737096786499 Epoch 24: train loss 0.5836102118094763 Epoch 24: val loss 0.7453206777572632
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973391721645991 Epoch 0: val loss 0.6905767321586609 Epoch 1: train loss 0.6967751681804657 Epoch 1: val loss 0.6930268406867981 Epoch 2: train loss 0.6752719432115555 Epoch 2: val loss 0.6997089982032776 Epoch 3: train loss 0.6779326101144155 Epoch 3: val loss 0.7020236849784851 Epoch 4: train loss 0.6723976184924444 Epoch 4: val loss 0.707699179649353 Epoch 5: train loss 0.668694257736206 Epoch 5: val loss 0.7102076411247253 Epoch 6: train loss 0.6533288856347402 Epoch 6: val loss 0.711133599281311 Epoch 7: train loss 0.652999813357989 Epoch 7: val loss 0.7149385213851929 Epoch 8: train loss 0.6496129383643469 Epoch 8: val loss 0.718400776386261 Epoch 9: train loss 0.6439554045597712 Epoch 9: val loss 0.7193121910095215 Epoch 10: train loss 0.6419999003410339 Epoch 10: val loss 0.7219632863998413 Epoch 11: train loss 0.6394020815690359 Epoch 11: val loss 0.7273911237716675 Epoch 12: train loss 0.6160433987776438 Epoch 12: val loss 0.7346016764640808 Epoch 13: train loss 0.6313350995381674 Epoch 13: val loss 0.7338115572929382 Epoch 14: train loss 0.6262483795483907 Epoch 14: val loss 0.7418286800384521 Epoch 15: train loss 0.6307455450296402 Epoch 15: val loss 0.7458546757698059 Epoch 16: train loss 0.6271266092856725 Epoch 16: val loss 0.7492321729660034 Epoch 17: train loss 0.608708327015241 Epoch 17: val loss 0.7447296380996704 Epoch 18: train loss 0.5991543730099996 Epoch 18: val loss 0.7466124892234802 Epoch 19: train loss 0.6195653875668844 Epoch 19: val loss 0.7504039406776428 Epoch 20: train loss 0.596692884961764 Epoch 20: val loss 0.7489604353904724 Epoch 21: train loss 0.597778856754303 Epoch 21: val loss 0.7499073147773743 Epoch 22: train loss 0.6185751607020696 Epoch 22: val loss 0.7567591071128845 Epoch 23: train loss 0.6092108885447184 Epoch 23: val loss 0.7610732913017273 Epoch 24: train loss 0.5990749523043633 Epoch 24: val loss 0.7616515159606934
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938894291718801 Epoch 0: val loss 0.6967417597770691 Epoch 1: train loss 0.6909953504800797 Epoch 1: val loss 0.6903358101844788 Epoch 2: train loss 0.6793603748083115 Epoch 2: val loss 0.6862205266952515 Epoch 3: train loss 0.67222960293293 Epoch 3: val loss 0.6835746169090271 Epoch 4: train loss 0.6634705116351446 Epoch 4: val loss 0.6819404363632202 Epoch 5: train loss 0.6655850013097128 Epoch 5: val loss 0.6842223405838013 Epoch 6: train loss 0.6540026118357977 Epoch 6: val loss 0.6840375661849976 Epoch 7: train loss 0.66355761885643 Epoch 7: val loss 0.6807748675346375 Epoch 8: train loss 0.6508005708456039 Epoch 8: val loss 0.680332601070404 Epoch 9: train loss 0.644604449470838 Epoch 9: val loss 0.6758087277412415 Epoch 10: train loss 0.6504998008410136 Epoch 10: val loss 0.6757628917694092 Epoch 11: train loss 0.6441262513399124 Epoch 11: val loss 0.6810722947120667 Epoch 12: train loss 0.6327930986881256 Epoch 12: val loss 0.6786900758743286 Epoch 13: train loss 0.6279604434967041 Epoch 13: val loss 0.6777674555778503 Epoch 14: train loss 0.6204579770565033 Epoch 14: val loss 0.6803039312362671 Epoch 15: train loss 0.6219802300135294 Epoch 15: val loss 0.681023895740509 Epoch 16: train loss 0.6289007365703583 Epoch 16: val loss 0.684029757976532 Epoch 17: train loss 0.6240383982658386 Epoch 17: val loss 0.6847836971282959 Epoch 18: train loss 0.610775371392568 Epoch 18: val loss 0.6966582536697388 Epoch 19: train loss 0.5982322742541631 Epoch 19: val loss 0.6888648867607117 Epoch 20: train loss 0.6136368115743002 Epoch 20: val loss 0.6877736449241638 Epoch 21: train loss 0.6029290507237116 Epoch 21: val loss 0.6880221366882324 Epoch 22: train loss 0.5951461320122083 Epoch 22: val loss 0.6874741315841675 Epoch 23: train loss 0.5884584685166677 Epoch 23: val loss 0.6905502676963806 Epoch 24: train loss 0.5828421885768572 Epoch 24: val loss 0.6935946941375732
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7004289676745733 Epoch 0: val loss 0.6972799301147461 Epoch 1: train loss 0.6903471251328787 Epoch 1: val loss 0.6939635872840881 Epoch 2: train loss 0.6900907506545385 Epoch 2: val loss 0.6913098692893982 Epoch 3: train loss 0.6700750142335892 Epoch 3: val loss 0.6889451146125793 Epoch 4: train loss 0.6745849549770355 Epoch 4: val loss 0.6877320408821106 Epoch 5: train loss 0.6574937701225281 Epoch 5: val loss 0.6874494552612305 Epoch 6: train loss 0.6690922975540161 Epoch 6: val loss 0.6871531009674072 Epoch 7: train loss 0.6631308595339457 Epoch 7: val loss 0.6833875179290771 Epoch 8: train loss 0.6575636118650436 Epoch 8: val loss 0.682537317276001 Epoch 9: train loss 0.6554772158463796 Epoch 9: val loss 0.6810839772224426 Epoch 10: train loss 0.6544695695241293 Epoch 10: val loss 0.6794918179512024 Epoch 11: train loss 0.6620841672023138 Epoch 11: val loss 0.6764435768127441 Epoch 12: train loss 0.6514487862586975 Epoch 12: val loss 0.676194429397583 Epoch 13: train loss 0.6589759041865667 Epoch 13: val loss 0.6756609678268433 Epoch 14: train loss 0.655888170003891 Epoch 14: val loss 0.6747047901153564 Epoch 15: train loss 0.6423218349615732 Epoch 15: val loss 0.672189474105835 Epoch 16: train loss 0.6396294087171555 Epoch 16: val loss 0.6704621911048889 Epoch 17: train loss 0.6263411641120911 Epoch 17: val loss 0.6700142025947571 Epoch 18: train loss 0.6288922677437464 Epoch 18: val loss 0.6671541929244995 Epoch 19: train loss 0.6293493658304214 Epoch 19: val loss 0.6691802144050598 Epoch 20: train loss 0.6190003901720047 Epoch 20: val loss 0.6669783592224121 Epoch 21: train loss 0.6228677680095037 Epoch 21: val loss 0.6677300333976746 Epoch 22: train loss 0.6215848376353582 Epoch 22: val loss 0.6708701848983765 Epoch 23: train loss 0.6315818428993225 Epoch 23: val loss 0.671565055847168 Epoch 24: train loss 0.6254731267690659 Epoch 24: val loss 0.6712151169776917
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022198960185051 Epoch 0: val loss 0.6883316040039062 Epoch 1: train loss 0.6985914558172226 Epoch 1: val loss 0.684526264667511 Epoch 2: train loss 0.6925130523741245 Epoch 2: val loss 0.6839642524719238 Epoch 3: train loss 0.6794860251247883 Epoch 3: val loss 0.6797986626625061 Epoch 4: train loss 0.6860742270946503 Epoch 4: val loss 0.6779118776321411 Epoch 5: train loss 0.6784656122326851 Epoch 5: val loss 0.6749082207679749 Epoch 6: train loss 0.6765611693263054 Epoch 6: val loss 0.6699743866920471 Epoch 7: train loss 0.6737760938704014 Epoch 7: val loss 0.6662235260009766 Epoch 8: train loss 0.6706570498645306 Epoch 8: val loss 0.6593592762947083 Epoch 9: train loss 0.6610613130033016 Epoch 9: val loss 0.6565849184989929 Epoch 10: train loss 0.6633926443755627 Epoch 10: val loss 0.6598289608955383 Epoch 11: train loss 0.6486016511917114 Epoch 11: val loss 0.6481193900108337 Epoch 12: train loss 0.6487008407711983 Epoch 12: val loss 0.6450374722480774
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
7 Epoch 0: train loss 0.6792100582803998 Epoch 0: val loss 0.6613465547561646 Epoch 1: train loss 0.6325441002845764 Epoch 1: val loss 0.6396928429603577 Epoch 2: train loss 0.6258835196495056 Epoch 2: val loss 0.6220088005065918 Epoch 3: train loss 0.5845225708825248 Epoch 3: val loss 0.6110606789588928 Epoch 4: train loss 0.597278322492327 Epoch 4: val loss 0.6056281924247742 Epoch 5: train loss 0.5392367456640516 Epoch 5: val loss 0.6066135168075562 Epoch 6: train loss 0.5049121592726026 Epoch 6: val loss 0.6090677380561829 Epoch 7: train loss 0.5841523110866547 Epoch 7: val loss 0.6110796332359314 Epoch 8: train loss 0.5463328318936485 Epoch 8: val loss 0.6134977340698242 Epoch 9: train loss 0.5446133613586426 Epoch 9: val loss 0.616897702217102 Epoch 10: train loss 0.5330286196299961 Epoch 10: val loss 0.6185422539710999 Epoch 11: train loss 0.5205614481653486 Epoch 11: val loss 0.6247166991233826 Epoch 12: train loss 0.5040129763739449 Epoch 12: val loss 0.6290775537490845 Epoch 13: train loss 0.6072577621255603 Epoch 13: val loss 0.6331417560577393 Epoch 14: train loss 0.5220360500471932 Epoch 14: val loss 0.6339918375015259 Epoch 15: train loss 0.499696855034147 Epoch 15: val loss 0.6352055668830872 Epoch 16: train loss 0.4858203785760062 Epoch 16: val loss 0.6390377283096313 Epoch 17: train loss 0.4759853056498936 Epoch 17: val loss 0.6450769305229187 Epoch 18: train loss 0.509567665202277 Epoch 18: val loss 0.6497597694396973 Epoch 19: train loss 0.5231465867587498 Epoch 19: val loss 0.6507059335708618 Epoch 20: train loss 0.4949130713939667 Epoch 20: val loss 0.6534261703491211 Epoch 21: train loss 0.4793516567775181 Epoch 21: val loss 0.6566681861877441 Epoch 22: train loss 0.5297486356326512 Epoch 22: val loss 0.6593302488327026 Epoch 23: train loss 0.5777431087834495 Epoch 23: val loss 0.6599083542823792 Epoch 24: train loss 0.46551038111959187 Epoch 24: val loss 0.6713165640830994
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6858459540775844 Epoch 0: val loss 0.6499669551849365 Epoch 1: train loss 0.6720242500305176 Epoch 1: val loss 0.6253346800804138 Epoch 2: train loss 0.6429197447640556 Epoch 2: val loss 0.6063820719718933 Epoch 3: train loss 0.662367011819567 Epoch 3: val loss 0.5920079946517944 Epoch 4: train loss 0.5966685925211225 Epoch 4: val loss 0.5844737887382507 Epoch 5: train loss 0.6109306556837899 Epoch 5: val loss 0.5761243104934692 Epoch 6: train loss 0.5829013245446342 Epoch 6: val loss 0.5691691040992737 Epoch 7: train loss 0.5979078156607491 Epoch 7: val loss 0.5642827749252319 Epoch 8: train loss 0.556587210723332 Epoch 8: val loss 0.5622985363006592 Epoch 9: train loss 0.5951373662267413 Epoch 9: val loss 0.5595024228096008 Epoch 10: train loss 0.5233967091356005 Epoch 10: val loss 0.5569466352462769 Epoch 11: train loss 0.5630164188998086 Epoch 11: val loss 0.5567935109138489 Epoch 12: train loss 0.5386228944574084 Epoch 12: val loss 0.5560376048088074 Epoch 13: train loss 0.5588199240820748 Epoch 13: val loss 0.5604208707809448 Epoch 14: train loss 0.5339820299829755 Epoch 14: val loss 0.5692554116249084 Epoch 15: train loss 0.5226967632770538 Epoch 15: val loss 0.569115161895752 Epoch 16: train loss 0.5340042965752738 Epoch 16: val loss 0.5677928328514099 Epoch 17: train loss 0.5054030801568713 Epoch 17: val loss 0.5696463584899902 Epoch 18: train loss 0.5256157772881644 Epoch 18: val loss 0.5769508481025696 Epoch 19: train loss 0.5094228216579982 Epoch 19: val loss 0.5745270848274231 Epoch 20: train loss 0.6121372878551483 Epoch 20: val loss 0.5719519257545471 Epoch 21: train loss 0.5016868540218898 Epoch 21: val loss 0.5810105204582214 Epoch 22: train loss 0.48223037804876057 Epoch 22: val loss 0.585997998714447 Epoch 23: train loss 0.5490824495043073 Epoch 23: val loss 0.5868225693702698 Epoch 24: train loss 0.515299882207598 Epoch 24: val loss 0.5800338983535767
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7116054551942008 Epoch 0: val loss 0.693577229976654 Epoch 1: train loss 0.6877099531037467 Epoch 1: val loss 0.6729258894920349 Epoch 2: train loss 0.6805370960916791 Epoch 2: val loss 0.6549681425094604 Epoch 3: train loss 0.6357513581003461 Epoch 3: val loss 0.6387935280799866 Epoch 4: train loss 0.6345272064208984 Epoch 4: val loss 0.6195208430290222 Epoch 5: train loss 0.6271682722227914 Epoch 5: val loss 0.6077669262886047 Epoch 6: train loss 0.5861078245299203 Epoch 6: val loss 0.6029516458511353 Epoch 7: train loss 0.6099391409329006 Epoch 7: val loss 0.5951131582260132 Epoch 8: train loss 0.5987612349646432 Epoch 8: val loss 0.5924216508865356 Epoch 9: train loss 0.6039168962410518 Epoch 9: val loss 0.5887849926948547 Epoch 10: train loss 0.5777674317359924 Epoch 10: val loss 0.5885133743286133 Epoch 11: train loss 0.573672490460532 Epoch 11: val loss 0.5821935534477234 Epoch 12: train loss 0.5661610492638179 Epoch 12: val loss 0.5776228308677673 Epoch 13: train loss 0.6119712974343982 Epoch 13: val loss 0.5719451904296875 Epoch 14: train loss 0.5667154448372977 Epoch 14: val loss 0.5699213743209839 Epoch 15: train loss 0.5502667299338749 Epoch 15: val loss 0.5680867433547974 Epoch 16: train loss 0.5365925771849496 Epoch 16: val loss 0.5675926804542542 Epoch 17: train loss 0.5627629246030535 Epoch 17: val loss 0.5644981861114502 Epoch 18: train loss 0.5896300375461578 Epoch 18: val loss 0.5634928941726685 Epoch 19: train loss 0.5391684472560883 Epoch 19: val loss 0.5644558668136597 Epoch 20: train loss 0.6520982342106956 Epoch 20: val loss 0.5620699524879456 Epoch 21: train loss 0.5825679983411517 Epoch 21: val loss 0.5632379055023193 Epoch 22: train loss 0.5170795023441315 Epoch 22: val loss 0.56622314453125 Epoch 23: train loss 0.5377367607184819 Epoch 23: val loss 0.567534863948822 Epoch 24: train loss 0.5282957766737256 Epoch 24: val loss 0.56673264503479
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7059587069920131 Epoch 0: val loss 0.6848933100700378 Epoch 1: train loss 0.6849245173590524 Epoch 1: val loss 0.668555498123169 Epoch 2: train loss 0.6212546740259443 Epoch 2: val loss 0.6542637944221497 Epoch 3: train loss 0.6111987744058881 Epoch 3: val loss 0.6430204510688782 Epoch 4: train loss 0.6256378037588937 Epoch 4: val loss 0.6387946009635925 Epoch 5: train loss 0.6244940076555524 Epoch 5: val loss 0.6358453631401062 Epoch 6: train loss 0.5673478160585675 Epoch 6: val loss 0.6323713660240173 Epoch 7: train loss 0.5582657711846488 Epoch 7: val loss 0.6255507469177246 Epoch 8: train loss 0.5398660429886409 Epoch 8: val loss 0.624963641166687 Epoch 9: train loss 0.5529246798583439 Epoch 9: val loss 0.6240318417549133 Epoch 10: train loss 0.5912947654724121 Epoch 10: val loss 0.6279112100601196 Epoch 11: train loss 0.5305252884115491 Epoch 11: val loss 0.6223207116127014 Epoch 12: train loss 0.531739605324609 Epoch 12: val loss 0.6223381161689758 Epoch 13: train loss 0.5758756952626365 Epoch 13: val loss 0.6193076372146606 Epoch 14: train loss 0.5391737989016941 Epoch 14: val loss 0.6175288558006287 Epoch 15: train loss 0.56125722186906 Epoch 15: val loss 0.6292252540588379 Epoch 16: train loss 0.5651411669594901 Epoch 16: val loss 0.6316602230072021 Epoch 17: train loss 0.5074742010661534 Epoch 17: val loss 0.6353923678398132 Epoch 18: train loss 0.5166088214942387 Epoch 18: val loss 0.6313124895095825 Epoch 19: train loss 0.5435168147087097 Epoch 19: val loss 0.622054398059845 Epoch 20: train loss 0.5286201664379665 Epoch 20: val loss 0.6195221543312073 Epoch 21: train loss 0.5202352915491376 Epoch 21: val loss 0.6199919581413269 Epoch 22: train loss 0.5108353538172585 Epoch 22: val loss 0.617180585861206 Epoch 23: train loss 0.5330329324517932 Epoch 23: val loss 0.6119074821472168 Epoch 24: train loss 0.4724036987338747 Epoch 24: val loss 0.6026502251625061
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6833867165777419 Epoch 0: val loss 0.6235243678092957 Epoch 1: train loss 0.6325570378038619 Epoch 1: val loss 0.6090601086616516 Epoch 2: train loss 0.6109313004546695 Epoch 2: val loss 0.5824454426765442 Epoch 3: train loss 0.5769064890013801 Epoch 3: val loss 0.5627157688140869 Epoch 4: train loss 0.5513387123743693 Epoch 4: val loss 0.5531678199768066 Epoch 5: train loss 0.5510506100124783 Epoch 5: val loss 0.5523082613945007 Epoch 6: train loss 0.5238897601763407 Epoch 6: val loss 0.554335355758667 Epoch 7: train loss 0.5597773260540433 Epoch 7: val loss 0.5573369860649109 Epoch 8: train loss 0.542958504623837 Epoch 8: val loss 0.5559065341949463 Epoch 9: train loss 0.5242930981847975 Epoch 9: val loss 0.5607447028160095 Epoch 10: train loss 0.5178288850519392 Epoch 10: val loss 0.566885232925415 Epoch 11: train loss 0.5072240564558241 Epoch 11: val loss 0.563833475112915 Epoch 12: train loss 0.5300366878509521 Epoch 12: val loss 0.5605344772338867
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6732885763049126 Epoch 0: val loss 0.6796190142631531 Epoch 1: train loss 0.6493917107582092 Epoch 1: val loss 0.6606798768043518 Epoch 2: train loss 0.6197743937373161 Epoch 2: val loss 0.6414057612419128 Epoch 3: train loss 0.5960517525672913 Epoch 3: val loss 0.6263583302497864 Epoch 4: train loss 0.5637138858437538 Epoch 4: val loss 0.6142411231994629 Epoch 5: train loss 0.5531884022057056 Epoch 5: val loss 0.6054559350013733 Epoch 6: train loss 0.5268361195921898 Epoch 6: val loss 0.593498170375824 Epoch 7: train loss 0.5072559490799904 Epoch 7: val loss 0.5893265604972839 Epoch 8: train loss 0.5045545995235443 Epoch 8: val loss 0.5835422277450562 Epoch 9: train loss 0.491010844707489 Epoch 9: val loss 0.578803300857544 Epoch 10: train loss 0.47689900919795036 Epoch 10: val loss 0.5784770250320435 Epoch 11: train loss 0.47377996891736984 Epoch 11: val loss 0.57877117395401 Epoch 12: train loss 0.4773668646812439 Epoch 12: val loss 0.5786778330802917 Epoch 13: train loss 0.4643930494785309 Epoch 13: val loss 0.5785291790962219 Epoch 14: train loss 0.4481978602707386 Epoch 14: val loss 0.5748181343078613 Epoch 15: train loss 0.4379602484405041 Epoch 15: val loss 0.5799688100814819 Epoch 16: train loss 0.4374980442225933 Epoch 16: val loss 0.5838339328765869 Epoch 17: train loss 0.4259463846683502 Epoch 17: val loss 0.5887841582298279 Epoch 18: train loss 0.44053003937005997 Epoch 18: val loss 0.598611056804657 Epoch 19: train loss 0.4169473387300968 Epoch 19: val loss 0.6028731465339661 Epoch 20: train loss 0.4402899779379368 Epoch 20: val loss 0.6110443472862244 Epoch 21: train loss 0.4046778753399849 Epoch 21: val loss 0.6143227815628052 Epoch 22: train loss 0.38504030369222164 Epoch 22: val loss 0.6214962601661682 Epoch 23: train loss 0.39284228906035423 Epoch 23: val loss 0.6377289295196533 Epoch 24: train loss 0.38955213502049446 Epoch 24: val loss 0.6436548233032227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7287024557590485 Epoch 0: val loss 0.6837696433067322 Epoch 1: train loss 0.6807388961315155 Epoch 1: val loss 0.648569643497467 Epoch 2: train loss 0.6385763362050056 Epoch 2: val loss 0.615391731262207 Epoch 3: train loss 0.6131941303610802 Epoch 3: val loss 0.5831815600395203 Epoch 4: train loss 0.5814367085695267 Epoch 4: val loss 0.5523418188095093 Epoch 5: train loss 0.554109413176775 Epoch 5: val loss 0.527284562587738 Epoch 6: train loss 0.5530191734433174 Epoch 6: val loss 0.5163203477859497 Epoch 7: train loss 0.53857796266675 Epoch 7: val loss 0.5144177079200745 Epoch 8: train loss 0.5144796893000603 Epoch 8: val loss 0.5073660612106323 Epoch 9: train loss 0.5243508778512478 Epoch 9: val loss 0.5035077929496765 Epoch 10: train loss 0.5068828612565994 Epoch 10: val loss 0.49384477734565735 Epoch 11: train loss 0.5016204938292503 Epoch 11: val loss 0.49319663643836975 Epoch 12: train loss 0.5004076808691025 Epoch 12: val loss 0.49102115631103516 Epoch 13: train loss 0.48439016938209534 Epoch 13: val loss 0.48415815830230713 Epoch 14: train loss 0.5218418799340725 Epoch 14: val loss 0.48312702775001526 Epoch 15: train loss 0.5107050761580467 Epoch 15: val loss 0.48618119955062866 Epoch 16: train loss 0.49316538870334625 Epoch 16: val loss 0.4865480363368988 Epoch 17: train loss 0.48401569202542305 Epoch 17: val loss 0.48899221420288086 Epoch 18: train loss 0.45706475526094437 Epoch 18: val loss 0.4873621463775635 Epoch 19: train loss 0.4865424558520317 Epoch 19: val loss 0.48458173871040344 Epoch 20: train loss 0.4714994393289089 Epoch 20: val loss 0.4846727252006531 Epoch 21: train loss 0.47455234825611115 Epoch 21: val loss 0.48022469878196716 Epoch 22: train loss 0.46134790033102036 Epoch 22: val loss 0.48475155234336853 Epoch 23: train loss 0.4641655497252941 Epoch 23: val loss 0.48775753378868103 Epoch 24: train loss 0.4449819140136242 Epoch 24: val loss 0.48418527841567993
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951349973678589 Epoch 0: val loss 0.6864675879478455 Epoch 1: train loss 0.6447078734636307 Epoch 1: val loss 0.6506579518318176 Epoch 2: train loss 0.604393869638443 Epoch 2: val loss 0.6236082911491394 Epoch 3: train loss 0.5891706049442291 Epoch 3: val loss 0.6041112542152405 Epoch 4: train loss 0.5291037783026695 Epoch 4: val loss 0.5963775515556335 Epoch 5: train loss 0.5271166041493416 Epoch 5: val loss 0.5956554412841797 Epoch 6: train loss 0.5026657730340958 Epoch 6: val loss 0.5964703559875488 Epoch 7: train loss 0.5033205486834049 Epoch 7: val loss 0.5962945818901062 Epoch 8: train loss 0.4781588241457939 Epoch 8: val loss 0.6022785305976868 Epoch 9: train loss 0.4899899326264858 Epoch 9: val loss 0.6096359491348267 Epoch 10: train loss 0.48147035017609596 Epoch 10: val loss 0.6075181365013123 Epoch 11: train loss 0.48199502006173134 Epoch 11: val loss 0.6088072061538696 Epoch 12: train loss 0.4910086877644062 Epoch 12: val loss 0.6026489734649658 Epoch 13: train loss 0.4671284221112728 Epoch 13: val loss 0.6047012209892273 Epoch 14: train loss 0.4549379199743271 Epoch 14: val loss 0.6100987195968628 Epoch 15: train loss 0.4444136284291744 Epoch 15: val loss 0.6139972805976868 Epoch 16: train loss 0.4644937291741371 Epoch 16: val loss 0.6101486682891846 Epoch 17: train loss 0.46102090179920197 Epoch 17: val loss 0.6070382595062256 Epoch 18: train loss 0.46952010318636894 Epoch 18: val loss 0.6129860877990723 Epoch 19: train loss 0.44495702907443047 Epoch 19: val loss 0.6068278551101685 Epoch 20: train loss 0.44262342900037766 Epoch 20: val loss 0.6035143733024597 Epoch 21: train loss 0.42061610892415047 Epoch 21: val loss 0.607461154460907 Epoch 22: train loss 0.4409526325762272 Epoch 22: val loss 0.611355721950531 Epoch 23: train loss 0.4397156611084938 Epoch 23: val loss 0.6138712167739868 Epoch 24: train loss 0.43970729410648346 Epoch 24: val loss 0.6146409511566162
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6874989122152328 Epoch 0: val loss 0.64044189453125 Epoch 1: train loss 0.6373142153024673 Epoch 1: val loss 0.6085046529769897 Epoch 2: train loss 0.6037263572216034 Epoch 2: val loss 0.5836438536643982 Epoch 3: train loss 0.5870915576815605 Epoch 3: val loss 0.5670626759529114 Epoch 4: train loss 0.5393467284739017 Epoch 4: val loss 0.5592586994171143 Epoch 5: train loss 0.5506528727710247 Epoch 5: val loss 0.5534703135490417 Epoch 6: train loss 0.5390296131372452 Epoch 6: val loss 0.5465437173843384 Epoch 7: train loss 0.5159843228757381 Epoch 7: val loss 0.5424216389656067 Epoch 8: train loss 0.5114937759935856 Epoch 8: val loss 0.5423732399940491 Epoch 9: train loss 0.4931839779019356 Epoch 9: val loss 0.5385176539421082 Epoch 10: train loss 0.5069909133017063 Epoch 10: val loss 0.5344220399856567 Epoch 11: train loss 0.4950317107141018 Epoch 11: val loss 0.5377688407897949 Epoch 12: train loss 0.49390551447868347 Epoch 12: val loss 0.5345946550369263 Epoch 13: train loss 0.4917621798813343 Epoch 13: val loss 0.5359125733375549 Epoch 14: train loss 0.5077890306711197 Epoch 14: val loss 0.5354620814323425 Epoch 15: train loss 0.47659341990947723 Epoch 15: val loss 0.5292969942092896 Epoch 16: train loss 0.4828129820525646 Epoch 16: val loss 0.5262930989265442 Epoch 17: train loss 0.46858053654432297 Epoch 17: val loss 0.5249170660972595 Epoch 18: train loss 0.4606775902211666 Epoch 18: val loss 0.5249621868133545 Epoch 19: train loss 0.43617305532097816 Epoch 19: val loss 0.5338294506072998 Epoch 20: train loss 0.45411843433976173 Epoch 20: val loss 0.5294481515884399 Epoch 21: train loss 0.45982328802347183 Epoch 21: val loss 0.5304701924324036 Epoch 22: train loss 0.4592497944831848 Epoch 22: val loss 0.5320430397987366 Epoch 23: train loss 0.4673546701669693 Epoch 23: val loss 0.5306764245033264 Epoch 24: train loss 0.42806709185242653 Epoch 24: val loss 0.5271613597869873
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7038922689177773 Epoch 0: val loss 0.6749956607818604 Epoch 1: train loss 0.6373556418852373 Epoch 1: val loss 0.6490033864974976 Epoch 2: train loss 0.5948496027426287 Epoch 2: val loss 0.6167649030685425 Epoch 3: train loss 0.5610805776986209 Epoch 3: val loss 0.5905269384384155 Epoch 4: train loss 0.5403641787442294 Epoch 4: val loss 0.5751309990882874 Epoch 5: train loss 0.5106359720230103 Epoch 5: val loss 0.5540758967399597 Epoch 6: train loss 0.5175546516071666 Epoch 6: val loss 0.5425282716751099 Epoch 7: train loss 0.5166625434702093 Epoch 7: val loss 0.5247769355773926 Epoch 8: train loss 0.48835592649199744 Epoch 8: val loss 0.5344609022140503 Epoch 9: train loss 0.5089790360494093 Epoch 9: val loss 0.523796021938324 Epoch 10: train loss 0.48807415095242584 Epoch 10: val loss 0.5135838985443115 Epoch 11: train loss 0.5012973276051608 Epoch 11: val loss 0.5152832269668579 Epoch 12: train loss 0.4679593498056585 Epoch 12: val loss 0.5356122255325317 Epoch 13: train loss 0.49421038139950146 Epoch 13: val loss 0.5306645631790161 Epoch 14: train loss 0.4851950325749137 Epoch 14: val loss 0.5260643362998962 Epoch 15: train loss 0.4813429767435247 Epoch 15: val loss 0.5206276774406433 Epoch 16: train loss 0.45701460404829547 Epoch 16: val loss 0.515654444694519 Epoch 17: train loss 0.4665542949329723 Epoch 17: val loss 0.513799250125885
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932466566562653 Epoch 0: val loss 0.6612791419029236 Epoch 1: train loss 0.6464397132396698 Epoch 1: val loss 0.6367686986923218 Epoch 2: train loss 0.605159455537796 Epoch 2: val loss 0.602343738079071 Epoch 3: train loss 0.5850116312503815 Epoch 3: val loss 0.5674440860748291 Epoch 4: train loss 0.5786158263683319 Epoch 4: val loss 0.5437284708023071 Epoch 5: train loss 0.5298203885555267 Epoch 5: val loss 0.5415851473808289 Epoch 6: train loss 0.5307069063186646 Epoch 6: val loss 0.5377540588378906 Epoch 7: train loss 0.5055432051420212 Epoch 7: val loss 0.5384437441825867 Epoch 8: train loss 0.513749623298645 Epoch 8: val loss 0.5408748984336853 Epoch 9: train loss 0.5257693856954575 Epoch 9: val loss 0.5409236550331116 Epoch 10: train loss 0.493881031870842 Epoch 10: val loss 0.5355845093727112 Epoch 11: train loss 0.4896368861198425 Epoch 11: val loss 0.5383690595626831 Epoch 12: train loss 0.4967106729745865 Epoch 12: val loss 0.5408785343170166 Epoch 13: train loss 0.4724027216434479 Epoch 13: val loss 0.5442110896110535 Epoch 14: train loss 0.5008854955434799 Epoch 14: val loss 0.5427114367485046 Epoch 15: train loss 0.45305646061897276 Epoch 15: val loss 0.5409735441207886 Epoch 16: train loss 0.4701295346021652 Epoch 16: val loss 0.5394783616065979 Epoch 17: train loss 0.4935134738683701 Epoch 17: val loss 0.5404170751571655 Epoch 18: train loss 0.46823268532752993 Epoch 18: val loss 0.5421578884124756 Epoch 19: train loss 0.4709797978401184 Epoch 19: val loss 0.5427072048187256 Epoch 20: train loss 0.4513981074094772 Epoch 20: val loss 0.5488433837890625 Epoch 21: train loss 0.46388363242149355 Epoch 21: val loss 0.5514090061187744 Epoch 22: train loss 0.4588710606098175 Epoch 22: val loss 0.5563884973526001 Epoch 23: train loss 0.45223661363124845 Epoch 23: val loss 0.5578582882881165 Epoch 24: train loss 0.43815909922122953 Epoch 24: val loss 0.5574725270271301
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6696511030197143 Epoch 0: val loss 0.6248817443847656 Epoch 1: train loss 0.6316579103469848 Epoch 1: val loss 0.5822954773902893 Epoch 2: train loss 0.5725993543863297 Epoch 2: val loss 0.5537598133087158 Epoch 3: train loss 0.5687691271305084 Epoch 3: val loss 0.5354903936386108 Epoch 4: train loss 0.5418800950050354 Epoch 4: val loss 0.5267760753631592 Epoch 5: train loss 0.541612520813942 Epoch 5: val loss 0.5188776850700378 Epoch 6: train loss 0.5293335318565369 Epoch 6: val loss 0.5142363905906677 Epoch 7: train loss 0.5203892201185226 Epoch 7: val loss 0.5116790533065796 Epoch 8: train loss 0.5185483276844025 Epoch 8: val loss 0.5110687613487244 Epoch 9: train loss 0.5226215541362762 Epoch 9: val loss 0.5107834935188293 Epoch 10: train loss 0.5195567071437835 Epoch 10: val loss 0.5126736164093018 Epoch 11: train loss 0.5057808876037597 Epoch 11: val loss 0.5142158269882202 Epoch 12: train loss 0.5277858555316925 Epoch 12: val loss 0.5139012932777405 Epoch 13: train loss 0.5225907802581787 Epoch 13: val loss 0.5159345269203186 Epoch 14: train loss 0.5237509310245514 Epoch 14: val loss 0.5154301524162292 Epoch 15: train loss 0.5050210505723953 Epoch 15: val loss 0.519538938999176 Epoch 16: train loss 0.47481451332569125 Epoch 16: val loss 0.5243768095970154 Epoch 17: train loss 0.4740069925785065 Epoch 17: val loss 0.527193009853363 Epoch 18: train loss 0.48114479184150694 Epoch 18: val loss 0.5258922576904297 Epoch 19: train loss 0.4773340582847595 Epoch 19: val loss 0.5256806015968323 Epoch 20: train loss 0.468120276927948 Epoch 20: val loss 0.5188443660736084 Epoch 21: train loss 0.48257043659687043 Epoch 21: val loss 0.5178434252738953 Epoch 22: train loss 0.46164382100105283 Epoch 22: val loss 0.519425630569458 Epoch 23: train loss 0.4677999556064606 Epoch 23: val loss 0.5138217806816101 Epoch 24: train loss 0.47935926020145414 Epoch 24: val loss 0.5168976783752441
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6719286739826202 Epoch 0: val loss 0.6552633047103882 Epoch 1: train loss 0.6305482506752014 Epoch 1: val loss 0.6249097585678101 Epoch 2: train loss 0.6132517397403717 Epoch 2: val loss 0.5898467898368835 Epoch 3: train loss 0.5652818888425827 Epoch 3: val loss 0.5672667622566223 Epoch 4: train loss 0.5653576672077179 Epoch 4: val loss 0.5524934530258179 Epoch 5: train loss 0.5382760494947434 Epoch 5: val loss 0.5479085445404053 Epoch 6: train loss 0.5354493647813797 Epoch 6: val loss 0.5450125336647034 Epoch 7: train loss 0.528371998667717 Epoch 7: val loss 0.5435158014297485 Epoch 8: train loss 0.49766908288002015 Epoch 8: val loss 0.5440177321434021 Epoch 9: train loss 0.5176017224788666 Epoch 9: val loss 0.539601743221283 Epoch 10: train loss 0.49693290889263153 Epoch 10: val loss 0.5425193309783936 Epoch 11: train loss 0.5048549503087998 Epoch 11: val loss 0.5427328944206238 Epoch 12: train loss 0.5119513243436813 Epoch 12: val loss 0.5464627742767334 Epoch 13: train loss 0.49960871040821075 Epoch 13: val loss 0.5480040907859802 Epoch 14: train loss 0.5070519775152207 Epoch 14: val loss 0.5498024225234985 Epoch 15: train loss 0.49773081839084626 Epoch 15: val loss 0.5497035980224609 Epoch 16: train loss 0.47234574556350706 Epoch 16: val loss 0.5502191185951233 Epoch 17: train loss 0.4900683969259262 Epoch 17: val loss 0.5524594783782959 Epoch 18: train loss 0.4830102354288101 Epoch 18: val loss 0.5538100600242615 Epoch 19: train loss 0.46463821828365326 Epoch 19: val loss 0.5513935089111328 Epoch 20: train loss 0.4651954174041748 Epoch 20: val loss 0.5506324172019958 Epoch 21: train loss 0.4821051090955734 Epoch 21: val loss 0.5564274787902832 Epoch 22: train loss 0.4619326055049896 Epoch 22: val loss 0.5648573637008667 Epoch 23: train loss 0.4565313071012497 Epoch 23: val loss 0.5632217526435852 Epoch 24: train loss 0.4620377063751221 Epoch 24: val loss 0.5593002438545227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6705228388309479 Epoch 0: val loss 0.6363154649734497 Epoch 1: train loss 0.6289767444133758 Epoch 1: val loss 0.6035382151603699 Epoch 2: train loss 0.5846948385238647 Epoch 2: val loss 0.5649133324623108 Epoch 3: train loss 0.5571415662765503 Epoch 3: val loss 0.5454104542732239 Epoch 4: train loss 0.5296202570199966 Epoch 4: val loss 0.530177116394043 Epoch 5: train loss 0.5196379244327545 Epoch 5: val loss 0.5203279256820679 Epoch 6: train loss 0.5248114913702011 Epoch 6: val loss 0.5139819383621216 Epoch 7: train loss 0.48716533482074736 Epoch 7: val loss 0.5167372226715088 Epoch 8: train loss 0.517767658829689 Epoch 8: val loss 0.5161963105201721 Epoch 9: train loss 0.5069376111030579 Epoch 9: val loss 0.5112709999084473 Epoch 10: train loss 0.51247598528862 Epoch 10: val loss 0.506653368473053 Epoch 11: train loss 0.49625626802444456 Epoch 11: val loss 0.5041493773460388 Epoch 12: train loss 0.48419904708862305 Epoch 12: val loss 0.5064833760261536 Epoch 13: train loss 0.503727588057518 Epoch 13: val loss 0.5014742016792297 Epoch 14: train loss 0.47294334769248964 Epoch 14: val loss 0.4989844560623169 Epoch 15: train loss 0.4783038765192032 Epoch 15: val loss 0.5056993365287781 Epoch 16: train loss 0.4779460996389389 Epoch 16: val loss 0.5128082633018494 Epoch 17: train loss 0.46525745689868925 Epoch 17: val loss 0.5061798691749573 Epoch 18: train loss 0.4643318474292755 Epoch 18: val loss 0.49784234166145325 Epoch 19: train loss 0.4619300127029419 Epoch 19: val loss 0.49751952290534973 Epoch 20: train loss 0.4639541894197464 Epoch 20: val loss 0.5008541941642761 Epoch 21: train loss 0.462497940659523 Epoch 21: val loss 0.4983591139316559 Epoch 22: train loss 0.4649257272481918 Epoch 22: val loss 0.5000246167182922 Epoch 23: train loss 0.4526671826839447 Epoch 23: val loss 0.5105006098747253 Epoch 24: train loss 0.4455588638782501 Epoch 24: val loss 0.5051422119140625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7045697753246014 Epoch 0: val loss 0.689964771270752 Epoch 1: train loss 0.6407014406644381 Epoch 1: val loss 0.6556349396705627 Epoch 2: train loss 0.6011081246229318 Epoch 2: val loss 0.6233392357826233 Epoch 3: train loss 0.5550852257471818 Epoch 3: val loss 0.6016737222671509 Epoch 4: train loss 0.5654632311600906 Epoch 4: val loss 0.5907835960388184 Epoch 5: train loss 0.5253105278198535 Epoch 5: val loss 0.580742359161377 Epoch 6: train loss 0.5205887601925776 Epoch 6: val loss 0.5800636410713196 Epoch 7: train loss 0.518782574396867 Epoch 7: val loss 0.5820997357368469
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978064510557387 Epoch 0: val loss 0.6955117583274841 Epoch 1: train loss 0.6828343603346083 Epoch 1: val loss 0.6911154389381409 Epoch 2: train loss 0.6753576662805345 Epoch 2: val loss 0.6884124279022217 Epoch 3: train loss 0.6634871959686279 Epoch 3: val loss 0.6846910119056702 Epoch 4: train loss 0.6619113286336263 Epoch 4: val loss 0.6815066337585449 Epoch 5: train loss 0.6524923112657335 Epoch 5: val loss 0.6789729595184326 Epoch 6: train loss 0.6699231465657552 Epoch 6: val loss 0.6746498942375183 Epoch 7: train loss 0.6445127195782132 Epoch 7: val loss 0.6702361106872559 Epoch 8: train loss 0.635247117943234 Epoch 8: val loss 0.6645287871360779 Epoch 9: train loss 0.6238124304347568 Epoch 9: val loss 0.6626601815223694 Epoch 10: train loss 0.6165111064910889 Epoch 10: val loss 0.6592987179756165 Epoch 11: train loss 0.6054136885537041 Epoch 11: val loss 0.6540189385414124 Epoch 12: train loss 0.5954377849896749 Epoch 12: val loss 0.6495041847229004 Epoch 13: train loss 0.5984641346666548 Epoch 13: val loss 0.6472771763801575 Epoch 14: train loss 0.5881294873025682 Epoch 14: val loss 0.6412755846977234 Epoch 15: train loss 0.5904095040427314 Epoch 15: val loss 0.6355369687080383 Epoch 16: train loss 0.5909422900941637 Epoch 16: val loss 0.6304062008857727 Epoch 17: train loss 0.5508134100172255 Epoch 17: val loss 0.6302891373634338 Epoch 18: train loss 0.5661811861726973 Epoch 18: val loss 0.6280124187469482 Epoch 19: train loss 0.5748396482732561 Epoch 19: val loss 0.6294047236442566 Epoch 20: train loss 0.5778930915726556 Epoch 20: val loss 0.6220576167106628 Epoch 21: train loss 0.5442160136169858 Epoch 21: val loss 0.6229695677757263 Epoch 22: train loss 0.5469625161753761 Epoch 22: val loss 0.6248739361763 Epoch 23: train loss 0.5345213115215302 Epoch 23: val loss 0.6269753575325012 Epoch 24: train loss 0.5361928840478262 Epoch 24: val loss 0.6288992166519165
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7006638712353177 Epoch 0: val loss 0.6848729252815247 Epoch 1: train loss 0.6834311220380995 Epoch 1: val loss 0.6755378842353821 Epoch 2: train loss 0.6595890323321024 Epoch 2: val loss 0.6667295098304749 Epoch 3: train loss 0.6524574557940165 Epoch 3: val loss 0.6591997742652893 Epoch 4: train loss 0.6483889354599847 Epoch 4: val loss 0.6503837704658508 Epoch 5: train loss 0.62000972032547 Epoch 5: val loss 0.6434198021888733 Epoch 6: train loss 0.6194919943809509 Epoch 6: val loss 0.6381206512451172 Epoch 7: train loss 0.6170332630475363 Epoch 7: val loss 0.634585976600647 Epoch 8: train loss 0.5817216469181908 Epoch 8: val loss 0.6310524344444275 Epoch 9: train loss 0.5848809083302816 Epoch 9: val loss 0.6299020648002625 Epoch 10: train loss 0.5742667979664273 Epoch 10: val loss 0.6307318806648254 Epoch 11: train loss 0.573514441649119 Epoch 11: val loss 0.6280062198638916 Epoch 12: train loss 0.5562886827521853 Epoch 12: val loss 0.6295357346534729 Epoch 13: train loss 0.5664111640718248 Epoch 13: val loss 0.6359801292419434 Epoch 14: train loss 0.5408383442295922 Epoch 14: val loss 0.6369173526763916 Epoch 15: train loss 0.556846539179484 Epoch 15: val loss 0.6441742777824402 Epoch 16: train loss 0.5440463026364645 Epoch 16: val loss 0.6400436162948608 Epoch 17: train loss 0.5289354158772362 Epoch 17: val loss 0.6322967410087585 Epoch 18: train loss 0.5290013717280494 Epoch 18: val loss 0.6385117173194885 Epoch 19: train loss 0.5381696224212646 Epoch 19: val loss 0.6422746181488037 Epoch 20: train loss 0.5163940323723687 Epoch 20: val loss 0.6360369324684143 Epoch 21: train loss 0.5369195110268064 Epoch 21: val loss 0.6338608264923096 Epoch 22: train loss 0.5267793734868368 Epoch 22: val loss 0.6318218111991882 Epoch 23: train loss 0.49719006154272294 Epoch 23: val loss 0.6386955380439758 Epoch 24: train loss 0.5106310844421387 Epoch 24: val loss 0.6408609747886658
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.70006838772032 Epoch 0: val loss 0.6710743308067322 Epoch 1: train loss 0.6797559327549405 Epoch 1: val loss 0.6679947376251221 Epoch 2: train loss 0.6683665580219693 Epoch 2: val loss 0.6647363305091858 Epoch 3: train loss 0.6658032801416185 Epoch 3: val loss 0.6647762060165405 Epoch 4: train loss 0.6707348161273532 Epoch 4: val loss 0.66593337059021 Epoch 5: train loss 0.6278071999549866 Epoch 5: val loss 0.6596636176109314 Epoch 6: train loss 0.6340790788332621 Epoch 6: val loss 0.6525259613990784 Epoch 7: train loss 0.6265343493885465 Epoch 7: val loss 0.6481996178627014 Epoch 8: train loss 0.6243816415468851 Epoch 8: val loss 0.6470220685005188 Epoch 9: train loss 0.6136545803811815 Epoch 9: val loss 0.639677882194519 Epoch 10: train loss 0.6110550430085924 Epoch 10: val loss 0.6351588368415833 Epoch 11: train loss 0.5796162486076355 Epoch 11: val loss 0.6327094435691833 Epoch 12: train loss 0.5843970709376864 Epoch 12: val loss 0.632507860660553 Epoch 13: train loss 0.5494699974854788 Epoch 13: val loss 0.6229119896888733 Epoch 14: train loss 0.5584095087316301 Epoch 14: val loss 0.6221601366996765 Epoch 15: train loss 0.5403359631697336 Epoch 15: val loss 0.6255243420600891 Epoch 16: train loss 0.5452710621886783 Epoch 16: val loss 0.6238455176353455 Epoch 17: train loss 0.5384682913621267 Epoch 17: val loss 0.6148448586463928 Epoch 18: train loss 0.5263222919570075 Epoch 18: val loss 0.6132245659828186 Epoch 19: train loss 0.5118959347407023 Epoch 19: val loss 0.6201215982437134 Epoch 20: train loss 0.5316348539458381 Epoch 20: val loss 0.6253724098205566 Epoch 21: train loss 0.5048361486858792 Epoch 21: val loss 0.62724769115448 Epoch 22: train loss 0.5103555156124963 Epoch 22: val loss 0.6301568746566772 Epoch 23: train loss 0.5081436038017273 Epoch 23: val loss 0.6365815997123718 Epoch 24: train loss 0.48820770117971635 Epoch 24: val loss 0.6382432579994202
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6990452541245354 Epoch 0: val loss 0.6753838658332825 Epoch 1: train loss 0.6664780510796441 Epoch 1: val loss 0.6730260252952576 Epoch 2: train loss 0.6658196383052402 Epoch 2: val loss 0.6674007773399353 Epoch 3: train loss 0.651229030556149 Epoch 3: val loss 0.6606515049934387 Epoch 4: train loss 0.6566789680057101 Epoch 4: val loss 0.6550710797309875 Epoch 5: train loss 0.6227509842978584 Epoch 5: val loss 0.6488799452781677 Epoch 6: train loss 0.6166845824983385 Epoch 6: val loss 0.6401476263999939 Epoch 7: train loss 0.5996951195928786 Epoch 7: val loss 0.6345323920249939 Epoch 8: train loss 0.6014337672127618 Epoch 8: val loss 0.632390022277832 Epoch 9: train loss 0.5834981467988756 Epoch 9: val loss 0.6327853202819824 Epoch 10: train loss 0.5896220836374495 Epoch 10: val loss 0.6334345936775208 Epoch 11: train loss 0.5701583193408118 Epoch 11: val loss 0.6371573805809021 Epoch 12: train loss 0.5686762962076399 Epoch 12: val loss 0.6372443437576294 Epoch 13: train loss 0.5533312559127808 Epoch 13: val loss 0.6360470652580261 Epoch 14: train loss 0.5614448653327094 Epoch 14: val loss 0.6404985189437866 Epoch 15: train loss 0.5228703518708547 Epoch 15: val loss 0.64261394739151 Epoch 16: train loss 0.5270166363981035 Epoch 16: val loss 0.6455048322677612 Epoch 17: train loss 0.5192238688468933 Epoch 17: val loss 0.6480540633201599 Epoch 18: train loss 0.5325884587234921 Epoch 18: val loss 0.6458054184913635 Epoch 19: train loss 0.5249764488803016 Epoch 19: val loss 0.6389657258987427 Epoch 20: train loss 0.5028590493732028 Epoch 20: val loss 0.6398575901985168 Epoch 21: train loss 0.5102108319600424 Epoch 21: val loss 0.6439512968063354 Epoch 22: train loss 0.49114232924249435 Epoch 22: val loss 0.6408997178077698 Epoch 23: train loss 0.49155036608378094 Epoch 23: val loss 0.6462125182151794 Epoch 24: train loss 0.4943670829137166 Epoch 24: val loss 0.6433344483375549
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6923741201559702 Epoch 0: val loss 0.6662412881851196 Epoch 1: train loss 0.6815625677506129 Epoch 1: val loss 0.6460973620414734 Epoch 2: train loss 0.659471129377683 Epoch 2: val loss 0.6303123235702515 Epoch 3: train loss 0.656764805316925 Epoch 3: val loss 0.6200187802314758 Epoch 4: train loss 0.6543052494525909 Epoch 4: val loss 0.6084027886390686 Epoch 5: train loss 0.6451177100340525 Epoch 5: val loss 0.6012677550315857 Epoch 6: train loss 0.6319710065921148 Epoch 6: val loss 0.5903100371360779 Epoch 7: train loss 0.6140895187854767 Epoch 7: val loss 0.5772632956504822 Epoch 8: train loss 0.6213380098342896 Epoch 8: val loss 0.5731616616249084 Epoch 9: train loss 0.6063667635122935 Epoch 9: val loss 0.5661234259605408 Epoch 10: train loss 0.5973405092954636 Epoch 10: val loss 0.5625393390655518 Epoch 11: train loss 0.5839634463191032 Epoch 11: val loss 0.5574171543121338 Epoch 12: train loss 0.5853526045878729 Epoch 12: val loss 0.5441730618476868 Epoch 13: train loss 0.58931581924359 Epoch 13: val loss 0.5438827276229858 Epoch 14: train loss 0.5666951537132263 Epoch 14: val loss 0.5316081047058105 Epoch 15: train loss 0.5724645480513573 Epoch 15: val loss 0.5290866494178772 Epoch 16: train loss 0.5614892989397049 Epoch 16: val loss 0.5309734344482422 Epoch 17: train loss 0.55305199076732 Epoch 17: val loss 0.5348392128944397
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6727480617436495 Epoch 0: val loss 0.6728065609931946 Epoch 1: train loss 0.6423922777175903 Epoch 1: val loss 0.6528832912445068 Epoch 2: train loss 0.6257423270832408 Epoch 2: val loss 0.6338048577308655 Epoch 3: train loss 0.6090193011543967 Epoch 3: val loss 0.6212149262428284 Epoch 4: train loss 0.6111952608281915 Epoch 4: val loss 0.6139349937438965 Epoch 5: train loss 0.5924660834399137 Epoch 5: val loss 0.6095376014709473 Epoch 6: train loss 0.5815271681005304 Epoch 6: val loss 0.602694571018219 Epoch 7: train loss 0.5672086152163419 Epoch 7: val loss 0.5941916704177856 Epoch 8: train loss 0.577411559495059 Epoch 8: val loss 0.5974851846694946 Epoch 9: train loss 0.5359368026256561 Epoch 9: val loss 0.5889652371406555 Epoch 10: train loss 0.5665634355761788 Epoch 10: val loss 0.5777257680892944 Epoch 11: train loss 0.536546755920757 Epoch 11: val loss 0.5776207447052002 Epoch 12: train loss 0.5195039862936194 Epoch 12: val loss 0.5702663660049438 Epoch 13: train loss 0.5537774508649652 Epoch 13: val loss 0.5732605457305908 Epoch 14: train loss 0.5168369683352384 Epoch 14: val loss 0.5721996426582336 Epoch 15: train loss 0.5471846948970448 Epoch 15: val loss 0.5747634172439575 Epoch 16: train loss 0.5357989614660089 Epoch 16: val loss 0.5734272599220276 Epoch 17: train loss 0.5127641965042461 Epoch 17: val loss 0.5545739531517029 Epoch 18: train loss 0.5083332061767578 Epoch 18: val loss 0.5508440732955933 Epoch 19: train loss 0.505847229198976 Epoch 19: val loss 0.5615125298500061 Epoch 20: train loss 0.48945743387395685 Epoch 20: val loss 0.5717464685440063 Epoch 21: train loss 0.512872500853105 Epoch 21: val loss 0.5648573637008667 Epoch 22: train loss 0.5000116418708455 Epoch 22: val loss 0.5671024322509766 Epoch 23: train loss 0.48807924444025214 Epoch 23: val loss 0.5562582015991211 Epoch 24: train loss 0.4671762992035259 Epoch 24: val loss 0.553074300289154
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6817793033339761 Epoch 0: val loss 0.6743900179862976 Epoch 1: train loss 0.6715372475710782 Epoch 1: val loss 0.6547064185142517 Epoch 2: train loss 0.6571670499714938 Epoch 2: val loss 0.6372069120407104 Epoch 3: train loss 0.6296093626455828 Epoch 3: val loss 0.62645423412323 Epoch 4: train loss 0.6402120210907676 Epoch 4: val loss 0.6175727844238281 Epoch 5: train loss 0.6141018921678717 Epoch 5: val loss 0.6154377460479736 Epoch 6: train loss 0.5923784158446572 Epoch 6: val loss 0.6102722883224487 Epoch 7: train loss 0.5829707438295538 Epoch 7: val loss 0.6072099804878235 Epoch 8: train loss 0.5675300468098033 Epoch 8: val loss 0.6008604168891907 Epoch 9: train loss 0.5563569502397017 Epoch 9: val loss 0.5955845713615417 Epoch 10: train loss 0.5611471885984595 Epoch 10: val loss 0.5957303047180176 Epoch 11: train loss 0.572886737910184 Epoch 11: val loss 0.5900254249572754 Epoch 12: train loss 0.5484018759293989 Epoch 12: val loss 0.5855870246887207 Epoch 13: train loss 0.49787372621622955 Epoch 13: val loss 0.5853140950202942 Epoch 14: train loss 0.5257580849257383 Epoch 14: val loss 0.5835922956466675 Epoch 15: train loss 0.5380408520048315 Epoch 15: val loss 0.5759466886520386 Epoch 16: train loss 0.5191917798735879 Epoch 16: val loss 0.5725190043449402 Epoch 17: train loss 0.5012554065747694 Epoch 17: val loss 0.5766562223434448 Epoch 18: train loss 0.5242243138226595 Epoch 18: val loss 0.5569233894348145 Epoch 19: train loss 0.4968849095431241 Epoch 19: val loss 0.548104465007782 Epoch 20: train loss 0.5099496760151603 Epoch 20: val loss 0.562957227230072 Epoch 21: train loss 0.5078636489131234 Epoch 21: val loss 0.5798683762550354 Epoch 22: train loss 0.4914429404518821 Epoch 22: val loss 0.5575535297393799 Epoch 23: train loss 0.5096388161182404 Epoch 23: val loss 0.5614299774169922 Epoch 24: train loss 0.4604152901606126 Epoch 24: val loss 0.563625693321228
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6933718269521539 Epoch 0: val loss 0.6832128167152405 Epoch 1: train loss 0.6721689267591997 Epoch 1: val loss 0.6686125993728638 Epoch 2: train loss 0.6544727141206915 Epoch 2: val loss 0.6538278460502625 Epoch 3: train loss 0.6331890442154624 Epoch 3: val loss 0.6390447020530701 Epoch 4: train loss 0.6369929313659668 Epoch 4: val loss 0.6236473321914673 Epoch 5: train loss 0.6114196452227506 Epoch 5: val loss 0.6124085783958435 Epoch 6: train loss 0.6083855574781244 Epoch 6: val loss 0.6052558422088623 Epoch 7: train loss 0.5700998468832537 Epoch 7: val loss 0.6050174236297607 Epoch 8: train loss 0.5622731393033807 Epoch 8: val loss 0.605696439743042 Epoch 9: train loss 0.5546781529079784 Epoch 9: val loss 0.6055555939674377 Epoch 10: train loss 0.5407286015423861 Epoch 10: val loss 0.613858163356781 Epoch 11: train loss 0.550765032118017 Epoch 11: val loss 0.6108929514884949 Epoch 12: train loss 0.5419916781512174 Epoch 12: val loss 0.6157362461090088 Epoch 13: train loss 0.5102476884018291 Epoch 13: val loss 0.6159631013870239 Epoch 14: train loss 0.523747059431943 Epoch 14: val loss 0.6154550313949585 Epoch 15: train loss 0.5256295746023004 Epoch 15: val loss 0.6116886734962463 Epoch 16: train loss 0.4994622983715751 Epoch 16: val loss 0.6124963164329529 Epoch 17: train loss 0.5015985315496271 Epoch 17: val loss 0.6148630976676941 Epoch 18: train loss 0.4899533580649983 Epoch 18: val loss 0.613639771938324 Epoch 19: train loss 0.4881393421779979 Epoch 19: val loss 0.6146010756492615 Epoch 20: train loss 0.47654700821096246 Epoch 20: val loss 0.6157756447792053 Epoch 21: train loss 0.48188503222032025 Epoch 21: val loss 0.6171514391899109 Epoch 22: train loss 0.5067685327746652 Epoch 22: val loss 0.6213511824607849 Epoch 23: train loss 0.4759788079695268 Epoch 23: val loss 0.6279298067092896 Epoch 24: train loss 0.4418143250725486 Epoch 24: val loss 0.6311607360839844
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697588790546764 Epoch 0: val loss 0.6761763095855713 Epoch 1: train loss 0.6658608967607672 Epoch 1: val loss 0.6563859581947327 Epoch 2: train loss 0.650278319012035 Epoch 2: val loss 0.6400328874588013 Epoch 3: train loss 0.6246332038532604 Epoch 3: val loss 0.6216458678245544 Epoch 4: train loss 0.6295921910892833 Epoch 4: val loss 0.6059263348579407 Epoch 5: train loss 0.6094907251271334 Epoch 5: val loss 0.5922038555145264 Epoch 6: train loss 0.6149252598935907 Epoch 6: val loss 0.5853463411331177 Epoch 7: train loss 0.589388909665021 Epoch 7: val loss 0.5784373879432678 Epoch 8: train loss 0.5947951484810222 Epoch 8: val loss 0.57463139295578 Epoch 9: train loss 0.5658953894268383 Epoch 9: val loss 0.5747474431991577 Epoch 10: train loss 0.5655003217133608 Epoch 10: val loss 0.5751553177833557 Epoch 11: train loss 0.574704110622406 Epoch 11: val loss 0.5734425783157349 Epoch 12: train loss 0.5798219415274534 Epoch 12: val loss 0.5724615454673767 Epoch 13: train loss 0.5409176593477075 Epoch 13: val loss 0.5728471875190735 Epoch 14: train loss 0.5449621785770763 Epoch 14: val loss 0.5744948387145996 Epoch 15: train loss 0.5536425411701202 Epoch 15: val loss 0.5732089281082153 Epoch 16: train loss 0.5300033011219718 Epoch 16: val loss 0.568942129611969 Epoch 17: train loss 0.5195652977986769 Epoch 17: val loss 0.5670697689056396 Epoch 18: train loss 0.5334294059059836 Epoch 18: val loss 0.5645166635513306 Epoch 19: train loss 0.5198615464297208 Epoch 19: val loss 0.5676355957984924 Epoch 20: train loss 0.5404072376814756 Epoch 20: val loss 0.571998655796051 Epoch 21: train loss 0.496074378490448 Epoch 21: val loss 0.5700718760490417 Epoch 22: train loss 0.5481982962651686 Epoch 22: val loss 0.5752015709877014 Epoch 23: train loss 0.5074487165971235 Epoch 23: val loss 0.5660840272903442 Epoch 24: train loss 0.5173044015060771 Epoch 24: val loss 0.5730424523353577
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6849351908479419 Epoch 0: val loss 0.6882887482643127 Epoch 1: train loss 0.6646443605422974 Epoch 1: val loss 0.6679002046585083 Epoch 2: train loss 0.6300732280526843 Epoch 2: val loss 0.6643849015235901 Epoch 3: train loss 0.6063072298254285 Epoch 3: val loss 0.6460700631141663 Epoch 4: train loss 0.6012775983129229 Epoch 4: val loss 0.6503163576126099 Epoch 5: train loss 0.579677939414978 Epoch 5: val loss 0.6551340818405151 Epoch 6: train loss 0.5821821817329952 Epoch 6: val loss 0.6490282416343689 Epoch 7: train loss 0.5607406092541558 Epoch 7: val loss 0.6553817987442017 Epoch 8: train loss 0.5546452615942273 Epoch 8: val loss 0.6412323713302612 Epoch 9: train loss 0.5488545660461698 Epoch 9: val loss 0.66854327917099 Epoch 10: train loss 0.5429282827036721 Epoch 10: val loss 0.6280425786972046 Epoch 11: train loss 0.5383869388273784 Epoch 11: val loss 0.6372469067573547 Epoch 12: train loss 0.5274914864982877 Epoch 12: val loss 0.6533594131469727 Epoch 13: train loss 0.5270908517496926 Epoch 13: val loss 0.6375320553779602 Epoch 14: train loss 0.5273804387875966 Epoch 14: val loss 0.6585716009140015 Epoch 15: train loss 0.5286685100623539 Epoch 15: val loss 0.6357302069664001 Epoch 16: train loss 0.5207920755658831 Epoch 16: val loss 0.645531177520752
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6841004888216654 Epoch 0: val loss 0.6887620091438293 Epoch 1: train loss 0.6627004875077142 Epoch 1: val loss 0.6861900091171265 Epoch 2: train loss 0.6581335398885939 Epoch 2: val loss 0.6875612735748291 Epoch 3: train loss 0.6511973937352499 Epoch 3: val loss 0.6913273334503174 Epoch 4: train loss 0.6380476488007439 Epoch 4: val loss 0.6957388520240784 Epoch 5: train loss 0.6344216664632162 Epoch 5: val loss 0.697746217250824 Epoch 6: train loss 0.626831849416097 Epoch 6: val loss 0.6992899179458618 Epoch 7: train loss 0.6272855665948656 Epoch 7: val loss 0.6992189288139343 Epoch 8: train loss 0.6200375954310099 Epoch 8: val loss 0.70258629322052 Epoch 9: train loss 0.6164131098323398 Epoch 9: val loss 0.6968448758125305 Epoch 10: train loss 0.6158108247650994 Epoch 10: val loss 0.6994708776473999 Epoch 11: train loss 0.5929830140537686 Epoch 11: val loss 0.6996703147888184 Epoch 12: train loss 0.5779681238863204 Epoch 12: val loss 0.698898196220398 Epoch 13: train loss 0.5617943008740743 Epoch 13: val loss 0.700130045413971 Epoch 14: train loss 0.5615919894642301 Epoch 14: val loss 0.6914075613021851 Epoch 15: train loss 0.5665352543195089 Epoch 15: val loss 0.6944416761398315 Epoch 16: train loss 0.5713448822498322 Epoch 16: val loss 0.680647075176239 Epoch 17: train loss 0.5538080930709839 Epoch 17: val loss 0.6771863102912903 Epoch 18: train loss 0.548306342628267 Epoch 18: val loss 0.6754007339477539 Epoch 19: train loss 0.5548293888568878 Epoch 19: val loss 0.6927698850631714 Epoch 20: train loss 0.542092482248942 Epoch 20: val loss 0.6941190361976624 Epoch 21: train loss 0.5297157863775889 Epoch 21: val loss 0.6903135776519775 Epoch 22: train loss 0.5187564591566721 Epoch 22: val loss 0.682472288608551 Epoch 23: train loss 0.5297625329759386 Epoch 23: val loss 0.6872439384460449 Epoch 24: train loss 0.5225633382797241 Epoch 24: val loss 0.6808037757873535
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021825644705031 Epoch 0: val loss 0.6921142935752869 Epoch 1: train loss 0.6800972090827094 Epoch 1: val loss 0.6908709406852722 Epoch 2: train loss 0.6702721383836534 Epoch 2: val loss 0.6804437637329102 Epoch 3: train loss 0.6444306174914042 Epoch 3: val loss 0.6724665760993958 Epoch 4: train loss 0.6495491796069675 Epoch 4: val loss 0.6718852519989014 Epoch 5: train loss 0.6477571593390571 Epoch 5: val loss 0.6607264876365662 Epoch 6: train loss 0.6200370954142677 Epoch 6: val loss 0.6574281454086304 Epoch 7: train loss 0.6347655057907104 Epoch 7: val loss 0.6542538404464722 Epoch 8: train loss 0.6136037177509732 Epoch 8: val loss 0.6613817811012268 Epoch 9: train loss 0.6120980713102553 Epoch 9: val loss 0.6609045267105103 Epoch 10: train loss 0.6059270832273695 Epoch 10: val loss 0.6539844274520874 Epoch 11: train loss 0.5946666465865241 Epoch 11: val loss 0.6351940035820007 Epoch 12: train loss 0.5961723393864102 Epoch 12: val loss 0.6374079585075378 Epoch 13: train loss 0.6039946476618449 Epoch 13: val loss 0.6373893618583679 Epoch 14: train loss 0.6043316622575124 Epoch 14: val loss 0.6319156885147095 Epoch 15: train loss 0.5662155515617795 Epoch 15: val loss 0.6374471783638 Epoch 16: train loss 0.5726505716641744 Epoch 16: val loss 0.6316190958023071 Epoch 17: train loss 0.568548321723938 Epoch 17: val loss 0.6250581741333008 Epoch 18: train loss 0.5537061856852638 Epoch 18: val loss 0.633241593837738 Epoch 19: train loss 0.5711463292439779 Epoch 19: val loss 0.6408109068870544 Epoch 20: train loss 0.5630902780426873 Epoch 20: val loss 0.6335678696632385 Epoch 21: train loss 0.5941451887289683 Epoch 21: val loss 0.6378539800643921 Epoch 22: train loss 0.5758021738794115 Epoch 22: val loss 0.6363038420677185 Epoch 23: train loss 0.5548762546645271 Epoch 23: val loss 0.6283439993858337 Epoch 24: train loss 0.5557817121346792 Epoch 24: val loss 0.6309738755226135
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7039843797683716 Epoch 0: val loss 0.7124356031417847 Epoch 1: train loss 0.6744010051091512 Epoch 1: val loss 0.6951514482498169 Epoch 2: train loss 0.6507896648512946 Epoch 2: val loss 0.6861348748207092 Epoch 3: train loss 0.6552021635903252 Epoch 3: val loss 0.6780470013618469 Epoch 4: train loss 0.6541169020864699 Epoch 4: val loss 0.6816593408584595 Epoch 5: train loss 0.6472979651557075 Epoch 5: val loss 0.6974179744720459 Epoch 6: train loss 0.6166484091016982 Epoch 6: val loss 0.6918185949325562 Epoch 7: train loss 0.6064149936040243 Epoch 7: val loss 0.6809109449386597 Epoch 8: train loss 0.6261217395464579 Epoch 8: val loss 0.67608243227005 Epoch 9: train loss 0.6085512836774191 Epoch 9: val loss 0.6633102297782898 Epoch 10: train loss 0.6032813588778178 Epoch 10: val loss 0.6706213355064392 Epoch 11: train loss 0.6230166421996223 Epoch 11: val loss 0.6786683797836304 Epoch 12: train loss 0.5844282110532125 Epoch 12: val loss 0.6766631603240967 Epoch 13: train loss 0.5764604873127408 Epoch 13: val loss 0.6674205660820007 Epoch 14: train loss 0.5707437992095947 Epoch 14: val loss 0.6619590520858765 Epoch 15: train loss 0.5850444965892367 Epoch 15: val loss 0.6732648015022278 Epoch 16: train loss 0.5616313881344266 Epoch 16: val loss 0.6793878078460693 Epoch 17: train loss 0.5575169523557028 Epoch 17: val loss 0.65202397108078 Epoch 18: train loss 0.5611182318793403 Epoch 18: val loss 0.6562259793281555 Epoch 19: train loss 0.5498989025751749 Epoch 19: val loss 0.6515729427337646 Epoch 20: train loss 0.540522211127811 Epoch 20: val loss 0.6669232845306396 Epoch 21: train loss 0.5392171343167623 Epoch 21: val loss 0.6459397673606873 Epoch 22: train loss 0.5329898728264703 Epoch 22: val loss 0.6462736129760742 Epoch 23: train loss 0.5320510864257812 Epoch 23: val loss 0.6582043766975403 Epoch 24: train loss 0.5162217385239072 Epoch 24: val loss 0.6887146830558777
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6916684375868903 Epoch 0: val loss 0.7035685181617737 Epoch 1: train loss 0.656114935874939 Epoch 1: val loss 0.7005982398986816 Epoch 2: train loss 0.6459657814767625 Epoch 2: val loss 0.705123782157898 Epoch 3: train loss 0.6394901010725234 Epoch 3: val loss 0.7106982469558716 Epoch 4: train loss 0.6290933556026883 Epoch 4: val loss 0.7146446108818054 Epoch 5: train loss 0.5954569346374936 Epoch 5: val loss 0.7248252034187317 Epoch 6: train loss 0.5936170882648892 Epoch 6: val loss 0.7355766892433167 Epoch 7: train loss 0.5877952310774062 Epoch 7: val loss 0.7464145421981812 Epoch 8: train loss 0.583786172999276 Epoch 8: val loss 0.7509750127792358 Epoch 9: train loss 0.6008672515551249 Epoch 9: val loss 0.7560388445854187 Epoch 10: train loss 0.5793147484461466 Epoch 10: val loss 0.7528790235519409 Epoch 11: train loss 0.5550888280073801 Epoch 11: val loss 0.7592489719390869 Epoch 12: train loss 0.5517902539836036 Epoch 12: val loss 0.7666280269622803 Epoch 13: train loss 0.524544295337465 Epoch 13: val loss 0.7862797975540161 Epoch 14: train loss 0.5313018692864312 Epoch 14: val loss 0.7971839904785156 Epoch 15: train loss 0.5017782052357992 Epoch 15: val loss 0.8128172159194946 Epoch 16: train loss 0.5354447927739885 Epoch 16: val loss 0.8274556398391724 Epoch 17: train loss 0.46420056621233624 Epoch 17: val loss 0.8293250799179077 Epoch 18: train loss 0.4741986062791612 Epoch 18: val loss 0.8333619236946106 Epoch 19: train loss 0.4968971610069275 Epoch 19: val loss 0.8560757040977478 Epoch 20: train loss 0.4913015796078576 Epoch 20: val loss 0.8710700869560242 Epoch 21: train loss 0.474347237083647 Epoch 21: val loss 0.8632583618164062 Epoch 22: train loss 0.47620873981051975 Epoch 22: val loss 0.8612911701202393 Epoch 23: train loss 0.47552986608611214 Epoch 23: val loss 0.8708205223083496 Epoch 24: train loss 0.45965571535958183 Epoch 24: val loss 0.8637938499450684
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002858370542526 Epoch 0: val loss 0.6682939529418945 Epoch 1: train loss 0.6723098258177439 Epoch 1: val loss 0.652832567691803 Epoch 2: train loss 0.6573207924763361 Epoch 2: val loss 0.6467058658599854 Epoch 3: train loss 0.6311732530593872 Epoch 3: val loss 0.6368367671966553 Epoch 4: train loss 0.6248578131198883 Epoch 4: val loss 0.6352016925811768 Epoch 5: train loss 0.6188067644834518 Epoch 5: val loss 0.6317523717880249 Epoch 6: train loss 0.6114202116926511 Epoch 6: val loss 0.6309634447097778 Epoch 7: train loss 0.6269663025935491 Epoch 7: val loss 0.6252433657646179 Epoch 8: train loss 0.6092503666877747 Epoch 8: val loss 0.623623251914978 Epoch 9: train loss 0.6050910403331121 Epoch 9: val loss 0.635769784450531 Epoch 10: train loss 0.5978507647911707 Epoch 10: val loss 0.6283892393112183 Epoch 11: train loss 0.5951356738805771 Epoch 11: val loss 0.6308580040931702 Epoch 12: train loss 0.5928760742147764 Epoch 12: val loss 0.6269167065620422 Epoch 13: train loss 0.5750537390510241 Epoch 13: val loss 0.6252110004425049 Epoch 14: train loss 0.5797891765832901 Epoch 14: val loss 0.6270391941070557 Epoch 15: train loss 0.5765681937336922 Epoch 15: val loss 0.6337937116622925 Epoch 16: train loss 0.5689565787712733 Epoch 16: val loss 0.6348674893379211 Epoch 17: train loss 0.5576068659623464 Epoch 17: val loss 0.6335873603820801 Epoch 18: train loss 0.5602085491021475 Epoch 18: val loss 0.6238146424293518 Epoch 19: train loss 0.5425710628430048 Epoch 19: val loss 0.6347159743309021 Epoch 20: train loss 0.5160014852881432 Epoch 20: val loss 0.6181338429450989 Epoch 21: train loss 0.535051425298055 Epoch 21: val loss 0.6401139497756958 Epoch 22: train loss 0.5084140375256538 Epoch 22: val loss 0.6472137570381165 Epoch 23: train loss 0.5367912401755651 Epoch 23: val loss 0.6378981471061707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6610518753528595 Epoch 0: val loss 0.6318930983543396 Epoch 1: train loss 0.6321453630924225 Epoch 1: val loss 0.6062725782394409 Epoch 2: train loss 0.5975812256336213 Epoch 2: val loss 0.5760735869407654 Epoch 3: train loss 0.5236476272344589 Epoch 3: val loss 0.5428358316421509 Epoch 4: train loss 0.5016201287508011 Epoch 4: val loss 0.5161651968955994 Epoch 5: train loss 0.4756368726491928 Epoch 5: val loss 0.5000130534172058 Epoch 6: train loss 0.4658340483903885 Epoch 6: val loss 0.4829593598842621 Epoch 7: train loss 0.42168927788734434 Epoch 7: val loss 0.47563499212265015 Epoch 8: train loss 0.40417995750904084 Epoch 8: val loss 0.47576990723609924 Epoch 9: train loss 0.4406829208135605 Epoch 9: val loss 0.4768325686454773 Epoch 10: train loss 0.38091992437839506 Epoch 10: val loss 0.47337210178375244 Epoch 11: train loss 0.38546098619699476 Epoch 11: val loss 0.47333505749702454 Epoch 12: train loss 0.3802879214286804 Epoch 12: val loss 0.4691592752933502 Epoch 13: train loss 0.35327946990728376 Epoch 13: val loss 0.4701002538204193 Epoch 14: train loss 0.4048156276345253 Epoch 14: val loss 0.46258291602134705 Epoch 15: train loss 0.35934405475854875 Epoch 15: val loss 0.45858511328697205 Epoch 16: train loss 0.4509793892502785 Epoch 16: val loss 0.4555104374885559 Epoch 17: train loss 0.3755785971879959 Epoch 17: val loss 0.4560298025608063 Epoch 18: train loss 0.36140754967927935 Epoch 18: val loss 0.4488200843334198 Epoch 19: train loss 0.3817991614341736 Epoch 19: val loss 0.44900864362716675 Epoch 20: train loss 0.35371120274066925 Epoch 20: val loss 0.4513530433177948 Epoch 21: train loss 0.4292794972658157 Epoch 21: val loss 0.4559846520423889 Epoch 22: train loss 0.38343329429626466 Epoch 22: val loss 0.4562072455883026 Epoch 23: train loss 0.3741394281387329 Epoch 23: val loss 0.4526631534099579 Epoch 24: train loss 0.3525870442390442 Epoch 24: val loss 0.4576186239719391
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.695801991224289 Epoch 0: val loss 0.6475515365600586 Epoch 1: train loss 0.613108879327774 Epoch 1: val loss 0.602676510810852 Epoch 2: train loss 0.5601396799087525 Epoch 2: val loss 0.5533985495567322 Epoch 3: train loss 0.5423006683588028 Epoch 3: val loss 0.5129425525665283 Epoch 4: train loss 0.47758103907108307 Epoch 4: val loss 0.494449645280838 Epoch 5: train loss 0.4999072790145874 Epoch 5: val loss 0.4718305766582489 Epoch 6: train loss 0.4738346070051193 Epoch 6: val loss 0.4501182436943054 Epoch 7: train loss 0.4177912980318069 Epoch 7: val loss 0.45729056000709534 Epoch 8: train loss 0.45123374164104463 Epoch 8: val loss 0.4857560694217682 Epoch 9: train loss 0.4219867348670959 Epoch 9: val loss 0.4855267405509949 Epoch 10: train loss 0.3806035190820694 Epoch 10: val loss 0.4666600823402405 Epoch 11: train loss 0.3785876452922821 Epoch 11: val loss 0.46522608399391174 Epoch 12: train loss 0.3789414450526237 Epoch 12: val loss 0.46571218967437744 Epoch 13: train loss 0.4005826458334923 Epoch 13: val loss 0.4711475074291229 Epoch 14: train loss 0.34372078627347946 Epoch 14: val loss 0.4627741873264313 Epoch 15: train loss 0.36975394040346143 Epoch 15: val loss 0.4689527153968811 Epoch 16: train loss 0.347493839263916 Epoch 16: val loss 0.48815473914146423 Epoch 17: train loss 0.40953368693590164 Epoch 17: val loss 0.4856492280960083 Epoch 18: train loss 0.36009290665388105 Epoch 18: val loss 0.4829261898994446 Epoch 19: train loss 0.3510333031415939 Epoch 19: val loss 0.5024930834770203 Epoch 20: train loss 0.3257384091615677 Epoch 20: val loss 0.5118479132652283 Epoch 21: train loss 0.38254564106464384 Epoch 21: val loss 0.5175192952156067 Epoch 22: train loss 0.3255752593278885 Epoch 22: val loss 0.5009495615959167 Epoch 23: train loss 0.3208797723054886 Epoch 23: val loss 0.5005624890327454 Epoch 24: train loss 0.39401321262121203 Epoch 24: val loss 0.5190520286560059
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6882865309715271 Epoch 0: val loss 0.6427321434020996 Epoch 1: train loss 0.635764342546463 Epoch 1: val loss 0.6130002737045288 Epoch 2: train loss 0.5945650458335876 Epoch 2: val loss 0.5697119235992432 Epoch 3: train loss 0.6094586670398712 Epoch 3: val loss 0.5302355885505676 Epoch 4: train loss 0.5075888335704803 Epoch 4: val loss 0.5265626907348633 Epoch 5: train loss 0.4853299051523209 Epoch 5: val loss 0.5016891360282898 Epoch 6: train loss 0.46941415071487425 Epoch 6: val loss 0.4846472144126892 Epoch 7: train loss 0.4542879581451416 Epoch 7: val loss 0.4521562159061432 Epoch 8: train loss 0.42335489094257356 Epoch 8: val loss 0.4463387429714203 Epoch 9: train loss 0.419294998049736 Epoch 9: val loss 0.456403523683548 Epoch 10: train loss 0.42668152451515196 Epoch 10: val loss 0.4308302700519562 Epoch 11: train loss 0.44492374658584594 Epoch 11: val loss 0.4307003319263458 Epoch 12: train loss 0.4322515964508057 Epoch 12: val loss 0.45702168345451355 Epoch 13: train loss 0.4404216021299362 Epoch 13: val loss 0.4414515197277069 Epoch 14: train loss 0.38673484325408936 Epoch 14: val loss 0.43694448471069336 Epoch 15: train loss 0.38472914695739746 Epoch 15: val loss 0.42618101835250854 Epoch 16: train loss 0.3908387392759323 Epoch 16: val loss 0.43904703855514526 Epoch 17: train loss 0.3738486722111702 Epoch 17: val loss 0.43334004282951355 Epoch 18: train loss 0.36883892565965654 Epoch 18: val loss 0.4267137944698334 Epoch 19: train loss 0.40218656659126284 Epoch 19: val loss 0.4379904866218567 Epoch 20: train loss 0.3664632722735405 Epoch 20: val loss 0.4486725926399231 Epoch 21: train loss 0.38452610969543455 Epoch 21: val loss 0.4370320439338684 Epoch 22: train loss 0.3761255145072937 Epoch 22: val loss 0.44038012623786926 Epoch 23: train loss 0.35056122541427615 Epoch 23: val loss 0.44980114698410034 Epoch 24: train loss 0.3774653494358063 Epoch 24: val loss 0.4451804459095001
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7118861436843872 Epoch 0: val loss 0.6750023365020752 Epoch 1: train loss 0.6539113581180572 Epoch 1: val loss 0.645269513130188 Epoch 2: train loss 0.6288982689380646 Epoch 2: val loss 0.6124570369720459 Epoch 3: train loss 0.5882780969142913 Epoch 3: val loss 0.5803128480911255 Epoch 4: train loss 0.5614036500453949 Epoch 4: val loss 0.5491716265678406 Epoch 5: train loss 0.5372636646032334 Epoch 5: val loss 0.5127395391464233 Epoch 6: train loss 0.4844009608030319 Epoch 6: val loss 0.4831673502922058 Epoch 7: train loss 0.5009904950857162 Epoch 7: val loss 0.4640352725982666 Epoch 8: train loss 0.4397069841623306 Epoch 8: val loss 0.4490146338939667 Epoch 9: train loss 0.427482995390892 Epoch 9: val loss 0.4458829462528229 Epoch 10: train loss 0.4439848452806473 Epoch 10: val loss 0.4449957311153412 Epoch 11: train loss 0.43475693464279175 Epoch 11: val loss 0.43840208649635315 Epoch 12: train loss 0.45571031272411344 Epoch 12: val loss 0.43760445713996887 Epoch 13: train loss 0.3956999577581882 Epoch 13: val loss 0.43753814697265625 Epoch 14: train loss 0.3955673187971115 Epoch 14: val loss 0.42524731159210205 Epoch 15: train loss 0.3685901015996933 Epoch 15: val loss 0.4262188673019409 Epoch 16: train loss 0.3949601978063583 Epoch 16: val loss 0.43099603056907654 Epoch 17: train loss 0.3746755301952362 Epoch 17: val loss 0.4307645559310913 Epoch 18: train loss 0.38838395923376084 Epoch 18: val loss 0.42847493290901184 Epoch 19: train loss 0.38537126034498215 Epoch 19: val loss 0.42863550782203674 Epoch 20: train loss 0.4179098606109619 Epoch 20: val loss 0.42889404296875 Epoch 21: train loss 0.36078035831451416 Epoch 21: val loss 0.4427435100078583 Epoch 22: train loss 0.3767228379845619 Epoch 22: val loss 0.4289415180683136 Epoch 23: train loss 0.3733660399913788 Epoch 23: val loss 0.42698705196380615 Epoch 24: train loss 0.4230627238750458 Epoch 24: val loss 0.4325638711452484
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903089972642752 Epoch 0: val loss 0.6285545825958252 Epoch 1: train loss 0.5884275023753827 Epoch 1: val loss 0.5505785942077637 Epoch 2: train loss 0.5039390165072221 Epoch 2: val loss 0.4842742681503296 Epoch 3: train loss 0.4558385071846155 Epoch 3: val loss 0.44986554980278015 Epoch 4: train loss 0.44289081486371845 Epoch 4: val loss 0.43680834770202637 Epoch 5: train loss 0.4231349929020955 Epoch 5: val loss 0.4266729950904846 Epoch 6: train loss 0.4155015658873778 Epoch 6: val loss 0.43356579542160034 Epoch 7: train loss 0.4179875048307272 Epoch 7: val loss 0.44109460711479187 Epoch 8: train loss 0.41141135875995344 Epoch 8: val loss 0.4370332956314087 Epoch 9: train loss 0.3941612129028027 Epoch 9: val loss 0.43463632464408875 Epoch 10: train loss 0.4345346586062358 Epoch 10: val loss 0.44676512479782104 Epoch 11: train loss 0.4118373990058899 Epoch 11: val loss 0.4486920237541199 Epoch 12: train loss 0.39130681638534254 Epoch 12: val loss 0.45714884996414185
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6892864324829795 Epoch 0: val loss 0.6992554068565369 Epoch 1: train loss 0.6654338782483881 Epoch 1: val loss 0.6823698878288269 Epoch 2: train loss 0.662672373381528 Epoch 2: val loss 0.6684076189994812 Epoch 3: train loss 0.6436671289530668 Epoch 3: val loss 0.6609125733375549 Epoch 4: train loss 0.6337206905538385 Epoch 4: val loss 0.650456964969635 Epoch 5: train loss 0.6294356042688544 Epoch 5: val loss 0.6455032825469971 Epoch 6: train loss 0.6320745944976807 Epoch 6: val loss 0.6497312188148499 Epoch 7: train loss 0.6203489953821356 Epoch 7: val loss 0.6502701044082642 Epoch 8: train loss 0.6059969771992076 Epoch 8: val loss 0.6457393765449524 Epoch 9: train loss 0.603122965856032 Epoch 9: val loss 0.6430352926254272 Epoch 10: train loss 0.6002557196400382 Epoch 10: val loss 0.6429034471511841 Epoch 11: train loss 0.5947268605232239 Epoch 11: val loss 0.6423561573028564 Epoch 12: train loss 0.602927955714139 Epoch 12: val loss 0.6395840048789978 Epoch 13: train loss 0.5965013666586443 Epoch 13: val loss 0.641792893409729 Epoch 14: train loss 0.6030704433267767 Epoch 14: val loss 0.6436614990234375 Epoch 15: train loss 0.5822821665893901 Epoch 15: val loss 0.6411501169204712 Epoch 16: train loss 0.5905684964223341 Epoch 16: val loss 0.6413934230804443 Epoch 17: train loss 0.5636202259497209 Epoch 17: val loss 0.6437042951583862 Epoch 18: train loss 0.5706198811531067 Epoch 18: val loss 0.6394744515419006 Epoch 19: train loss 0.5691895213994113 Epoch 19: val loss 0.6383947730064392 Epoch 20: train loss 0.552517446604642 Epoch 20: val loss 0.6401943564414978 Epoch 21: train loss 0.5418726639314131 Epoch 21: val loss 0.6499472856521606 Epoch 22: train loss 0.5423705902966586 Epoch 22: val loss 0.6472169756889343 Epoch 23: train loss 0.5393622382120653 Epoch 23: val loss 0.6479827761650085 Epoch 24: train loss 0.521001932295886 Epoch 24: val loss 0.6462201476097107
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973810954527422 Epoch 0: val loss 0.6802774667739868 Epoch 1: train loss 0.6670922040939331 Epoch 1: val loss 0.6643481850624084 Epoch 2: train loss 0.6544278751720082 Epoch 2: val loss 0.6537197232246399 Epoch 3: train loss 0.6363066380674188 Epoch 3: val loss 0.6425548791885376 Epoch 4: train loss 0.6372713284059004 Epoch 4: val loss 0.6358622908592224 Epoch 5: train loss 0.6129701408472928 Epoch 5: val loss 0.6215627193450928 Epoch 6: train loss 0.5968752693046223 Epoch 6: val loss 0.6112334728240967 Epoch 7: train loss 0.5906777110966769 Epoch 7: val loss 0.6048535108566284 Epoch 8: train loss 0.5689294690435583 Epoch 8: val loss 0.5975756645202637 Epoch 9: train loss 0.5665808320045471 Epoch 9: val loss 0.6018291711807251 Epoch 10: train loss 0.5684656446630304 Epoch 10: val loss 0.5952613949775696 Epoch 11: train loss 0.5466668036851016 Epoch 11: val loss 0.5951062440872192 Epoch 12: train loss 0.53542344678532 Epoch 12: val loss 0.5898331999778748 Epoch 13: train loss 0.5215233970772136 Epoch 13: val loss 0.5932077765464783 Epoch 14: train loss 0.5463251254775308 Epoch 14: val loss 0.5922198295593262 Epoch 15: train loss 0.5338177003643729 Epoch 15: val loss 0.5949540734291077 Epoch 16: train loss 0.52520198171789 Epoch 16: val loss 0.5911977291107178 Epoch 17: train loss 0.5063638849691912 Epoch 17: val loss 0.5948582887649536 Epoch 18: train loss 0.4898006292906674 Epoch 18: val loss 0.5920944809913635 Epoch 19: train loss 0.49566473202271893 Epoch 19: val loss 0.6012679934501648 Epoch 20: train loss 0.4879514141516252 Epoch 20: val loss 0.5931912064552307 Epoch 21: train loss 0.4862673282623291 Epoch 21: val loss 0.5943207144737244 Epoch 22: train loss 0.4955675547773188 Epoch 22: val loss 0.6114693880081177 Epoch 23: train loss 0.4715774357318878 Epoch 23: val loss 0.5926225185394287 Epoch 24: train loss 0.4780656776644967 Epoch 24: val loss 0.6002658605575562
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6802220994775946 Epoch 0: val loss 0.6893410682678223 Epoch 1: train loss 0.6791276173158125 Epoch 1: val loss 0.68058842420578 Epoch 2: train loss 0.650709173896096 Epoch 2: val loss 0.6740830540657043 Epoch 3: train loss 0.6441333510658958 Epoch 3: val loss 0.6728941798210144 Epoch 4: train loss 0.628956908529455 Epoch 4: val loss 0.6716508269309998 Epoch 5: train loss 0.6183561032468622 Epoch 5: val loss 0.6680274605751038 Epoch 6: train loss 0.6000083955851468 Epoch 6: val loss 0.6697402596473694 Epoch 7: train loss 0.6078038161451166 Epoch 7: val loss 0.6600172519683838 Epoch 8: train loss 0.6008282141251997 Epoch 8: val loss 0.6538587212562561 Epoch 9: train loss 0.5951621532440186 Epoch 9: val loss 0.6559963226318359 Epoch 10: train loss 0.5798352794213728 Epoch 10: val loss 0.6481077075004578 Epoch 11: train loss 0.5700330056927421 Epoch 11: val loss 0.6410885453224182 Epoch 12: train loss 0.5665685751221397 Epoch 12: val loss 0.63083416223526 Epoch 13: train loss 0.5409237877889113 Epoch 13: val loss 0.6281533241271973 Epoch 14: train loss 0.560946296561848 Epoch 14: val loss 0.6229656934738159 Epoch 15: train loss 0.5357270051132549 Epoch 15: val loss 0.6199989914894104 Epoch 16: train loss 0.5411102229898627 Epoch 16: val loss 0.6137257814407349 Epoch 17: train loss 0.5394248826937242 Epoch 17: val loss 0.6199159026145935 Epoch 18: train loss 0.5079611485654657 Epoch 18: val loss 0.6144042611122131 Epoch 19: train loss 0.53188833323392 Epoch 19: val loss 0.6106483936309814 Epoch 20: train loss 0.506297542290254 Epoch 20: val loss 0.6084710359573364 Epoch 21: train loss 0.5012733042240143 Epoch 21: val loss 0.6048166155815125 Epoch 22: train loss 0.48491704193028534 Epoch 22: val loss 0.5990052223205566 Epoch 23: train loss 0.4857768633148887 Epoch 23: val loss 0.5944820046424866 Epoch 24: train loss 0.5144486887888475 Epoch 24: val loss 0.6066008806228638
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6765360290353949 Epoch 0: val loss 0.653964102268219 Epoch 1: train loss 0.6680920720100403 Epoch 1: val loss 0.6421820521354675 Epoch 2: train loss 0.6532824310389432 Epoch 2: val loss 0.6282584071159363 Epoch 3: train loss 0.6351566314697266 Epoch 3: val loss 0.6121001243591309 Epoch 4: train loss 0.6333416212688793 Epoch 4: val loss 0.5974938869476318 Epoch 5: train loss 0.6165999715978449 Epoch 5: val loss 0.5905799269676208 Epoch 6: train loss 0.5983546809716658 Epoch 6: val loss 0.5799147486686707 Epoch 7: train loss 0.5964901501482184 Epoch 7: val loss 0.5747812390327454 Epoch 8: train loss 0.5908873731439764 Epoch 8: val loss 0.5661202669143677 Epoch 9: train loss 0.5798475010828539 Epoch 9: val loss 0.5629117488861084 Epoch 10: train loss 0.5808967433192513 Epoch 10: val loss 0.5626140832901001 Epoch 11: train loss 0.5576290894638408 Epoch 11: val loss 0.5566992163658142 Epoch 12: train loss 0.5719258731061762 Epoch 12: val loss 0.5485125184059143 Epoch 13: train loss 0.5458816235715692 Epoch 13: val loss 0.5448731184005737 Epoch 14: train loss 0.5429190126332369 Epoch 14: val loss 0.5491669774055481 Epoch 15: train loss 0.5409757413647391 Epoch 15: val loss 0.5473635196685791 Epoch 16: train loss 0.5363997681574388 Epoch 16: val loss 0.5436010956764221 Epoch 17: train loss 0.5193298757076263 Epoch 17: val loss 0.5430572628974915 Epoch 18: train loss 0.5409695451909845 Epoch 18: val loss 0.537244975566864 Epoch 19: train loss 0.5183274041522633 Epoch 19: val loss 0.540931224822998 Epoch 20: train loss 0.5175125409256328 Epoch 20: val loss 0.5356197953224182 Epoch 21: train loss 0.5144717449491675 Epoch 21: val loss 0.534182071685791 Epoch 22: train loss 0.5090310167182576 Epoch 22: val loss 0.535767674446106 Epoch 23: train loss 0.5108506869186055 Epoch 23: val loss 0.5473828911781311 Epoch 24: train loss 0.5006659626960754 Epoch 24: val loss 0.5454484224319458
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6892008900642395 Epoch 0: val loss 0.6677510142326355 Epoch 1: train loss 0.6524864355723063 Epoch 1: val loss 0.6542462706565857 Epoch 2: train loss 0.6474110881487528 Epoch 2: val loss 0.6397928595542908 Epoch 3: train loss 0.6382749716440836 Epoch 3: val loss 0.6304090023040771 Epoch 4: train loss 0.6234148859977722 Epoch 4: val loss 0.6205615997314453 Epoch 5: train loss 0.6262272278467814 Epoch 5: val loss 0.6112816333770752 Epoch 6: train loss 0.6175296982129415 Epoch 6: val loss 0.6062432527542114 Epoch 7: train loss 0.6176077763239542 Epoch 7: val loss 0.608031690120697 Epoch 8: train loss 0.608003556728363 Epoch 8: val loss 0.5977237224578857 Epoch 9: train loss 0.6008655865987141 Epoch 9: val loss 0.5940432548522949 Epoch 10: train loss 0.5926804463068645 Epoch 10: val loss 0.5869631767272949 Epoch 11: train loss 0.5771012624104818 Epoch 11: val loss 0.576179027557373 Epoch 12: train loss 0.5806963702042898 Epoch 12: val loss 0.5659041404724121 Epoch 13: train loss 0.5578410943349202 Epoch 13: val loss 0.5592840313911438 Epoch 14: train loss 0.56523956656456 Epoch 14: val loss 0.5499301552772522 Epoch 15: train loss 0.5309472560882569 Epoch 15: val loss 0.5432661771774292 Epoch 16: train loss 0.5152069469292958 Epoch 16: val loss 0.5374293327331543 Epoch 17: train loss 0.5265644609928131 Epoch 17: val loss 0.5290664434432983 Epoch 18: train loss 0.5418069461981455 Epoch 18: val loss 0.5228970050811768 Epoch 19: train loss 0.5155066013336181 Epoch 19: val loss 0.5225006341934204 Epoch 20: train loss 0.5245561897754669 Epoch 20: val loss 0.5305599570274353 Epoch 21: train loss 0.4985257188479106 Epoch 21: val loss 0.5203875303268433
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7111170738935471 Epoch 0: val loss 0.6912317872047424 Epoch 1: train loss 0.6820047299067179 Epoch 1: val loss 0.687961757183075 Epoch 2: train loss 0.6899172564347585 Epoch 2: val loss 0.6840294599533081 Epoch 3: train loss 0.6688275933265686 Epoch 3: val loss 0.6786586046218872 Epoch 4: train loss 0.6621644198894501 Epoch 4: val loss 0.66990065574646 Epoch 5: train loss 0.6409849325815836 Epoch 5: val loss 0.6565402746200562 Epoch 6: train loss 0.6339724510908127 Epoch 6: val loss 0.6450638771057129 Epoch 7: train loss 0.6160559008518854 Epoch 7: val loss 0.6424719095230103 Epoch 8: train loss 0.606353335082531 Epoch 8: val loss 0.6408743262290955 Epoch 9: train loss 0.6034128814935684 Epoch 9: val loss 0.6427757143974304 Epoch 10: train loss 0.6053801650802294 Epoch 10: val loss 0.6433537602424622 Epoch 11: train loss 0.6015744581818581 Epoch 11: val loss 0.6437290906906128 Epoch 12: train loss 0.575725607573986 Epoch 12: val loss 0.6468774080276489 Epoch 13: train loss 0.5807988693316778 Epoch 13: val loss 0.6482835412025452 Epoch 14: train loss 0.5857025757431984 Epoch 14: val loss 0.6464799046516418 Epoch 15: train loss 0.5755737746755282 Epoch 15: val loss 0.6412999629974365 Epoch 16: train loss 0.5653929164012274 Epoch 16: val loss 0.6430848240852356 Epoch 17: train loss 0.5596507713198662 Epoch 17: val loss 0.6533940434455872 Epoch 18: train loss 0.5639966229597727 Epoch 18: val loss 0.6482833623886108 Epoch 19: train loss 0.5608374824126562 Epoch 19: val loss 0.6528511643409729 Epoch 20: train loss 0.5570777331789335 Epoch 20: val loss 0.6475526690483093 Epoch 21: train loss 0.5354042227069536 Epoch 21: val loss 0.6440392136573792 Epoch 22: train loss 0.5674754331509272 Epoch 22: val loss 0.6492507457733154 Epoch 23: train loss 0.5482037663459778 Epoch 23: val loss 0.6475580334663391 Epoch 24: train loss 0.5564437607924143 Epoch 24: val loss 0.6444756388664246
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978589544693629 Epoch 0: val loss 0.6837005615234375 Epoch 1: train loss 0.6704049110412598 Epoch 1: val loss 0.67973393201828 Epoch 2: train loss 0.6669508318106333 Epoch 2: val loss 0.6719839572906494 Epoch 3: train loss 0.6748246252536774 Epoch 3: val loss 0.6675335764884949 Epoch 4: train loss 0.6604847013950348 Epoch 4: val loss 0.6598999500274658 Epoch 5: train loss 0.6452100326617559 Epoch 5: val loss 0.6546626091003418 Epoch 6: train loss 0.6351923942565918 Epoch 6: val loss 0.6432145833969116 Epoch 7: train loss 0.6283703645070394 Epoch 7: val loss 0.6365372538566589 Epoch 8: train loss 0.6158708333969116 Epoch 8: val loss 0.6283228397369385 Epoch 9: train loss 0.6285483439763387 Epoch 9: val loss 0.6270433068275452 Epoch 10: train loss 0.6095480223496755 Epoch 10: val loss 0.6267063617706299 Epoch 11: train loss 0.6158049752314886 Epoch 11: val loss 0.6208678483963013 Epoch 12: train loss 0.6172632078329722 Epoch 12: val loss 0.6150628924369812 Epoch 13: train loss 0.589957520365715 Epoch 13: val loss 0.60813969373703 Epoch 14: train loss 0.5939548959334692 Epoch 14: val loss 0.6053196787834167 Epoch 15: train loss 0.6022176593542099 Epoch 15: val loss 0.597084105014801 Epoch 16: train loss 0.5858753025531769 Epoch 16: val loss 0.5945726037025452 Epoch 17: train loss 0.5750721817215284 Epoch 17: val loss 0.5927101373672485 Epoch 18: train loss 0.5845558245976766 Epoch 18: val loss 0.5874373316764832 Epoch 19: train loss 0.5786845435698827 Epoch 19: val loss 0.5916507840156555 Epoch 20: train loss 0.5771036123236021 Epoch 20: val loss 0.5894783139228821 Epoch 21: train loss 0.5740804771582285 Epoch 21: val loss 0.590949535369873 Epoch 22: train loss 0.564706968764464 Epoch 22: val loss 0.5965128540992737 Epoch 23: train loss 0.5621334115664164 Epoch 23: val loss 0.5882695317268372 Epoch 24: train loss 0.5574941237767538 Epoch 24: val loss 0.5813788175582886
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931074957052866 Epoch 0: val loss 0.6819339990615845 Epoch 1: train loss 0.6858016302188238 Epoch 1: val loss 0.6788542866706848 Epoch 2: train loss 0.677582174539566 Epoch 2: val loss 0.6753949522972107 Epoch 3: train loss 0.6653673599163691 Epoch 3: val loss 0.6683681607246399 Epoch 4: train loss 0.6629743377367655 Epoch 4: val loss 0.6602402329444885 Epoch 5: train loss 0.6503919611374537 Epoch 5: val loss 0.6523106694221497 Epoch 6: train loss 0.6331918885310491 Epoch 6: val loss 0.6430177688598633 Epoch 7: train loss 0.617427741487821 Epoch 7: val loss 0.6372175216674805 Epoch 8: train loss 0.6128337581952413 Epoch 8: val loss 0.6329233646392822 Epoch 9: train loss 0.6048604349295298 Epoch 9: val loss 0.6317771077156067 Epoch 10: train loss 0.575789749622345 Epoch 10: val loss 0.6342864036560059 Epoch 11: train loss 0.58457350730896 Epoch 11: val loss 0.6388578414916992 Epoch 12: train loss 0.5772753655910492 Epoch 12: val loss 0.6388037204742432 Epoch 13: train loss 0.5776825894912084 Epoch 13: val loss 0.6340931057929993 Epoch 14: train loss 0.5784793446461359 Epoch 14: val loss 0.6377605199813843 Epoch 15: train loss 0.5587054292360941 Epoch 15: val loss 0.6379668712615967 Epoch 16: train loss 0.564604289829731 Epoch 16: val loss 0.6399435997009277 Epoch 17: train loss 0.5532608727614085 Epoch 17: val loss 0.6387814283370972 Epoch 18: train loss 0.547956109046936 Epoch 18: val loss 0.6386808753013611 Epoch 19: train loss 0.5430357580383619 Epoch 19: val loss 0.6494038105010986 Epoch 20: train loss 0.5252864087621371 Epoch 20: val loss 0.6578544974327087 Epoch 21: train loss 0.5386911183595657 Epoch 21: val loss 0.6501877903938293 Epoch 22: train loss 0.5230116446812948 Epoch 22: val loss 0.6505633592605591 Epoch 23: train loss 0.5351913943886757 Epoch 23: val loss 0.6597289443016052 Epoch 24: train loss 0.5403194601337115 Epoch 24: val loss 0.6611886620521545
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7084246675173441 Epoch 0: val loss 0.6959577202796936 Epoch 1: train loss 0.6855680247147878 Epoch 1: val loss 0.6882598996162415 Epoch 2: train loss 0.6871963342030843 Epoch 2: val loss 0.6825778484344482 Epoch 3: train loss 0.6752936790386835 Epoch 3: val loss 0.6751940846443176 Epoch 4: train loss 0.6669809470574061 Epoch 4: val loss 0.6725729703903198 Epoch 5: train loss 0.66007832189401 Epoch 5: val loss 0.6713444590568542 Epoch 6: train loss 0.6488507886727651 Epoch 6: val loss 0.669600784778595 Epoch 7: train loss 0.6438571264346441 Epoch 7: val loss 0.6630309820175171 Epoch 8: train loss 0.6317115773757299 Epoch 8: val loss 0.6549009680747986 Epoch 9: train loss 0.6219828128814697 Epoch 9: val loss 0.6493277549743652 Epoch 10: train loss 0.6140939990679423 Epoch 10: val loss 0.6405802369117737 Epoch 11: train loss 0.6084659347931544 Epoch 11: val loss 0.6344953179359436 Epoch 12: train loss 0.5841989368200302 Epoch 12: val loss 0.6314953565597534 Epoch 13: train loss 0.5824606865644455 Epoch 13: val loss 0.6228448748588562 Epoch 14: train loss 0.5636322498321533 Epoch 14: val loss 0.6129367351531982 Epoch 15: train loss 0.5673834905028343 Epoch 15: val loss 0.6089828610420227 Epoch 16: train loss 0.5412260442972183 Epoch 16: val loss 0.6089415550231934 Epoch 17: train loss 0.5370663031935692 Epoch 17: val loss 0.6099176406860352 Epoch 18: train loss 0.522906576593717 Epoch 18: val loss 0.6076059937477112 Epoch 19: train loss 0.5341996078689893 Epoch 19: val loss 0.601320207118988 Epoch 20: train loss 0.5132664665579796 Epoch 20: val loss 0.5978044271469116 Epoch 21: train loss 0.5320173501968384 Epoch 21: val loss 0.6097763180732727 Epoch 22: train loss 0.5053893153866132 Epoch 22: val loss 0.6089550852775574 Epoch 23: train loss 0.5100929612914721 Epoch 23: val loss 0.6084620356559753 Epoch 24: train loss 0.5064480553070704 Epoch 24: val loss 0.6060266494750977
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.698098611086607 Epoch 0: val loss 0.6858078837394714 Epoch 1: train loss 0.677039124071598 Epoch 1: val loss 0.6823506355285645 Epoch 2: train loss 0.6825962252914906 Epoch 2: val loss 0.6773120164871216 Epoch 3: train loss 0.6628892794251442 Epoch 3: val loss 0.665850043296814 Epoch 4: train loss 0.6600663438439369 Epoch 4: val loss 0.6584500074386597 Epoch 5: train loss 0.643570002168417 Epoch 5: val loss 0.6524448394775391 Epoch 6: train loss 0.6327313557267189 Epoch 6: val loss 0.6436780691146851 Epoch 7: train loss 0.6341122202575207 Epoch 7: val loss 0.6435831189155579 Epoch 8: train loss 0.6169886887073517 Epoch 8: val loss 0.6236828565597534 Epoch 9: train loss 0.6222723014652729 Epoch 9: val loss 0.6227903366088867 Epoch 10: train loss 0.6011222340166569 Epoch 10: val loss 0.6085793375968933 Epoch 11: train loss 0.5936967842280865 Epoch 11: val loss 0.6097283959388733 Epoch 12: train loss 0.6033086255192757 Epoch 12: val loss 0.6128279566764832 Epoch 13: train loss 0.5731671322137117 Epoch 13: val loss 0.6077346801757812 Epoch 14: train loss 0.5689076390117407 Epoch 14: val loss 0.6096500754356384 Epoch 15: train loss 0.5783735513687134 Epoch 15: val loss 0.6088165044784546 Epoch 16: train loss 0.5765476860105991 Epoch 16: val loss 0.5983299016952515 Epoch 17: train loss 0.5637019164860249 Epoch 17: val loss 0.5985314846038818 Epoch 18: train loss 0.5682925879955292 Epoch 18: val loss 0.586834192276001 Epoch 19: train loss 0.5538661051541567 Epoch 19: val loss 0.5956858992576599 Epoch 20: train loss 0.5536062195897102 Epoch 20: val loss 0.6011055111885071 Epoch 21: train loss 0.5509323514997959 Epoch 21: val loss 0.5924737453460693 Epoch 22: train loss 0.5479375664144754 Epoch 22: val loss 0.6006710529327393 Epoch 23: train loss 0.5608829334378242 Epoch 23: val loss 0.596238374710083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7200839519500732 Epoch 0: val loss 0.6915591359138489 Epoch 1: train loss 0.7039608210325241 Epoch 1: val loss 0.6881332993507385 Epoch 2: train loss 0.6813886413971583 Epoch 2: val loss 0.6822423338890076 Epoch 3: train loss 0.6779102385044098 Epoch 3: val loss 0.6771616339683533 Epoch 4: train loss 0.659660334388415 Epoch 4: val loss 0.6719775795936584 Epoch 5: train loss 0.6598447114229202 Epoch 5: val loss 0.6669533252716064 Epoch 6: train loss 0.649545227487882 Epoch 6: val loss 0.6629979610443115 Epoch 7: train loss 0.6460710316896439 Epoch 7: val loss 0.6661350131034851 Epoch 8: train loss 0.6362756490707397 Epoch 8: val loss 0.6550005674362183 Epoch 9: train loss 0.6234905819098154 Epoch 9: val loss 0.65010666847229 Epoch 10: train loss 0.6035351455211639 Epoch 10: val loss 0.6476271152496338 Epoch 11: train loss 0.6108248382806778 Epoch 11: val loss 0.6440470218658447 Epoch 12: train loss 0.6105767289797465 Epoch 12: val loss 0.6419278383255005 Epoch 13: train loss 0.605266660451889 Epoch 13: val loss 0.6423874497413635 Epoch 14: train loss 0.5970965574185053 Epoch 14: val loss 0.6477789878845215 Epoch 15: train loss 0.6094765538970629 Epoch 15: val loss 0.6492003202438354 Epoch 16: train loss 0.5968465507030487 Epoch 16: val loss 0.6433687806129456 Epoch 17: train loss 0.6123707741498947 Epoch 17: val loss 0.6517019867897034 Epoch 18: train loss 0.5970948512355486 Epoch 18: val loss 0.6524372696876526 Epoch 19: train loss 0.5586717252930006 Epoch 19: val loss 0.6544774770736694 Epoch 20: train loss 0.5671007633209229 Epoch 20: val loss 0.6541646122932434 Epoch 21: train loss 0.5880743761857351 Epoch 21: val loss 0.6479600071907043 Epoch 22: train loss 0.5854663004477819 Epoch 22: val loss 0.6560516357421875 Epoch 23: train loss 0.5800997192660967 Epoch 23: val loss 0.6506054401397705 Epoch 24: train loss 0.5812870562076569 Epoch 24: val loss 0.652080237865448
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6977528134981791 Epoch 0: val loss 0.6917855739593506 Epoch 1: train loss 0.6880385279655457 Epoch 1: val loss 0.688447892665863 Epoch 2: train loss 0.6793839732805887 Epoch 2: val loss 0.68763667345047 Epoch 3: train loss 0.6691380739212036 Epoch 3: val loss 0.685608446598053 Epoch 4: train loss 0.6647511969010035 Epoch 4: val loss 0.6849603056907654 Epoch 5: train loss 0.6660307496786118 Epoch 5: val loss 0.6844318509101868 Epoch 6: train loss 0.6616605619589487 Epoch 6: val loss 0.6845688819885254 Epoch 7: train loss 0.6458424031734467 Epoch 7: val loss 0.6823020577430725 Epoch 8: train loss 0.6337894300619761 Epoch 8: val loss 0.6850964426994324 Epoch 9: train loss 0.6261373658974966 Epoch 9: val loss 0.6899378299713135 Epoch 10: train loss 0.6215060452620188 Epoch 10: val loss 0.6919722557067871 Epoch 11: train loss 0.6153397361437479 Epoch 11: val loss 0.6917740106582642 Epoch 12: train loss 0.6091920783122381 Epoch 12: val loss 0.6818699240684509 Epoch 13: train loss 0.5993272165457407 Epoch 13: val loss 0.6859633922576904 Epoch 14: train loss 0.582305242617925 Epoch 14: val loss 0.6865522861480713 Epoch 15: train loss 0.5962588613231977 Epoch 15: val loss 0.6789520978927612 Epoch 16: train loss 0.5847239419817924 Epoch 16: val loss 0.6736406683921814 Epoch 17: train loss 0.5958065614104271 Epoch 17: val loss 0.6760648488998413 Epoch 18: train loss 0.5809002344806989 Epoch 18: val loss 0.6699085831642151 Epoch 19: train loss 0.5804831807812055 Epoch 19: val loss 0.6756752729415894 Epoch 20: train loss 0.5726715102791786 Epoch 20: val loss 0.6729615926742554 Epoch 21: train loss 0.5770934919516245 Epoch 21: val loss 0.6617056727409363 Epoch 22: train loss 0.5942805012067159 Epoch 22: val loss 0.6686837077140808 Epoch 23: train loss 0.5715207234025002 Epoch 23: val loss 0.6597134470939636 Epoch 24: train loss 0.5637949878970782 Epoch 24: val loss 0.6661965847015381
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7112718274195989 Epoch 0: val loss 0.6911607980728149 Epoch 1: train loss 0.6981661518414816 Epoch 1: val loss 0.6876444220542908 Epoch 2: train loss 0.6835844864447912 Epoch 2: val loss 0.68263840675354 Epoch 3: train loss 0.6887227495511373 Epoch 3: val loss 0.6808016896247864 Epoch 4: train loss 0.6618014623721441 Epoch 4: val loss 0.6773502230644226 Epoch 5: train loss 0.6682119270165762 Epoch 5: val loss 0.6732076406478882 Epoch 6: train loss 0.6580498615900675 Epoch 6: val loss 0.6637812852859497 Epoch 7: train loss 0.6650612453619639 Epoch 7: val loss 0.6607564091682434 Epoch 8: train loss 0.6385596742232641 Epoch 8: val loss 0.653363823890686 Epoch 9: train loss 0.6228721290826797 Epoch 9: val loss 0.6504642963409424 Epoch 10: train loss 0.6313041398922602 Epoch 10: val loss 0.6487390995025635 Epoch 11: train loss 0.6173455665508906 Epoch 11: val loss 0.6446190476417542 Epoch 12: train loss 0.6276954760154089 Epoch 12: val loss 0.6411076784133911 Epoch 13: train loss 0.6049379160006841 Epoch 13: val loss 0.6398972272872925 Epoch 14: train loss 0.6070504635572433 Epoch 14: val loss 0.6405801177024841 Epoch 15: train loss 0.6055479968587557 Epoch 15: val loss 0.6466448903083801 Epoch 16: train loss 0.585241474211216 Epoch 16: val loss 0.6441998481750488 Epoch 17: train loss 0.580703891813755 Epoch 17: val loss 0.6446264982223511 Epoch 18: train loss 0.5959903001785278 Epoch 18: val loss 0.6472930312156677 Epoch 19: train loss 0.5778006464242935 Epoch 19: val loss 0.6479842662811279 Epoch 20: train loss 0.590244248509407 Epoch 20: val loss 0.6628618836402893 Epoch 21: train loss 0.5720887333154678 Epoch 21: val loss 0.6612850427627563 Epoch 22: train loss 0.5645362312595049 Epoch 22: val loss 0.6586012840270996 Epoch 23: train loss 0.5758715371290842 Epoch 23: val loss 0.6537727117538452 Epoch 24: train loss 0.558561161160469 Epoch 24: val loss 0.6541668176651001
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7097215006748835 Epoch 0: val loss 0.7080269455909729 Epoch 1: train loss 0.6934833278258642 Epoch 1: val loss 0.6989803910255432 Epoch 2: train loss 0.6785459071397781 Epoch 2: val loss 0.7004596590995789 Epoch 3: train loss 0.6685929993788401 Epoch 3: val loss 0.7003496885299683 Epoch 4: train loss 0.6668721437454224 Epoch 4: val loss 0.6910651326179504 Epoch 5: train loss 0.6668781389792761 Epoch 5: val loss 0.7061824202537537 Epoch 6: train loss 0.6392707824707031 Epoch 6: val loss 0.695832371711731 Epoch 7: train loss 0.6374624619881312 Epoch 7: val loss 0.6960639953613281 Epoch 8: train loss 0.6060234059890112 Epoch 8: val loss 0.6908211708068848 Epoch 9: train loss 0.6009459147850672 Epoch 9: val loss 0.6926600337028503 Epoch 10: train loss 0.6062950789928436 Epoch 10: val loss 0.7004690766334534 Epoch 11: train loss 0.6018001760045687 Epoch 11: val loss 0.7018796801567078 Epoch 12: train loss 0.6048685957988104 Epoch 12: val loss 0.6962307095527649 Epoch 13: train loss 0.589453786611557 Epoch 13: val loss 0.7087128162384033 Epoch 14: train loss 0.5766426722208658 Epoch 14: val loss 0.7011754512786865 Epoch 15: train loss 0.5909051895141602 Epoch 15: val loss 0.7036992311477661 Epoch 16: train loss 0.5782687539855639 Epoch 16: val loss 0.7053301334381104 Epoch 17: train loss 0.5749821042021116 Epoch 17: val loss 0.6878365874290466 Epoch 18: train loss 0.5776389191548029 Epoch 18: val loss 0.6971436738967896 Epoch 19: train loss 0.576899786790212 Epoch 19: val loss 0.7154350876808167 Epoch 20: train loss 0.5788863052924474 Epoch 20: val loss 0.7245607972145081 Epoch 21: train loss 0.5753338759144148 Epoch 21: val loss 0.7286291718482971 Epoch 22: train loss 0.5703800419966379 Epoch 22: val loss 0.7204058766365051 Epoch 23: train loss 0.5717850352327029 Epoch 23: val loss 0.719120442867279 Epoch 24: train loss 0.5721497883399328 Epoch 24: val loss 0.7380203604698181
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6835505999624729 Epoch 0: val loss 0.6860073208808899 Epoch 1: train loss 0.6724242679774761 Epoch 1: val loss 0.6763379573822021 Epoch 2: train loss 0.659702867269516 Epoch 2: val loss 0.6652858853340149 Epoch 3: train loss 0.6457098685204983 Epoch 3: val loss 0.647498607635498 Epoch 4: train loss 0.6359272301197052 Epoch 4: val loss 0.6343654990196228 Epoch 5: train loss 0.6316346377134323 Epoch 5: val loss 0.6264106035232544 Epoch 6: train loss 0.603789433836937 Epoch 6: val loss 0.615618884563446 Epoch 7: train loss 0.6154911313205957 Epoch 7: val loss 0.610508382320404 Epoch 8: train loss 0.6114553809165955 Epoch 8: val loss 0.6109698414802551 Epoch 9: train loss 0.5955034643411636 Epoch 9: val loss 0.6105601787567139 Epoch 10: train loss 0.5958362072706223 Epoch 10: val loss 0.6063271164894104 Epoch 11: train loss 0.5850207917392254 Epoch 11: val loss 0.5999014973640442 Epoch 12: train loss 0.5849736612290144 Epoch 12: val loss 0.605096161365509 Epoch 13: train loss 0.5997682772576809 Epoch 13: val loss 0.5970548987388611 Epoch 14: train loss 0.5725594703108072 Epoch 14: val loss 0.5964012145996094 Epoch 15: train loss 0.5679316986352205 Epoch 15: val loss 0.5976172089576721 Epoch 16: train loss 0.5685111861675978 Epoch 16: val loss 0.5943312048912048 Epoch 17: train loss 0.5585343968123198 Epoch 17: val loss 0.5978896021842957 Epoch 18: train loss 0.5774855315685272 Epoch 18: val loss 0.5989271998405457
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690801506692713 Epoch 0: val loss 0.68405681848526 Epoch 1: train loss 0.66184847463261 Epoch 1: val loss 0.6755708456039429 Epoch 2: train loss 0.6708826422691345 Epoch 2: val loss 0.6713340282440186 Epoch 3: train loss 0.6557846340266141 Epoch 3: val loss 0.666273295879364 Epoch 4: train loss 0.6544821966778148 Epoch 4: val loss 0.6632968783378601 Epoch 5: train loss 0.6547383232550188 Epoch 5: val loss 0.6609033942222595 Epoch 6: train loss 0.6435517614538019 Epoch 6: val loss 0.6596238613128662 Epoch 7: train loss 0.6505982659079812 Epoch 7: val loss 0.6578272581100464 Epoch 8: train loss 0.6370004686442289 Epoch 8: val loss 0.656104564666748 Epoch 9: train loss 0.6327689777721058 Epoch 9: val loss 0.6555138230323792 Epoch 10: train loss 0.6160424785180525 Epoch 10: val loss 0.653700590133667 Epoch 11: train loss 0.6050410541621122 Epoch 11: val loss 0.6540591716766357 Epoch 12: train loss 0.6113276508721438 Epoch 12: val loss 0.6583591103553772 Epoch 13: train loss 0.6180173104459589 Epoch 13: val loss 0.6618609428405762 Epoch 14: train loss 0.615548393943093 Epoch 14: val loss 0.664332389831543 Epoch 15: train loss 0.5981739163398743 Epoch 15: val loss 0.6621351838111877 Epoch 16: train loss 0.5921320048245516 Epoch 16: val loss 0.6651050448417664 Epoch 17: train loss 0.5814300531690771 Epoch 17: val loss 0.6661924123764038 Epoch 18: train loss 0.5872462906620719 Epoch 18: val loss 0.6725378632545471 Epoch 19: train loss 0.5630007440393622 Epoch 19: val loss 0.6719368100166321 Epoch 20: train loss 0.548598354512995 Epoch 20: val loss 0.668179988861084 Epoch 21: train loss 0.5789934667673978 Epoch 21: val loss 0.6765056848526001 Epoch 22: train loss 0.5643655441024087 Epoch 22: val loss 0.6665846705436707 Epoch 23: train loss 0.54217144575986 Epoch 23: val loss 0.6679394841194153 Epoch 24: train loss 0.5652744363654744 Epoch 24: val loss 0.6685835719108582
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6879545504396612 Epoch 0: val loss 0.6845801472663879 Epoch 1: train loss 0.6798198385672136 Epoch 1: val loss 0.6775521039962769 Epoch 2: train loss 0.6703051870519464 Epoch 2: val loss 0.6709234714508057 Epoch 3: train loss 0.6488314216787164 Epoch 3: val loss 0.6649113297462463 Epoch 4: train loss 0.6508192311633717 Epoch 4: val loss 0.6582890748977661 Epoch 5: train loss 0.6508175568147139 Epoch 5: val loss 0.6514253616333008 Epoch 6: train loss 0.6415661410851912 Epoch 6: val loss 0.6517711281776428 Epoch 7: train loss 0.6330800760876049 Epoch 7: val loss 0.6456258893013 Epoch 8: train loss 0.6322259902954102 Epoch 8: val loss 0.639290988445282 Epoch 9: train loss 0.6209598508748141 Epoch 9: val loss 0.6365392804145813 Epoch 10: train loss 0.6154155731201172 Epoch 10: val loss 0.6341805458068848 Epoch 11: train loss 0.6165979667143389 Epoch 11: val loss 0.6266953349113464 Epoch 12: train loss 0.6005646152929827 Epoch 12: val loss 0.6331403851509094 Epoch 13: train loss 0.575623019175096 Epoch 13: val loss 0.6391274333000183 Epoch 14: train loss 0.5763826234774156 Epoch 14: val loss 0.6333960890769958 Epoch 15: train loss 0.5850503878159956 Epoch 15: val loss 0.6352329254150391 Epoch 16: train loss 0.5738285969604145 Epoch 16: val loss 0.6417526602745056 Epoch 17: train loss 0.563251487233422 Epoch 17: val loss 0.6430661082267761 Epoch 18: train loss 0.5443468771197579 Epoch 18: val loss 0.624601423740387 Epoch 19: train loss 0.5550414838574149 Epoch 19: val loss 0.6238803267478943 Epoch 20: train loss 0.5670182732018557 Epoch 20: val loss 0.6355804800987244 Epoch 21: train loss 0.5409650531682101 Epoch 21: val loss 0.634949803352356 Epoch 22: train loss 0.5448597723787482 Epoch 22: val loss 0.6286839842796326 Epoch 23: train loss 0.5145040289922194 Epoch 23: val loss 0.6234584450721741 Epoch 24: train loss 0.5296768031337045 Epoch 24: val loss 0.6290686726570129
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010121237147938 Epoch 0: val loss 0.6883288621902466 Epoch 1: train loss 0.6748851646076549 Epoch 1: val loss 0.6756242513656616 Epoch 2: train loss 0.6689859195189043 Epoch 2: val loss 0.6668391227722168 Epoch 3: train loss 0.646982957016338 Epoch 3: val loss 0.6547244191169739 Epoch 4: train loss 0.649401540105993 Epoch 4: val loss 0.6513944864273071 Epoch 5: train loss 0.6317008300261064 Epoch 5: val loss 0.6584892868995667 Epoch 6: train loss 0.6217711730436846 Epoch 6: val loss 0.6520546674728394 Epoch 7: train loss 0.6224449168552052 Epoch 7: val loss 0.650562584400177 Epoch 8: train loss 0.6097830588167364 Epoch 8: val loss 0.6576619148254395 Epoch 9: train loss 0.5991320501674305 Epoch 9: val loss 0.6571491360664368 Epoch 10: train loss 0.5924463868141174 Epoch 10: val loss 0.6516284942626953 Epoch 11: train loss 0.5877633555368944 Epoch 11: val loss 0.650447428226471 Epoch 12: train loss 0.5806468020785939 Epoch 12: val loss 0.6339667439460754 Epoch 13: train loss 0.6016310886903242 Epoch 13: val loss 0.6394466757774353 Epoch 14: train loss 0.5800322700630535 Epoch 14: val loss 0.6535999178886414 Epoch 15: train loss 0.57304431904446 Epoch 15: val loss 0.6323668360710144 Epoch 16: train loss 0.5787442055615512 Epoch 16: val loss 0.6330692768096924 Epoch 17: train loss 0.5615774718197909 Epoch 17: val loss 0.6493737101554871 Epoch 18: train loss 0.5667982236905531 Epoch 18: val loss 0.6456834673881531 Epoch 19: train loss 0.5637496357614343 Epoch 19: val loss 0.6503071188926697 Epoch 20: train loss 0.5617550205100666 Epoch 20: val loss 0.6369737386703491 Epoch 21: train loss 0.5599729174917395 Epoch 21: val loss 0.6202285289764404 Epoch 22: train loss 0.5395117131146517 Epoch 22: val loss 0.6447144746780396 Epoch 23: train loss 0.5382042635570873 Epoch 23: val loss 0.6453571319580078 Epoch 24: train loss 0.5564912205392664 Epoch 24: val loss 0.6463832855224609
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972075213085521 Epoch 0: val loss 0.6906259655952454 Epoch 1: train loss 0.6652294939214533 Epoch 1: val loss 0.6884599328041077 Epoch 2: train loss 0.6596817753531716 Epoch 2: val loss 0.6797842383384705 Epoch 3: train loss 0.6636664596470919 Epoch 3: val loss 0.6809431314468384 Epoch 4: train loss 0.6479766314679926 Epoch 4: val loss 0.6807693243026733 Epoch 5: train loss 0.6547389084642584 Epoch 5: val loss 0.6771862506866455 Epoch 6: train loss 0.6380517103455283 Epoch 6: val loss 0.6713117957115173 Epoch 7: train loss 0.6287483139471575 Epoch 7: val loss 0.6684789061546326 Epoch 8: train loss 0.6304826790636237 Epoch 8: val loss 0.6704776287078857 Epoch 9: train loss 0.6215656453912909 Epoch 9: val loss 0.6722351312637329 Epoch 10: train loss 0.6205739053812894 Epoch 10: val loss 0.6705483794212341 Epoch 11: train loss 0.6196509599685669 Epoch 11: val loss 0.6745096445083618 Epoch 12: train loss 0.6048751202496615 Epoch 12: val loss 0.668766438961029 Epoch 13: train loss 0.6147336688908663 Epoch 13: val loss 0.6632349491119385 Epoch 14: train loss 0.5983371246944774 Epoch 14: val loss 0.6708104014396667 Epoch 15: train loss 0.5943087149750103 Epoch 15: val loss 0.6590046286582947 Epoch 16: train loss 0.5847488126971505 Epoch 16: val loss 0.654887855052948 Epoch 17: train loss 0.5966718413613059 Epoch 17: val loss 0.6545552015304565 Epoch 18: train loss 0.5908277576619928 Epoch 18: val loss 0.6581220626831055 Epoch 19: train loss 0.5673437172716315 Epoch 19: val loss 0.6594487428665161 Epoch 20: train loss 0.5878913863138719 Epoch 20: val loss 0.66038578748703 Epoch 21: train loss 0.5721395720135082 Epoch 21: val loss 0.6470367312431335 Epoch 22: train loss 0.574543221430345 Epoch 22: val loss 0.6448395252227783 Epoch 23: train loss 0.552108951590278 Epoch 23: val loss 0.6515268087387085 Epoch 24: train loss 0.571774111552672 Epoch 24: val loss 0.642932116985321
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6823049108187358 Epoch 0: val loss 0.6949976086616516 Epoch 1: train loss 0.6828660249710083 Epoch 1: val loss 0.6947921514511108 Epoch 2: train loss 0.6711614569028218 Epoch 2: val loss 0.6851635575294495 Epoch 3: train loss 0.665712857246399 Epoch 3: val loss 0.6823672652244568 Epoch 4: train loss 0.6569276173909505 Epoch 4: val loss 0.6822051405906677 Epoch 5: train loss 0.6640148043632508 Epoch 5: val loss 0.6800124049186707 Epoch 6: train loss 0.647458283106486 Epoch 6: val loss 0.674133837223053 Epoch 7: train loss 0.6481177012125651 Epoch 7: val loss 0.6710749864578247 Epoch 8: train loss 0.631148886680603 Epoch 8: val loss 0.6735356450080872 Epoch 9: train loss 0.627695482969284 Epoch 9: val loss 0.6780731678009033 Epoch 10: train loss 0.6068668603897095 Epoch 10: val loss 0.6793724894523621 Epoch 11: train loss 0.6123847881952922 Epoch 11: val loss 0.6644020080566406 Epoch 12: train loss 0.6338683287302653 Epoch 12: val loss 0.667655885219574 Epoch 13: train loss 0.6035797894001007 Epoch 13: val loss 0.6523119211196899 Epoch 14: train loss 0.6002550303936005 Epoch 14: val loss 0.6577273607254028 Epoch 15: train loss 0.591691917181015 Epoch 15: val loss 0.6614522337913513 Epoch 16: train loss 0.5880057732264201 Epoch 16: val loss 0.669312596321106 Epoch 17: train loss 0.5963682254155477 Epoch 17: val loss 0.6627538204193115 Epoch 18: train loss 0.6086337308088938 Epoch 18: val loss 0.6530097723007202 Epoch 19: train loss 0.5969129363695781 Epoch 19: val loss 0.6581756472587585
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.688890094940479 Epoch 0: val loss 0.6784737706184387 Epoch 1: train loss 0.677754846902994 Epoch 1: val loss 0.6701242923736572 Epoch 2: train loss 0.670815660403325 Epoch 2: val loss 0.6645826697349548 Epoch 3: train loss 0.6685695556493906 Epoch 3: val loss 0.6623015403747559 Epoch 4: train loss 0.6553882956504822 Epoch 4: val loss 0.6597623229026794 Epoch 5: train loss 0.6498448390227097 Epoch 5: val loss 0.6569811701774597 Epoch 6: train loss 0.6546426736391507 Epoch 6: val loss 0.6509174108505249 Epoch 7: train loss 0.6451233579562261 Epoch 7: val loss 0.6514171361923218 Epoch 8: train loss 0.6541030086003817 Epoch 8: val loss 0.6500980854034424 Epoch 9: train loss 0.6381512100879962 Epoch 9: val loss 0.6469045877456665 Epoch 10: train loss 0.6375284103246835 Epoch 10: val loss 0.6452112793922424 Epoch 11: train loss 0.6348700202428378 Epoch 11: val loss 0.6438453793525696 Epoch 12: train loss 0.6149049263734084 Epoch 12: val loss 0.6455718278884888 Epoch 13: train loss 0.6262926184214078 Epoch 13: val loss 0.6439678072929382 Epoch 14: train loss 0.6213631584094121 Epoch 14: val loss 0.6397947072982788 Epoch 15: train loss 0.6225513861729548 Epoch 15: val loss 0.6418156623840332 Epoch 16: train loss 0.6122985803163968 Epoch 16: val loss 0.642615795135498 Epoch 17: train loss 0.6145265835982102 Epoch 17: val loss 0.6430746912956238 Epoch 18: train loss 0.6062400134710165 Epoch 18: val loss 0.6443724632263184 Epoch 19: train loss 0.6066730756026047 Epoch 19: val loss 0.6447376608848572 Epoch 20: train loss 0.6160584275539105 Epoch 20: val loss 0.6393184661865234 Epoch 21: train loss 0.597297938970419 Epoch 21: val loss 0.6377784609794617 Epoch 22: train loss 0.6147345717136676 Epoch 22: val loss 0.6375484466552734 Epoch 23: train loss 0.588565686574349 Epoch 23: val loss 0.6428508758544922 Epoch 24: train loss 0.596768856048584 Epoch 24: val loss 0.6482303738594055
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697933132831867 Epoch 0: val loss 0.6953779458999634 Epoch 1: train loss 0.690200727719527 Epoch 1: val loss 0.6940534114837646 Epoch 2: train loss 0.6740978910372808 Epoch 2: val loss 0.6913617253303528 Epoch 3: train loss 0.6585568327170152 Epoch 3: val loss 0.6880783438682556 Epoch 4: train loss 0.6428396564263564 Epoch 4: val loss 0.6872122287750244 Epoch 5: train loss 0.639158560679509 Epoch 5: val loss 0.6876313090324402 Epoch 6: train loss 0.6204870618306674 Epoch 6: val loss 0.6876952648162842 Epoch 7: train loss 0.6280397497690641 Epoch 7: val loss 0.6913361549377441 Epoch 8: train loss 0.6188835639220017 Epoch 8: val loss 0.6930890679359436 Epoch 9: train loss 0.6189163395991693 Epoch 9: val loss 0.6998178958892822 Epoch 10: train loss 0.6039453974136939 Epoch 10: val loss 0.7022339105606079 Epoch 11: train loss 0.6022069247869345 Epoch 11: val loss 0.7015946507453918 Epoch 12: train loss 0.590436421907865 Epoch 12: val loss 0.7025165557861328 Epoch 13: train loss 0.5782549472955557 Epoch 13: val loss 0.7044411897659302 Epoch 14: train loss 0.6085334466053889 Epoch 14: val loss 0.7110004425048828 Epoch 15: train loss 0.5744123413012578 Epoch 15: val loss 0.7119715213775635 Epoch 16: train loss 0.5803791857682742 Epoch 16: val loss 0.7124059796333313 Epoch 17: train loss 0.5637362897396088 Epoch 17: val loss 0.7131401896476746 Epoch 18: train loss 0.5690782436957726 Epoch 18: val loss 0.7248024344444275 Epoch 19: train loss 0.556688285790957 Epoch 19: val loss 0.7293084263801575 Epoch 20: train loss 0.562561422586441 Epoch 20: val loss 0.7417347431182861 Epoch 21: train loss 0.5608487473084376 Epoch 21: val loss 0.7401778697967529 Epoch 22: train loss 0.5675966006058913 Epoch 22: val loss 0.7422575354576111 Epoch 23: train loss 0.5586999219197494 Epoch 23: val loss 0.738934338092804 Epoch 24: train loss 0.5425178477397332 Epoch 24: val loss 0.7350268959999084
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6995488680326022 Epoch 0: val loss 0.687955915927887 Epoch 1: train loss 0.685732011611645 Epoch 1: val loss 0.6813467144966125 Epoch 2: train loss 0.6752606217677777 Epoch 2: val loss 0.6751209497451782 Epoch 3: train loss 0.6605588839604304 Epoch 3: val loss 0.6680496335029602 Epoch 4: train loss 0.6700078203127935 Epoch 4: val loss 0.661162257194519 Epoch 5: train loss 0.637222212094527 Epoch 5: val loss 0.6562283039093018 Epoch 6: train loss 0.6430908258144672 Epoch 6: val loss 0.6485679149627686 Epoch 7: train loss 0.6374403559244596 Epoch 7: val loss 0.6456570625305176 Epoch 8: train loss 0.6373498806586633 Epoch 8: val loss 0.6381266117095947 Epoch 9: train loss 0.6335479112771841 Epoch 9: val loss 0.6381726264953613 Epoch 10: train loss 0.6122920100505536 Epoch 10: val loss 0.6338561177253723 Epoch 11: train loss 0.6169671828930194 Epoch 11: val loss 0.6288343071937561 Epoch 12: train loss 0.6170219274667593 Epoch 12: val loss 0.6315400004386902 Epoch 13: train loss 0.611579397549996 Epoch 13: val loss 0.628124475479126 Epoch 14: train loss 0.5951245656380286 Epoch 14: val loss 0.6265968680381775 Epoch 15: train loss 0.5944515329140884 Epoch 15: val loss 0.6271573901176453 Epoch 16: train loss 0.6058678168516892 Epoch 16: val loss 0.6300104260444641 Epoch 17: train loss 0.5797852529929235 Epoch 17: val loss 0.6280688047409058 Epoch 18: train loss 0.5800438660841721 Epoch 18: val loss 0.6260890960693359 Epoch 19: train loss 0.5805955208264865 Epoch 19: val loss 0.6354621052742004 Epoch 20: train loss 0.5745461308039151 Epoch 20: val loss 0.6307100057601929 Epoch 21: train loss 0.5796366081787989 Epoch 21: val loss 0.6392057538032532 Epoch 22: train loss 0.5557466378578773 Epoch 22: val loss 0.6378142237663269 Epoch 23: train loss 0.5699801697180822 Epoch 23: val loss 0.6320908069610596 Epoch 24: train loss 0.5609619479912978 Epoch 24: val loss 0.6377046704292297
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7026095482019278 Epoch 0: val loss 0.6924615502357483 Epoch 1: train loss 0.6805660953888526 Epoch 1: val loss 0.6765246391296387 Epoch 2: train loss 0.6738889079827529 Epoch 2: val loss 0.6727414131164551 Epoch 3: train loss 0.6700376455600445 Epoch 3: val loss 0.6702827215194702 Epoch 4: train loss 0.6633505041782672 Epoch 4: val loss 0.6638084650039673 Epoch 5: train loss 0.6613324330403254 Epoch 5: val loss 0.6613714694976807 Epoch 6: train loss 0.6514764703237094 Epoch 6: val loss 0.6622219085693359 Epoch 7: train loss 0.6511043126766498 Epoch 7: val loss 0.6552577018737793 Epoch 8: train loss 0.6509412985581619 Epoch 8: val loss 0.6542541980743408 Epoch 9: train loss 0.6329021683106055 Epoch 9: val loss 0.6529226303100586 Epoch 10: train loss 0.651520467721499 Epoch 10: val loss 0.6557357311248779 Epoch 11: train loss 0.6281242737403283 Epoch 11: val loss 0.639315128326416 Epoch 12: train loss 0.6268900174361008 Epoch 12: val loss 0.6351157426834106 Epoch 13: train loss 0.6148667427209707 Epoch 13: val loss 0.6276710629463196 Epoch 14: train loss 0.6189808662121112 Epoch 14: val loss 0.625686526298523 Epoch 15: train loss 0.6006958347100478 Epoch 15: val loss 0.6313027143478394 Epoch 16: train loss 0.5987282166114221 Epoch 16: val loss 0.6230846643447876 Epoch 17: train loss 0.5958262452712426 Epoch 17: val loss 0.6245406866073608 Epoch 18: train loss 0.5836537136481359 Epoch 18: val loss 0.6302116513252258 Epoch 19: train loss 0.5807979496625754 Epoch 19: val loss 0.6214365363121033 Epoch 20: train loss 0.607810561473553 Epoch 20: val loss 0.6150389313697815 Epoch 21: train loss 0.5757435606076167 Epoch 21: val loss 0.6162473559379578 Epoch 22: train loss 0.582845885020036 Epoch 22: val loss 0.6200253367424011 Epoch 23: train loss 0.5912902263494638 Epoch 23: val loss 0.6065436601638794 Epoch 24: train loss 0.5437164719288166 Epoch 24: val loss 0.6090415716171265
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972628376063179 Epoch 0: val loss 0.6960833668708801 Epoch 1: train loss 0.684268618331236 Epoch 1: val loss 0.6914792656898499 Epoch 2: train loss 0.6839938268941992 Epoch 2: val loss 0.6826441884040833 Epoch 3: train loss 0.6684343359049629 Epoch 3: val loss 0.6712334752082825 Epoch 4: train loss 0.6513693543041453 Epoch 4: val loss 0.6657688617706299 Epoch 5: train loss 0.6421597144182991 Epoch 5: val loss 0.6481037735939026 Epoch 6: train loss 0.6328059224521413 Epoch 6: val loss 0.6384313702583313 Epoch 7: train loss 0.6294590410064248 Epoch 7: val loss 0.6484197974205017 Epoch 8: train loss 0.6196605703409981 Epoch 8: val loss 0.6447662711143494 Epoch 9: train loss 0.6184319818721098 Epoch 9: val loss 0.6368232369422913 Epoch 10: train loss 0.6190998308798846 Epoch 10: val loss 0.6298917531967163 Epoch 11: train loss 0.6054923586985644 Epoch 11: val loss 0.6420818567276001 Epoch 12: train loss 0.5862730829154744 Epoch 12: val loss 0.6332104802131653 Epoch 13: train loss 0.6024157650330487 Epoch 13: val loss 0.6414067149162292 Epoch 14: train loss 0.5937896230641533 Epoch 14: val loss 0.6367273926734924 Epoch 15: train loss 0.5832743662245133 Epoch 15: val loss 0.6391233801841736 Epoch 16: train loss 0.595432426999597 Epoch 16: val loss 0.6380317211151123 Epoch 17: train loss 0.5624126336153816 Epoch 17: val loss 0.634559154510498 Epoch 18: train loss 0.5808315101791831 Epoch 18: val loss 0.6421442031860352 Epoch 19: train loss 0.5684815382256228 Epoch 19: val loss 0.6327468752861023 Epoch 20: train loss 0.5685721600756926 Epoch 20: val loss 0.6471548080444336 Epoch 21: train loss 0.5728977532947764 Epoch 21: val loss 0.6570537090301514
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951422393321991 Epoch 0: val loss 0.7018871903419495 Epoch 1: train loss 0.680773506561915 Epoch 1: val loss 0.6987907290458679 Epoch 2: train loss 0.6750373989343643 Epoch 2: val loss 0.6995657086372375 Epoch 3: train loss 0.6772373666365942 Epoch 3: val loss 0.7018238306045532 Epoch 4: train loss 0.6737566192944845 Epoch 4: val loss 0.7040268778800964 Epoch 5: train loss 0.669518048564593 Epoch 5: val loss 0.703889787197113 Epoch 6: train loss 0.6684543341398239 Epoch 6: val loss 0.7026975750923157 Epoch 7: train loss 0.6561710933844248 Epoch 7: val loss 0.7025723457336426 Epoch 8: train loss 0.6548451483249664 Epoch 8: val loss 0.705335259437561 Epoch 9: train loss 0.662930428981781 Epoch 9: val loss 0.7072296738624573 Epoch 10: train loss 0.6536609679460526 Epoch 10: val loss 0.7084040641784668 Epoch 11: train loss 0.6461998522281647 Epoch 11: val loss 0.7114737629890442 Epoch 12: train loss 0.6371363053719202 Epoch 12: val loss 0.7145304083824158 Epoch 13: train loss 0.6394284764925638 Epoch 13: val loss 0.7175862789154053 Epoch 14: train loss 0.632869710524877 Epoch 14: val loss 0.7168341875076294 Epoch 15: train loss 0.6285914232333502 Epoch 15: val loss 0.721315860748291 Epoch 16: train loss 0.6454617033402125 Epoch 16: val loss 0.7239913940429688 Epoch 17: train loss 0.6105080892642339 Epoch 17: val loss 0.7244022488594055 Epoch 18: train loss 0.6194228331247965 Epoch 18: val loss 0.7253803014755249 Epoch 19: train loss 0.612460066874822 Epoch 19: val loss 0.7288612127304077 Epoch 20: train loss 0.6325487047433853 Epoch 20: val loss 0.7318578958511353 Epoch 21: train loss 0.6076131910085678 Epoch 21: val loss 0.737963855266571 Epoch 22: train loss 0.631656696399053 Epoch 22: val loss 0.738778293132782 Epoch 23: train loss 0.6210813174645106 Epoch 23: val loss 0.7369030714035034 Epoch 24: train loss 0.6052680263916651 Epoch 24: val loss 0.7405655980110168
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6942398051420847 Epoch 0: val loss 0.67320317029953 Epoch 1: train loss 0.704640751083692 Epoch 1: val loss 0.6742233037948608 Epoch 2: train loss 0.6891776372989019 Epoch 2: val loss 0.6760507225990295 Epoch 3: train loss 0.6805897305409113 Epoch 3: val loss 0.6751973032951355 Epoch 4: train loss 0.6630047261714935 Epoch 4: val loss 0.6774393916130066 Epoch 5: train loss 0.675299068291982 Epoch 5: val loss 0.678506076335907 Epoch 6: train loss 0.6625287234783173 Epoch 6: val loss 0.681739330291748 Epoch 7: train loss 0.6675956497589747 Epoch 7: val loss 0.6852824091911316 Epoch 8: train loss 0.655461996793747 Epoch 8: val loss 0.6842777132987976 Epoch 9: train loss 0.6493470271428426 Epoch 9: val loss 0.6853165030479431 Epoch 10: train loss 0.6422859082619349 Epoch 10: val loss 0.6891348958015442 Epoch 11: train loss 0.6353056877851486 Epoch 11: val loss 0.6859593987464905 Epoch 12: train loss 0.6424272110064825 Epoch 12: val loss 0.6896418333053589 Epoch 13: train loss 0.6431177953879038 Epoch 13: val loss 0.6915709972381592 Epoch 14: train loss 0.6213215341170629 Epoch 14: val loss 0.6979610323905945 Epoch 15: train loss 0.6227478086948395 Epoch 15: val loss 0.6976326704025269 Epoch 16: train loss 0.6275892456372579 Epoch 16: val loss 0.6959789991378784 Epoch 17: train loss 0.6226858745018641 Epoch 17: val loss 0.7016841769218445 Epoch 18: train loss 0.600281668206056 Epoch 18: val loss 0.7082571983337402 Epoch 19: train loss 0.6073018610477448 Epoch 19: val loss 0.7097151279449463 Epoch 20: train loss 0.6089959591627121 Epoch 20: val loss 0.7059100270271301 Epoch 21: train loss 0.6062266826629639 Epoch 21: val loss 0.7116178274154663 Epoch 22: train loss 0.5992383112510046 Epoch 22: val loss 0.715080738067627 Epoch 23: train loss 0.6105927576621374 Epoch 23: val loss 0.7141186594963074 Epoch 24: train loss 0.595853865146637 Epoch 24: val loss 0.7171598672866821
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7064511527617773 Epoch 0: val loss 0.6841709017753601 Epoch 1: train loss 0.6919806400934855 Epoch 1: val loss 0.6766427755355835 Epoch 2: train loss 0.6784336119890213 Epoch 2: val loss 0.67256760597229 Epoch 3: train loss 0.6797110736370087 Epoch 3: val loss 0.6698286533355713 Epoch 4: train loss 0.6806835532188416 Epoch 4: val loss 0.66764897108078 Epoch 5: train loss 0.6748140007257462 Epoch 5: val loss 0.6662774682044983 Epoch 6: train loss 0.6693069438139597 Epoch 6: val loss 0.6665163040161133 Epoch 7: train loss 0.6712948878606161 Epoch 7: val loss 0.6653031706809998 Epoch 8: train loss 0.6578482935825983 Epoch 8: val loss 0.6660357713699341 Epoch 9: train loss 0.6524094690879186 Epoch 9: val loss 0.6634217500686646 Epoch 10: train loss 0.6487498581409454 Epoch 10: val loss 0.6630761623382568 Epoch 11: train loss 0.6515364199876785 Epoch 11: val loss 0.6646400094032288 Epoch 12: train loss 0.6329731643199921 Epoch 12: val loss 0.6674402952194214 Epoch 13: train loss 0.6523676613966624 Epoch 13: val loss 0.6708499193191528 Epoch 14: train loss 0.6424507995446523 Epoch 14: val loss 0.6714712381362915 Epoch 15: train loss 0.6285232057174047 Epoch 15: val loss 0.6719931364059448 Epoch 16: train loss 0.6397938032944998 Epoch 16: val loss 0.6733369827270508 Epoch 17: train loss 0.6328788747390112 Epoch 17: val loss 0.6782813668251038 Epoch 18: train loss 0.6342668533325195 Epoch 18: val loss 0.6801360845565796 Epoch 19: train loss 0.6217577904462814 Epoch 19: val loss 0.6853255033493042 Epoch 20: train loss 0.6439817746480306 Epoch 20: val loss 0.6865074038505554 Epoch 21: train loss 0.6257228776812553 Epoch 21: val loss 0.6881407499313354 Epoch 22: train loss 0.6143820186456045 Epoch 22: val loss 0.6893287897109985 Epoch 23: train loss 0.6072437390685081 Epoch 23: val loss 0.6923944354057312 Epoch 24: train loss 0.5997331142425537 Epoch 24: val loss 0.6941189169883728
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.695243775844574 Epoch 0: val loss 0.6937181949615479 Epoch 1: train loss 0.6847736785809199 Epoch 1: val loss 0.6909491419792175 Epoch 2: train loss 0.6819082796573639 Epoch 2: val loss 0.6901537775993347 Epoch 3: train loss 0.6825603942076365 Epoch 3: val loss 0.6900672912597656 Epoch 4: train loss 0.6750487436850866 Epoch 4: val loss 0.6902834177017212 Epoch 5: train loss 0.6626797566811243 Epoch 5: val loss 0.6906131505966187 Epoch 6: train loss 0.6715363711118698 Epoch 6: val loss 0.6891162991523743 Epoch 7: train loss 0.669142613808314 Epoch 7: val loss 0.6888157725334167 Epoch 8: train loss 0.6689966320991516 Epoch 8: val loss 0.6842377185821533 Epoch 9: train loss 0.6457892109950384 Epoch 9: val loss 0.6823861002922058 Epoch 10: train loss 0.6584278245766958 Epoch 10: val loss 0.6812822818756104 Epoch 11: train loss 0.6434511790672938 Epoch 11: val loss 0.6790391802787781 Epoch 12: train loss 0.6527186234792074 Epoch 12: val loss 0.681512713432312 Epoch 13: train loss 0.6347062389055887 Epoch 13: val loss 0.6818544864654541 Epoch 14: train loss 0.6307607392470042 Epoch 14: val loss 0.6830587387084961 Epoch 15: train loss 0.6195036371548971 Epoch 15: val loss 0.6800975203514099 Epoch 16: train loss 0.6354486246903738 Epoch 16: val loss 0.6762550473213196 Epoch 17: train loss 0.632566769917806 Epoch 17: val loss 0.6777535080909729 Epoch 18: train loss 0.6219444970289866 Epoch 18: val loss 0.6760979890823364 Epoch 19: train loss 0.6280410488446554 Epoch 19: val loss 0.6761106848716736 Epoch 20: train loss 0.61704699943463 Epoch 20: val loss 0.6714819669723511 Epoch 21: train loss 0.6225428630908331 Epoch 21: val loss 0.6695399880409241 Epoch 22: train loss 0.6313265363375345 Epoch 22: val loss 0.6715595722198486 Epoch 23: train loss 0.6075582901636759 Epoch 23: val loss 0.6741633415222168 Epoch 24: train loss 0.5963878482580185 Epoch 24: val loss 0.6737756729125977
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7138247154653072 Epoch 0: val loss 0.6904778480529785 Epoch 1: train loss 0.685407891869545 Epoch 1: val loss 0.6824620962142944 Epoch 2: train loss 0.6830041743814945 Epoch 2: val loss 0.6802641153335571 Epoch 3: train loss 0.6879124976694584 Epoch 3: val loss 0.6776048541069031 Epoch 4: train loss 0.6873954609036446 Epoch 4: val loss 0.6764765977859497 Epoch 5: train loss 0.6823927536606789 Epoch 5: val loss 0.669849693775177 Epoch 6: train loss 0.6763770021498203 Epoch 6: val loss 0.6657263040542603 Epoch 7: train loss 0.6613602042198181 Epoch 7: val loss 0.6663157343864441 Epoch 8: train loss 0.6663977093994617 Epoch 8: val loss 0.6657087206840515 Epoch 9: train loss 0.6528069339692593 Epoch 9: val loss 0.6641342639923096
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
8 Epoch 0: train loss 0.6750563553401402 Epoch 0: val loss 0.6731740236282349 Epoch 1: train loss 0.6583459632737296 Epoch 1: val loss 0.6597774028778076 Epoch 2: train loss 0.6364807145936149 Epoch 2: val loss 0.6481647491455078 Epoch 3: train loss 0.6176601222583226 Epoch 3: val loss 0.6321688294410706 Epoch 4: train loss 0.6099832057952881 Epoch 4: val loss 0.6171020269393921 Epoch 5: train loss 0.6076691831861224 Epoch 5: val loss 0.5980207920074463 Epoch 6: train loss 0.5573830263955253 Epoch 6: val loss 0.5899625420570374 Epoch 7: train loss 0.609608130795615 Epoch 7: val loss 0.5785742998123169 Epoch 8: train loss 0.5317834104810443 Epoch 8: val loss 0.5772960782051086 Epoch 9: train loss 0.5029775883470263 Epoch 9: val loss 0.5739601254463196 Epoch 10: train loss 0.5165172985621861 Epoch 10: val loss 0.5681610703468323 Epoch 11: train loss 0.532444851739066 Epoch 11: val loss 0.5602643489837646 Epoch 12: train loss 0.49450128419058664 Epoch 12: val loss 0.5580645203590393 Epoch 13: train loss 0.4961052196366446 Epoch 13: val loss 0.5599645972251892 Epoch 14: train loss 0.5778415671416691 Epoch 14: val loss 0.56307053565979 Epoch 15: train loss 0.4963981424059187 Epoch 15: val loss 0.579973042011261 Epoch 16: train loss 0.4807378351688385 Epoch 16: val loss 0.5964167714118958 Epoch 17: train loss 0.4801570475101471 Epoch 17: val loss 0.5741021633148193 Epoch 18: train loss 0.457770756312779 Epoch 18: val loss 0.5597177147865295 Epoch 19: train loss 0.46357751744134085 Epoch 19: val loss 0.5603082776069641 Epoch 20: train loss 0.4341555876391275 Epoch 20: val loss 0.5609932541847229 Epoch 21: train loss 0.5331149825028011 Epoch 21: val loss 0.5685710310935974 Epoch 22: train loss 0.44995305793625967 Epoch 22: val loss 0.5795278549194336 Epoch 23: train loss 0.42837233202798025 Epoch 23: val loss 0.5827257037162781 Epoch 24: train loss 0.4778494579451425 Epoch 24: val loss 0.581727921962738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6980898720877511 Epoch 0: val loss 0.6485177874565125 Epoch 1: train loss 0.6807622568947929 Epoch 1: val loss 0.6169655919075012 Epoch 2: train loss 0.6343633702823094 Epoch 2: val loss 0.6036034226417542 Epoch 3: train loss 0.6145123839378357 Epoch 3: val loss 0.5914359092712402 Epoch 4: train loss 0.6174399767603193 Epoch 4: val loss 0.5817973613739014 Epoch 5: train loss 0.5625140581812177 Epoch 5: val loss 0.5759727954864502 Epoch 6: train loss 0.5579630945410047 Epoch 6: val loss 0.5700989365577698 Epoch 7: train loss 0.5509071009499686 Epoch 7: val loss 0.5668970942497253 Epoch 8: train loss 0.5318409119333539 Epoch 8: val loss 0.564427375793457 Epoch 9: train loss 0.5851160756179264 Epoch 9: val loss 0.5621068477630615 Epoch 10: train loss 0.5191884679453713 Epoch 10: val loss 0.5619964599609375 Epoch 11: train loss 0.5572060900075095 Epoch 11: val loss 0.5641264319419861 Epoch 12: train loss 0.5289227196148464 Epoch 12: val loss 0.5624737739562988 Epoch 13: train loss 0.5362223727362496 Epoch 13: val loss 0.5654305815696716 Epoch 14: train loss 0.5232729102884021 Epoch 14: val loss 0.5682620406150818 Epoch 15: train loss 0.4913307343210493 Epoch 15: val loss 0.5710130929946899 Epoch 16: train loss 0.4938240775040218 Epoch 16: val loss 0.5713682174682617 Epoch 17: train loss 0.5085834733077458 Epoch 17: val loss 0.580250084400177 Epoch 18: train loss 0.5319119010652814 Epoch 18: val loss 0.5879305601119995 Epoch 19: train loss 0.5202294417790004 Epoch 19: val loss 0.5921927690505981 Epoch 20: train loss 0.47755536437034607 Epoch 20: val loss 0.5945457816123962 Epoch 21: train loss 0.4862826594284603 Epoch 21: val loss 0.597829282283783 Epoch 22: train loss 0.5270777600152152 Epoch 22: val loss 0.604148268699646 Epoch 23: train loss 0.46147226222923826 Epoch 23: val loss 0.6105285286903381 Epoch 24: train loss 0.4839412697723934 Epoch 24: val loss 0.6107859015464783
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7133532251630511 Epoch 0: val loss 0.6276090741157532 Epoch 1: train loss 0.6447539499827794 Epoch 1: val loss 0.6158192157745361 Epoch 2: train loss 0.6406900712421962 Epoch 2: val loss 0.5984390377998352 Epoch 3: train loss 0.6111971395356315 Epoch 3: val loss 0.585183322429657 Epoch 4: train loss 0.6065231306212289 Epoch 4: val loss 0.5770940184593201 Epoch 5: train loss 0.5709609602178846 Epoch 5: val loss 0.5700734257698059 Epoch 6: train loss 0.6129607302801949 Epoch 6: val loss 0.5650752782821655 Epoch 7: train loss 0.5471827260085514 Epoch 7: val loss 0.5675952434539795 Epoch 8: train loss 0.6097188932555062 Epoch 8: val loss 0.5628476738929749 Epoch 9: train loss 0.5610675173146384 Epoch 9: val loss 0.5658433437347412 Epoch 10: train loss 0.5656334842954364 Epoch 10: val loss 0.5630069375038147 Epoch 11: train loss 0.5362702778407505 Epoch 11: val loss 0.5596458911895752 Epoch 12: train loss 0.5242714541299003 Epoch 12: val loss 0.5564630627632141 Epoch 13: train loss 0.5640230263982501 Epoch 13: val loss 0.5553516149520874 Epoch 14: train loss 0.5647662452289036 Epoch 14: val loss 0.5560791492462158 Epoch 15: train loss 0.5608312657901219 Epoch 15: val loss 0.5584856867790222 Epoch 16: train loss 0.5378759929112026 Epoch 16: val loss 0.5608105659484863 Epoch 17: train loss 0.550223742212568 Epoch 17: val loss 0.5574855804443359 Epoch 18: train loss 0.5447381607123783 Epoch 18: val loss 0.5556733012199402 Epoch 19: train loss 0.5448939970561436 Epoch 19: val loss 0.5551285743713379 Epoch 20: train loss 0.5396367396627154 Epoch 20: val loss 0.5562959313392639 Epoch 21: train loss 0.5611430832317897 Epoch 21: val loss 0.5581393241882324 Epoch 22: train loss 0.5067311865942818 Epoch 22: val loss 0.5611668825149536 Epoch 23: train loss 0.528670574937548 Epoch 23: val loss 0.5584256649017334 Epoch 24: train loss 0.5193242260387966 Epoch 24: val loss 0.5582024455070496
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.714507349899837 Epoch 0: val loss 0.7086765170097351 Epoch 1: train loss 0.6867738451276507 Epoch 1: val loss 0.6815540790557861 Epoch 2: train loss 0.648531973361969 Epoch 2: val loss 0.6607102751731873 Epoch 3: train loss 0.6325893742697579 Epoch 3: val loss 0.6469712257385254 Epoch 4: train loss 0.5953612923622131 Epoch 4: val loss 0.6340764164924622 Epoch 5: train loss 0.6108016286577497 Epoch 5: val loss 0.6293337941169739 Epoch 6: train loss 0.6189057741846357 Epoch 6: val loss 0.6183246374130249 Epoch 7: train loss 0.5628570658820016 Epoch 7: val loss 0.6015322804450989 Epoch 8: train loss 0.6121458922113691 Epoch 8: val loss 0.5908495783805847 Epoch 9: train loss 0.5928237693650382 Epoch 9: val loss 0.5862589478492737 Epoch 10: train loss 0.5475678273609706 Epoch 10: val loss 0.5847711563110352 Epoch 11: train loss 0.5695698942456927 Epoch 11: val loss 0.5879672169685364 Epoch 12: train loss 0.5693025674138751 Epoch 12: val loss 0.5924675464630127 Epoch 13: train loss 0.5852101615497044 Epoch 13: val loss 0.5993136763572693 Epoch 14: train loss 0.5009818758283343 Epoch 14: val loss 0.6044489741325378 Epoch 15: train loss 0.5531177691050938 Epoch 15: val loss 0.6045004725456238 Epoch 16: train loss 0.5894283822604588 Epoch 16: val loss 0.600413978099823 Epoch 17: train loss 0.6061486729553768 Epoch 17: val loss 0.5918017029762268 Epoch 18: train loss 0.5536710109029498 Epoch 18: val loss 0.5830482244491577 Epoch 19: train loss 0.5457139951842171 Epoch 19: val loss 0.5973826050758362 Epoch 20: train loss 0.5537709593772888 Epoch 20: val loss 0.596461832523346 Epoch 21: train loss 0.5091307588985988 Epoch 21: val loss 0.5960887670516968 Epoch 22: train loss 0.5374153298991067 Epoch 22: val loss 0.6000175476074219 Epoch 23: train loss 0.5575338644640786 Epoch 23: val loss 0.6002346873283386 Epoch 24: train loss 0.534682401588985 Epoch 24: val loss 0.591587245464325
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6583632959259881 Epoch 0: val loss 0.6330789923667908 Epoch 1: train loss 0.6051164269447327 Epoch 1: val loss 0.604351282119751 Epoch 2: train loss 0.5948400497436523 Epoch 2: val loss 0.5896468758583069 Epoch 3: train loss 0.5642232033941481 Epoch 3: val loss 0.5875828862190247 Epoch 4: train loss 0.5501208868291643 Epoch 4: val loss 0.5891706347465515 Epoch 5: train loss 0.5541911787456937 Epoch 5: val loss 0.6041521430015564 Epoch 6: train loss 0.5315555781126022 Epoch 6: val loss 0.6159428358078003 Epoch 7: train loss 0.5622543394565582 Epoch 7: val loss 0.6255321502685547 Epoch 8: train loss 0.5215005791849561 Epoch 8: val loss 0.6245350241661072 Epoch 9: train loss 0.5780915882852342 Epoch 9: val loss 0.6246934533119202 Epoch 10: train loss 0.5400620566474067 Epoch 10: val loss 0.6285113096237183
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7094928249716759 Epoch 0: val loss 0.6814281344413757 Epoch 1: train loss 0.6489192247390747 Epoch 1: val loss 0.6591815948486328 Epoch 2: train loss 0.6247240081429482 Epoch 2: val loss 0.6339436769485474 Epoch 3: train loss 0.588969349861145 Epoch 3: val loss 0.6132130026817322 Epoch 4: train loss 0.5703365355730057 Epoch 4: val loss 0.5926525592803955 Epoch 5: train loss 0.5494751669466496 Epoch 5: val loss 0.5740833878517151 Epoch 6: train loss 0.512996718287468 Epoch 6: val loss 0.5691773891448975 Epoch 7: train loss 0.4999859631061554 Epoch 7: val loss 0.5664615631103516 Epoch 8: train loss 0.49295107647776604 Epoch 8: val loss 0.5658853650093079 Epoch 9: train loss 0.48737412691116333 Epoch 9: val loss 0.5692278146743774 Epoch 10: train loss 0.4824063442647457 Epoch 10: val loss 0.571936845779419 Epoch 11: train loss 0.4769327789545059 Epoch 11: val loss 0.5677567720413208 Epoch 12: train loss 0.47124289721250534 Epoch 12: val loss 0.562024712562561 Epoch 13: train loss 0.4632716700434685 Epoch 13: val loss 0.5623541474342346 Epoch 14: train loss 0.4822841100394726 Epoch 14: val loss 0.5591190457344055 Epoch 15: train loss 0.4582395926117897 Epoch 15: val loss 0.5565181970596313 Epoch 16: train loss 0.4671499505639076 Epoch 16: val loss 0.5584390163421631 Epoch 17: train loss 0.448777973651886 Epoch 17: val loss 0.5571343302726746 Epoch 18: train loss 0.45181427523493767 Epoch 18: val loss 0.559815526008606 Epoch 19: train loss 0.45305192470550537 Epoch 19: val loss 0.5568288564682007 Epoch 20: train loss 0.42971934005618095 Epoch 20: val loss 0.5624852180480957 Epoch 21: train loss 0.44343389943242073 Epoch 21: val loss 0.5589507222175598 Epoch 22: train loss 0.41207949444651604 Epoch 22: val loss 0.5614850521087646 Epoch 23: train loss 0.4252764657139778 Epoch 23: val loss 0.5650242567062378 Epoch 24: train loss 0.43080317229032516 Epoch 24: val loss 0.5655333995819092
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6703599467873573 Epoch 0: val loss 0.6426308155059814 Epoch 1: train loss 0.6314098760485649 Epoch 1: val loss 0.6131362915039062 Epoch 2: train loss 0.597274661064148 Epoch 2: val loss 0.5856655240058899 Epoch 3: train loss 0.5619890838861465 Epoch 3: val loss 0.5651646256446838 Epoch 4: train loss 0.5482852980494499 Epoch 4: val loss 0.5512216687202454 Epoch 5: train loss 0.5280649624764919 Epoch 5: val loss 0.5386275053024292 Epoch 6: train loss 0.5229536257684231 Epoch 6: val loss 0.5294618606567383 Epoch 7: train loss 0.5108815729618073 Epoch 7: val loss 0.5279971361160278 Epoch 8: train loss 0.5093413256108761 Epoch 8: val loss 0.5287588834762573 Epoch 9: train loss 0.5101570636034012 Epoch 9: val loss 0.5339555144309998 Epoch 10: train loss 0.48880845308303833 Epoch 10: val loss 0.5274127125740051 Epoch 11: train loss 0.4809216633439064 Epoch 11: val loss 0.5254334211349487 Epoch 12: train loss 0.4846275895833969 Epoch 12: val loss 0.5416635870933533 Epoch 13: train loss 0.4985415041446686 Epoch 13: val loss 0.54344242811203 Epoch 14: train loss 0.4897841103374958 Epoch 14: val loss 0.5352956652641296 Epoch 15: train loss 0.4738926887512207 Epoch 15: val loss 0.5302269458770752 Epoch 16: train loss 0.4632713347673416 Epoch 16: val loss 0.5254517793655396 Epoch 17: train loss 0.46201013401150703 Epoch 17: val loss 0.5228284597396851 Epoch 18: train loss 0.4442117027938366 Epoch 18: val loss 0.5232421159744263 Epoch 19: train loss 0.4440392293035984 Epoch 19: val loss 0.5188663601875305 Epoch 20: train loss 0.4395713694393635 Epoch 20: val loss 0.5247489809989929 Epoch 21: train loss 0.40939829126000404 Epoch 21: val loss 0.5380747318267822 Epoch 22: train loss 0.4405565895140171 Epoch 22: val loss 0.5530980229377747 Epoch 23: train loss 0.42910516634583473 Epoch 23: val loss 0.5493009090423584 Epoch 24: train loss 0.42718854174017906 Epoch 24: val loss 0.5375244617462158
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6609219014644623 Epoch 0: val loss 0.6580555438995361 Epoch 1: train loss 0.6158058941364288 Epoch 1: val loss 0.6351842284202576 Epoch 2: train loss 0.5957555174827576 Epoch 2: val loss 0.6094760894775391 Epoch 3: train loss 0.5754011124372482 Epoch 3: val loss 0.5887477397918701 Epoch 4: train loss 0.5583110824227333 Epoch 4: val loss 0.5667979121208191 Epoch 5: train loss 0.5375961996614933 Epoch 5: val loss 0.5529505014419556 Epoch 6: train loss 0.5335531979799271 Epoch 6: val loss 0.5461447238922119 Epoch 7: train loss 0.5167014189064503 Epoch 7: val loss 0.539932370185852 Epoch 8: train loss 0.49521420523524284 Epoch 8: val loss 0.5365041494369507 Epoch 9: train loss 0.5187231041491032 Epoch 9: val loss 0.5514076352119446 Epoch 10: train loss 0.48738786950707436 Epoch 10: val loss 0.5433451533317566 Epoch 11: train loss 0.47623689472675323 Epoch 11: val loss 0.543506383895874 Epoch 12: train loss 0.4902983419597149 Epoch 12: val loss 0.542794406414032 Epoch 13: train loss 0.47910216078162193 Epoch 13: val loss 0.5400400757789612 Epoch 14: train loss 0.46511321514844894 Epoch 14: val loss 0.5387867093086243 Epoch 15: train loss 0.4715889282524586 Epoch 15: val loss 0.5355275869369507 Epoch 16: train loss 0.481674425303936 Epoch 16: val loss 0.5483314394950867 Epoch 17: train loss 0.45978375524282455 Epoch 17: val loss 0.5380809903144836 Epoch 18: train loss 0.4346954673528671 Epoch 18: val loss 0.5456843376159668 Epoch 19: train loss 0.44966423511505127 Epoch 19: val loss 0.5526192784309387 Epoch 20: train loss 0.44827091321349144 Epoch 20: val loss 0.5487373471260071 Epoch 21: train loss 0.41741080954670906 Epoch 21: val loss 0.5644487142562866 Epoch 22: train loss 0.43603961542248726 Epoch 22: val loss 0.565615177154541 Epoch 23: train loss 0.4283946044743061 Epoch 23: val loss 0.5598447918891907 Epoch 24: train loss 0.4141891412436962 Epoch 24: val loss 0.5597713589668274
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7206859439611435 Epoch 0: val loss 0.6746969819068909 Epoch 1: train loss 0.6782485246658325 Epoch 1: val loss 0.6583454608917236 Epoch 2: train loss 0.6509048566222191 Epoch 2: val loss 0.6374388337135315 Epoch 3: train loss 0.6279009729623795 Epoch 3: val loss 0.6141228675842285 Epoch 4: train loss 0.6024655252695084 Epoch 4: val loss 0.589427649974823 Epoch 5: train loss 0.5654998607933521 Epoch 5: val loss 0.5622152090072632 Epoch 6: train loss 0.552994966506958 Epoch 6: val loss 0.536522388458252 Epoch 7: train loss 0.5334006249904633 Epoch 7: val loss 0.5223953723907471 Epoch 8: train loss 0.4911128953099251 Epoch 8: val loss 0.5194010138511658 Epoch 9: train loss 0.49381279572844505 Epoch 9: val loss 0.5139206051826477 Epoch 10: train loss 0.4883355274796486 Epoch 10: val loss 0.5124936699867249 Epoch 11: train loss 0.48914996162056923 Epoch 11: val loss 0.515311062335968 Epoch 12: train loss 0.47665615379810333 Epoch 12: val loss 0.5149176120758057 Epoch 13: train loss 0.4577968046069145 Epoch 13: val loss 0.5131927132606506 Epoch 14: train loss 0.46548304334282875 Epoch 14: val loss 0.5221441984176636 Epoch 15: train loss 0.4704802706837654 Epoch 15: val loss 0.5222046971321106 Epoch 16: train loss 0.45343631878495216 Epoch 16: val loss 0.5277861952781677 Epoch 17: train loss 0.44107652455568314 Epoch 17: val loss 0.5325422286987305 Epoch 18: train loss 0.45764484629034996 Epoch 18: val loss 0.5363840460777283 Epoch 19: train loss 0.4358843229711056 Epoch 19: val loss 0.5413973927497864 Epoch 20: train loss 0.4206962175667286 Epoch 20: val loss 0.5433048605918884 Epoch 21: train loss 0.42513692006468773 Epoch 21: val loss 0.5471327900886536 Epoch 22: train loss 0.42626427859067917 Epoch 22: val loss 0.5436141490936279 Epoch 23: train loss 0.4153260439634323 Epoch 23: val loss 0.5525386333465576 Epoch 24: train loss 0.4224785901606083 Epoch 24: val loss 0.5540647506713867
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6545492356473749 Epoch 0: val loss 0.6517314910888672 Epoch 1: train loss 0.6066330725496466 Epoch 1: val loss 0.6186524033546448 Epoch 2: train loss 0.5814037377184088 Epoch 2: val loss 0.584577202796936 Epoch 3: train loss 0.5600657571445812 Epoch 3: val loss 0.5619472861289978 Epoch 4: train loss 0.5203468935056166 Epoch 4: val loss 0.5437738299369812 Epoch 5: train loss 0.4888126633384011 Epoch 5: val loss 0.5297781825065613 Epoch 6: train loss 0.5007446787574075 Epoch 6: val loss 0.5151383280754089 Epoch 7: train loss 0.48689083619551227 Epoch 7: val loss 0.5095723271369934 Epoch 8: train loss 0.4755065847526897 Epoch 8: val loss 0.5158120393753052 Epoch 9: train loss 0.47878773645921185 Epoch 9: val loss 0.5172927379608154 Epoch 10: train loss 0.47726673700592737 Epoch 10: val loss 0.5151546597480774 Epoch 11: train loss 0.4611140652136369 Epoch 11: val loss 0.5146179795265198 Epoch 12: train loss 0.46329308910803363 Epoch 12: val loss 0.5161212086677551 Epoch 13: train loss 0.45931442217393353 Epoch 13: val loss 0.5085450410842896 Epoch 14: train loss 0.4691472757946361 Epoch 14: val loss 0.5092282891273499
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6644053637981415 Epoch 0: val loss 0.6474711894989014 Epoch 1: train loss 0.6279579818248748 Epoch 1: val loss 0.6058529019355774 Epoch 2: train loss 0.5824723452329635 Epoch 2: val loss 0.5744073987007141 Epoch 3: train loss 0.5643584161996842 Epoch 3: val loss 0.5526930093765259 Epoch 4: train loss 0.56147301197052 Epoch 4: val loss 0.5459299683570862 Epoch 5: train loss 0.5302796512842178 Epoch 5: val loss 0.5288130044937134 Epoch 6: train loss 0.5182429492473603 Epoch 6: val loss 0.5241170525550842 Epoch 7: train loss 0.5121708989143372 Epoch 7: val loss 0.526875376701355 Epoch 8: train loss 0.5249395430088043 Epoch 8: val loss 0.5248047113418579 Epoch 9: train loss 0.5099048793315888 Epoch 9: val loss 0.5384204387664795 Epoch 10: train loss 0.5250494003295898 Epoch 10: val loss 0.5369026064872742 Epoch 11: train loss 0.4843679279088974 Epoch 11: val loss 0.5431350469589233 Epoch 12: train loss 0.488011845946312 Epoch 12: val loss 0.54194176197052 Epoch 13: train loss 0.4736573129892349 Epoch 13: val loss 0.5426607131958008 Epoch 14: train loss 0.4789162874221802 Epoch 14: val loss 0.5479128956794739 Epoch 15: train loss 0.44527378082275393 Epoch 15: val loss 0.5504949688911438 Epoch 16: train loss 0.46674268543720243 Epoch 16: val loss 0.5545164942741394 Epoch 17: train loss 0.4537650227546692 Epoch 17: val loss 0.5586220026016235 Epoch 18: train loss 0.48079060614109037 Epoch 18: val loss 0.5687745213508606 Epoch 19: train loss 0.44130799472332 Epoch 19: val loss 0.572555661201477 Epoch 20: train loss 0.45127117037773135 Epoch 20: val loss 0.578945517539978 Epoch 21: train loss 0.4271760851144791 Epoch 21: val loss 0.5866501331329346 Epoch 22: train loss 0.4667047291994095 Epoch 22: val loss 0.591851532459259 Epoch 23: train loss 0.4529152065515518 Epoch 23: val loss 0.5865907073020935 Epoch 24: train loss 0.4282648652791977 Epoch 24: val loss 0.5888044834136963
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6870326340198517 Epoch 0: val loss 0.6767962574958801 Epoch 1: train loss 0.6345368087291717 Epoch 1: val loss 0.6461639404296875 Epoch 2: train loss 0.5748456120491028 Epoch 2: val loss 0.6319200396537781 Epoch 3: train loss 0.5659622430801392 Epoch 3: val loss 0.6215300559997559 Epoch 4: train loss 0.5312364846467972 Epoch 4: val loss 0.607190728187561 Epoch 5: train loss 0.5202394843101501 Epoch 5: val loss 0.6030890941619873 Epoch 6: train loss 0.536765244603157 Epoch 6: val loss 0.5928341150283813 Epoch 7: train loss 0.48218690752983095 Epoch 7: val loss 0.585361659526825 Epoch 8: train loss 0.5171528369188308 Epoch 8: val loss 0.5837864279747009 Epoch 9: train loss 0.49587642550468447 Epoch 9: val loss 0.5831620693206787 Epoch 10: train loss 0.4902606666088104 Epoch 10: val loss 0.5876553058624268 Epoch 11: train loss 0.5002546817064285 Epoch 11: val loss 0.5927006006240845 Epoch 12: train loss 0.48690199553966523 Epoch 12: val loss 0.5989801287651062 Epoch 13: train loss 0.4784459710121155 Epoch 13: val loss 0.5963091850280762 Epoch 14: train loss 0.4694488376379013 Epoch 14: val loss 0.5896443724632263 Epoch 15: train loss 0.49404374659061434 Epoch 15: val loss 0.5927207469940186 Epoch 16: train loss 0.4484633579850197 Epoch 16: val loss 0.5946723818778992 Epoch 17: train loss 0.45444751977920533 Epoch 17: val loss 0.5919550657272339 Epoch 18: train loss 0.4538960486650467 Epoch 18: val loss 0.6034057140350342 Epoch 19: train loss 0.46498538851737975 Epoch 19: val loss 0.607907772064209 Epoch 20: train loss 0.4615769863128662 Epoch 20: val loss 0.6031961441040039 Epoch 21: train loss 0.434898379445076 Epoch 21: val loss 0.6053926348686218 Epoch 22: train loss 0.459659144282341 Epoch 22: val loss 0.6106386780738831 Epoch 23: train loss 0.4432657539844513 Epoch 23: val loss 0.6160444021224976 Epoch 24: train loss 0.44031632840633395 Epoch 24: val loss 0.6229962706565857
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7037739515304565 Epoch 0: val loss 0.6610929369926453 Epoch 1: train loss 0.6604449093341828 Epoch 1: val loss 0.617969810962677 Epoch 2: train loss 0.5931506633758545 Epoch 2: val loss 0.5757350921630859 Epoch 3: train loss 0.5665991187095643 Epoch 3: val loss 0.5487638711929321 Epoch 4: train loss 0.5720701277256012 Epoch 4: val loss 0.5349968075752258 Epoch 5: train loss 0.5386678993701934 Epoch 5: val loss 0.5337518453598022 Epoch 6: train loss 0.5348443061113357 Epoch 6: val loss 0.5301205515861511 Epoch 7: train loss 0.5180599361658096 Epoch 7: val loss 0.5291992425918579 Epoch 8: train loss 0.5226488620042801 Epoch 8: val loss 0.5305196046829224 Epoch 9: train loss 0.5160548776388169 Epoch 9: val loss 0.5346640944480896 Epoch 10: train loss 0.5103168159723281 Epoch 10: val loss 0.5273439288139343 Epoch 11: train loss 0.4831250846385956 Epoch 11: val loss 0.5306634306907654 Epoch 12: train loss 0.5074524939060211 Epoch 12: val loss 0.5432636737823486 Epoch 13: train loss 0.4839111685752869 Epoch 13: val loss 0.534186601638794 Epoch 14: train loss 0.47079730331897734 Epoch 14: val loss 0.5330328941345215 Epoch 15: train loss 0.5171685665845871 Epoch 15: val loss 0.5322389006614685 Epoch 16: train loss 0.4986244887113571 Epoch 16: val loss 0.5427219271659851 Epoch 17: train loss 0.46213445365428923 Epoch 17: val loss 0.5411869883537292 Epoch 18: train loss 0.4255433022975922 Epoch 18: val loss 0.5415849089622498 Epoch 19: train loss 0.4580469042062759 Epoch 19: val loss 0.5472943782806396 Epoch 20: train loss 0.4415414735674858 Epoch 20: val loss 0.5520323514938354 Epoch 21: train loss 0.46079115867614745 Epoch 21: val loss 0.5559705495834351 Epoch 22: train loss 0.4093832403421402 Epoch 22: val loss 0.5633592009544373 Epoch 23: train loss 0.42644757479429246 Epoch 23: val loss 0.5571898818016052 Epoch 24: train loss 0.4323758274316788 Epoch 24: val loss 0.5610334873199463
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7072415471076965 Epoch 0: val loss 0.6744678616523743 Epoch 1: train loss 0.6633555233478546 Epoch 1: val loss 0.6445069313049316 Epoch 2: train loss 0.6208781480789185 Epoch 2: val loss 0.6144980192184448 Epoch 3: train loss 0.607470589876175 Epoch 3: val loss 0.5885360836982727 Epoch 4: train loss 0.5710486054420472 Epoch 4: val loss 0.5600852370262146 Epoch 5: train loss 0.5697650492191315 Epoch 5: val loss 0.5381970405578613 Epoch 6: train loss 0.5274692267179489 Epoch 6: val loss 0.5233170390129089 Epoch 7: train loss 0.519378250837326 Epoch 7: val loss 0.519136369228363 Epoch 8: train loss 0.49695162773132323 Epoch 8: val loss 0.5238340497016907 Epoch 9: train loss 0.5140131771564483 Epoch 9: val loss 0.5219824314117432 Epoch 10: train loss 0.4967671871185303 Epoch 10: val loss 0.5198547840118408 Epoch 11: train loss 0.49650901556015015 Epoch 11: val loss 0.5239096879959106 Epoch 12: train loss 0.4880923718214035 Epoch 12: val loss 0.5235525965690613 Epoch 13: train loss 0.48389482498168945 Epoch 13: val loss 0.5209712386131287 Epoch 14: train loss 0.49435158967971804 Epoch 14: val loss 0.5240126252174377 Epoch 15: train loss 0.48852342963218687 Epoch 15: val loss 0.5230741500854492 Epoch 16: train loss 0.4740752011537552 Epoch 16: val loss 0.5214724540710449 Epoch 17: train loss 0.48329542577266693 Epoch 17: val loss 0.5232641100883484 Epoch 18: train loss 0.48234746158123015 Epoch 18: val loss 0.5331560373306274 Epoch 19: train loss 0.47840232253074644 Epoch 19: val loss 0.5362992286682129 Epoch 20: train loss 0.476355054974556 Epoch 20: val loss 0.5333149433135986 Epoch 21: train loss 0.4704854696989059 Epoch 21: val loss 0.532703161239624 Epoch 22: train loss 0.4717065244913101 Epoch 22: val loss 0.5368472337722778 Epoch 23: train loss 0.46141832172870634 Epoch 23: val loss 0.5367038249969482 Epoch 24: train loss 0.455176904797554 Epoch 24: val loss 0.5383025407791138
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6664383824055011 Epoch 0: val loss 0.6639531254768372 Epoch 1: train loss 0.5915335966990545 Epoch 1: val loss 0.6174004673957825 Epoch 2: train loss 0.5641109232719128 Epoch 2: val loss 0.5916607975959778 Epoch 3: train loss 0.5251424977412591 Epoch 3: val loss 0.5805019736289978 Epoch 4: train loss 0.5229262870091659 Epoch 4: val loss 0.5784028768539429 Epoch 5: train loss 0.5023412910791544 Epoch 5: val loss 0.5765263438224792 Epoch 6: train loss 0.5090930026311141 Epoch 6: val loss 0.5650167465209961 Epoch 7: train loss 0.5090543742363269 Epoch 7: val loss 0.561530351638794 Epoch 8: train loss 0.48755998336351836 Epoch 8: val loss 0.5581294298171997 Epoch 9: train loss 0.5047107315980471 Epoch 9: val loss 0.5556458830833435 Epoch 10: train loss 0.48095108224795413 Epoch 10: val loss 0.5483975410461426 Epoch 11: train loss 0.4947017798056969 Epoch 11: val loss 0.5410862565040588 Epoch 12: train loss 0.4830463459858528 Epoch 12: val loss 0.5362284183502197
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6868796216117011 Epoch 0: val loss 0.6920278668403625 Epoch 1: train loss 0.6714265412754483 Epoch 1: val loss 0.6862844824790955 Epoch 2: train loss 0.6567872563997904 Epoch 2: val loss 0.6801912784576416 Epoch 3: train loss 0.6497937904463874 Epoch 3: val loss 0.6753523349761963 Epoch 4: train loss 0.6408811145358615 Epoch 4: val loss 0.6730195879936218 Epoch 5: train loss 0.6411549780103896 Epoch 5: val loss 0.6704283356666565 Epoch 6: train loss 0.6296224329206679 Epoch 6: val loss 0.6694818139076233 Epoch 7: train loss 0.6151174770461189 Epoch 7: val loss 0.6699971556663513 Epoch 8: train loss 0.6070807311269972 Epoch 8: val loss 0.6700490117073059 Epoch 9: train loss 0.5809382796287537 Epoch 9: val loss 0.6729302406311035 Epoch 10: train loss 0.5823258691363864 Epoch 10: val loss 0.6794357299804688 Epoch 11: train loss 0.5809247493743896 Epoch 11: val loss 0.6825237274169922 Epoch 12: train loss 0.5542991128232744 Epoch 12: val loss 0.6827059388160706 Epoch 13: train loss 0.5569820635848575 Epoch 13: val loss 0.686909019947052 Epoch 14: train loss 0.566526730855306 Epoch 14: val loss 0.6908807754516602 Epoch 15: train loss 0.5502360827393002 Epoch 15: val loss 0.6945379376411438 Epoch 16: train loss 0.5289309786425697 Epoch 16: val loss 0.7006394267082214 Epoch 17: train loss 0.5238459077146318 Epoch 17: val loss 0.7028585076332092 Epoch 18: train loss 0.5275989340411292 Epoch 18: val loss 0.696281373500824 Epoch 19: train loss 0.5207856761084663 Epoch 19: val loss 0.6911535859107971 Epoch 20: train loss 0.5078827838102976 Epoch 20: val loss 0.6836917400360107 Epoch 21: train loss 0.5159238113297356 Epoch 21: val loss 0.6896876692771912 Epoch 22: train loss 0.5041841069857279 Epoch 22: val loss 0.6979839205741882 Epoch 23: train loss 0.5019560522503324 Epoch 23: val loss 0.7046005129814148 Epoch 24: train loss 0.5068187812964121 Epoch 24: val loss 0.7060618996620178
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963056061002943 Epoch 0: val loss 0.6808054447174072 Epoch 1: train loss 0.6736978226237826 Epoch 1: val loss 0.6742658615112305 Epoch 2: train loss 0.6615905430581834 Epoch 2: val loss 0.6699157357215881 Epoch 3: train loss 0.6551157434781393 Epoch 3: val loss 0.6658414602279663 Epoch 4: train loss 0.6371435589260526 Epoch 4: val loss 0.6631620526313782 Epoch 5: train loss 0.6295376949840121 Epoch 5: val loss 0.660548210144043 Epoch 6: train loss 0.606445206536187 Epoch 6: val loss 0.6569638252258301 Epoch 7: train loss 0.6034555236498514 Epoch 7: val loss 0.6535502672195435 Epoch 8: train loss 0.5987130403518677 Epoch 8: val loss 0.6480674743652344 Epoch 9: train loss 0.5796336266729567 Epoch 9: val loss 0.6404891610145569 Epoch 10: train loss 0.5779637727472517 Epoch 10: val loss 0.6392002701759338 Epoch 11: train loss 0.563687394062678 Epoch 11: val loss 0.6371880173683167 Epoch 12: train loss 0.5652287834220462 Epoch 12: val loss 0.6385431885719299 Epoch 13: train loss 0.5611924363507165 Epoch 13: val loss 0.6352310180664062 Epoch 14: train loss 0.5512303610642751 Epoch 14: val loss 0.6284237504005432 Epoch 15: train loss 0.53659169210328 Epoch 15: val loss 0.628282368183136 Epoch 16: train loss 0.537630601061715 Epoch 16: val loss 0.627992570400238 Epoch 17: train loss 0.5383649435308244 Epoch 17: val loss 0.6255581378936768 Epoch 18: train loss 0.5331876873970032 Epoch 18: val loss 0.6280580163002014 Epoch 19: train loss 0.5270032054848142 Epoch 19: val loss 0.6256687641143799 Epoch 20: train loss 0.5198038021723429 Epoch 20: val loss 0.6216043829917908 Epoch 21: train loss 0.5016684432824453 Epoch 21: val loss 0.6317759156227112 Epoch 22: train loss 0.5121733314461179 Epoch 22: val loss 0.6274560689926147 Epoch 23: train loss 0.5070641934871674 Epoch 23: val loss 0.6241472363471985 Epoch 24: train loss 0.5338780813746982 Epoch 24: val loss 0.6336349248886108
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967898673481412 Epoch 0: val loss 0.6884709000587463 Epoch 1: train loss 0.691317598025004 Epoch 1: val loss 0.6799059510231018 Epoch 2: train loss 0.6891864604420133 Epoch 2: val loss 0.6726563572883606 Epoch 3: train loss 0.6730971137682596 Epoch 3: val loss 0.6661765575408936 Epoch 4: train loss 0.6784015165434943 Epoch 4: val loss 0.6600226163864136 Epoch 5: train loss 0.6494961182276408 Epoch 5: val loss 0.6535292267799377 Epoch 6: train loss 0.6356871061854892 Epoch 6: val loss 0.6441476345062256 Epoch 7: train loss 0.6328622632556491 Epoch 7: val loss 0.6327528357505798 Epoch 8: train loss 0.626943998866611 Epoch 8: val loss 0.6242933869361877 Epoch 9: train loss 0.6189288828108046 Epoch 9: val loss 0.6143698692321777 Epoch 10: train loss 0.6212924520174662 Epoch 10: val loss 0.6026034951210022 Epoch 11: train loss 0.6213338507546319 Epoch 11: val loss 0.5908125042915344 Epoch 12: train loss 0.5937734047571818 Epoch 12: val loss 0.5794696807861328 Epoch 13: train loss 0.5919997758335538 Epoch 13: val loss 0.565671443939209 Epoch 14: train loss 0.6089728739526536 Epoch 14: val loss 0.5584841370582581 Epoch 15: train loss 0.5893539124064975 Epoch 15: val loss 0.5574089288711548 Epoch 16: train loss 0.5834609535005357 Epoch 16: val loss 0.5556683540344238 Epoch 17: train loss 0.5893736415439181 Epoch 17: val loss 0.5375257134437561 Epoch 18: train loss 0.5925072729587555 Epoch 18: val loss 0.5291174054145813 Epoch 19: train loss 0.5567746758460999 Epoch 19: val loss 0.5296770930290222 Epoch 20: train loss 0.5585650338066949 Epoch 20: val loss 0.5310772657394409 Epoch 21: train loss 0.5267560084660848 Epoch 21: val loss 0.526263415813446 Epoch 22: train loss 0.5395328336291842 Epoch 22: val loss 0.5275313854217529 Epoch 23: train loss 0.5430373483233981 Epoch 23: val loss 0.5203773379325867 Epoch 24: train loss 0.5394180946879916 Epoch 24: val loss 0.5146669745445251
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7019531461927626 Epoch 0: val loss 0.6874411106109619 Epoch 1: train loss 0.6799837748209635 Epoch 1: val loss 0.6795563697814941 Epoch 2: train loss 0.6696882181697421 Epoch 2: val loss 0.6724407076835632 Epoch 3: train loss 0.660853796535068 Epoch 3: val loss 0.6668434739112854 Epoch 4: train loss 0.6435209446483188 Epoch 4: val loss 0.6593470573425293 Epoch 5: train loss 0.6469918025864495 Epoch 5: val loss 0.6500793695449829 Epoch 6: train loss 0.6357870035701327 Epoch 6: val loss 0.6380129456520081 Epoch 7: train loss 0.6196339593993293 Epoch 7: val loss 0.631631076335907 Epoch 8: train loss 0.6095650262302823 Epoch 8: val loss 0.6240959763526917 Epoch 9: train loss 0.612475229634179 Epoch 9: val loss 0.6169647574424744 Epoch 10: train loss 0.6037462221251594 Epoch 10: val loss 0.6089385151863098 Epoch 11: train loss 0.583366870880127 Epoch 11: val loss 0.604699432849884 Epoch 12: train loss 0.5905230773819817 Epoch 12: val loss 0.5954943299293518 Epoch 13: train loss 0.5722962949011061 Epoch 13: val loss 0.5959557294845581 Epoch 14: train loss 0.5452461938063303 Epoch 14: val loss 0.5946941375732422 Epoch 15: train loss 0.5531607435809242 Epoch 15: val loss 0.5906004309654236 Epoch 16: train loss 0.5473392009735107 Epoch 16: val loss 0.587364137172699 Epoch 17: train loss 0.5445616510179307 Epoch 17: val loss 0.5970032811164856 Epoch 18: train loss 0.49980830815103316 Epoch 18: val loss 0.6012792587280273 Epoch 19: train loss 0.5204826891422272 Epoch 19: val loss 0.6076822876930237 Epoch 20: train loss 0.5135017070505354 Epoch 20: val loss 0.6129693984985352 Epoch 21: train loss 0.5020548701286316 Epoch 21: val loss 0.6148726344108582 Epoch 22: train loss 0.5375645856062571 Epoch 22: val loss 0.6196222305297852 Epoch 23: train loss 0.4973299702008565 Epoch 23: val loss 0.6220070719718933 Epoch 24: train loss 0.49283261762724984 Epoch 24: val loss 0.6352893114089966
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6810346841812134 Epoch 0: val loss 0.6895210146903992 Epoch 1: train loss 0.6678365965684255 Epoch 1: val loss 0.6745828986167908 Epoch 2: train loss 0.6445729533831278 Epoch 2: val loss 0.6599016189575195 Epoch 3: train loss 0.6367697616418203 Epoch 3: val loss 0.6468174457550049 Epoch 4: train loss 0.6130071630080541 Epoch 4: val loss 0.6318831443786621 Epoch 5: train loss 0.5922074417273203 Epoch 5: val loss 0.6209091544151306 Epoch 6: train loss 0.5995277663071951 Epoch 6: val loss 0.6116650104522705 Epoch 7: train loss 0.5876592174172401 Epoch 7: val loss 0.602368175983429 Epoch 8: train loss 0.5728717843691508 Epoch 8: val loss 0.5982171893119812 Epoch 9: train loss 0.5665666908025742 Epoch 9: val loss 0.5910822153091431 Epoch 10: train loss 0.5501171375314394 Epoch 10: val loss 0.5890106558799744 Epoch 11: train loss 0.5382308115561804 Epoch 11: val loss 0.5882982015609741 Epoch 12: train loss 0.5458386565248171 Epoch 12: val loss 0.5869201421737671 Epoch 13: train loss 0.5408423443635305 Epoch 13: val loss 0.5857647657394409 Epoch 14: train loss 0.5478775377074877 Epoch 14: val loss 0.5921262502670288 Epoch 15: train loss 0.5368869826197624 Epoch 15: val loss 0.5733523368835449 Epoch 16: train loss 0.532859705388546 Epoch 16: val loss 0.570460319519043 Epoch 17: train loss 0.5100372085968653 Epoch 17: val loss 0.5636724829673767 Epoch 18: train loss 0.5362255821625391 Epoch 18: val loss 0.5557555556297302
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7227904959158464 Epoch 0: val loss 0.6731581091880798 Epoch 1: train loss 0.6717382777820934 Epoch 1: val loss 0.6579607725143433 Epoch 2: train loss 0.6739758415655657 Epoch 2: val loss 0.6459032893180847 Epoch 3: train loss 0.6473429311405529 Epoch 3: val loss 0.6334152817726135 Epoch 4: train loss 0.6258319399573586 Epoch 4: val loss 0.6270386576652527 Epoch 5: train loss 0.5997027321295305 Epoch 5: val loss 0.6184168457984924 Epoch 6: train loss 0.6054037700999867 Epoch 6: val loss 0.6086598634719849 Epoch 7: train loss 0.5885989720171149 Epoch 7: val loss 0.5972798466682434 Epoch 8: train loss 0.5855455750768835 Epoch 8: val loss 0.5929222702980042 Epoch 9: train loss 0.5898392254656012 Epoch 9: val loss 0.5816859006881714 Epoch 10: train loss 0.5680212866176259 Epoch 10: val loss 0.5718380212783813 Epoch 11: train loss 0.5594345466657118 Epoch 11: val loss 0.5695756077766418 Epoch 12: train loss 0.554142106663097 Epoch 12: val loss 0.5673769116401672 Epoch 13: train loss 0.5696211132136259 Epoch 13: val loss 0.5781288743019104 Epoch 14: train loss 0.5541309335015037 Epoch 14: val loss 0.5637165904045105 Epoch 15: train loss 0.5198526030237024 Epoch 15: val loss 0.5597139000892639 Epoch 16: train loss 0.5328412408178503 Epoch 16: val loss 0.5544707179069519 Epoch 17: train loss 0.5236692347309806 Epoch 17: val loss 0.5651975274085999 Epoch 18: train loss 0.5179056362672285 Epoch 18: val loss 0.5508809685707092 Epoch 19: train loss 0.5202051428231326 Epoch 19: val loss 0.5485324263572693 Epoch 20: train loss 0.5103784989226948 Epoch 20: val loss 0.5585867762565613 Epoch 21: train loss 0.5071850554509596 Epoch 21: val loss 0.5593478083610535 Epoch 22: train loss 0.4919550581411882 Epoch 22: val loss 0.5627647042274475 Epoch 23: train loss 0.47308544408191333 Epoch 23: val loss 0.550664484500885 Epoch 24: train loss 0.4877463172782551 Epoch 24: val loss 0.553635835647583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6759967316280712 Epoch 0: val loss 0.6786246299743652 Epoch 1: train loss 0.6549983539364554 Epoch 1: val loss 0.668992280960083 Epoch 2: train loss 0.6385106986219232 Epoch 2: val loss 0.6611104607582092 Epoch 3: train loss 0.606694221496582 Epoch 3: val loss 0.6544092893600464 Epoch 4: train loss 0.586755405772816 Epoch 4: val loss 0.647855818271637 Epoch 5: train loss 0.6058260798454285 Epoch 5: val loss 0.6439348459243774 Epoch 6: train loss 0.5508816811171445 Epoch 6: val loss 0.6414117217063904 Epoch 7: train loss 0.5674462697722695 Epoch 7: val loss 0.6400771141052246 Epoch 8: train loss 0.5565817789597944 Epoch 8: val loss 0.638197660446167 Epoch 9: train loss 0.52393592487682 Epoch 9: val loss 0.6418133974075317 Epoch 10: train loss 0.509953192689202 Epoch 10: val loss 0.6394490599632263 Epoch 11: train loss 0.5330377844246951 Epoch 11: val loss 0.6349343657493591 Epoch 12: train loss 0.5192113437435844 Epoch 12: val loss 0.6297034621238708 Epoch 13: train loss 0.5199437656185844 Epoch 13: val loss 0.6195250749588013 Epoch 14: train loss 0.5128294446251609 Epoch 14: val loss 0.6146112680435181 Epoch 15: train loss 0.49808475375175476 Epoch 15: val loss 0.6121019124984741 Epoch 16: train loss 0.4993497675115412 Epoch 16: val loss 0.6124588251113892 Epoch 17: train loss 0.4856068898331035 Epoch 17: val loss 0.6171680092811584 Epoch 18: train loss 0.47842458432370966 Epoch 18: val loss 0.6165605783462524 Epoch 19: train loss 0.45807209610939026 Epoch 19: val loss 0.6245183944702148 Epoch 20: train loss 0.4815198941664262 Epoch 20: val loss 0.6302062273025513 Epoch 21: train loss 0.4583464806730097 Epoch 21: val loss 0.6192731261253357 Epoch 22: train loss 0.4895710349082947 Epoch 22: val loss 0.6251653432846069 Epoch 23: train loss 0.45405278964476153 Epoch 23: val loss 0.6454167366027832 Epoch 24: train loss 0.44211508198217914 Epoch 24: val loss 0.6390776038169861
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931737823919817 Epoch 0: val loss 0.6578262448310852 Epoch 1: train loss 0.6544173847545277 Epoch 1: val loss 0.6318074464797974 Epoch 2: train loss 0.6496262496167963 Epoch 2: val loss 0.6121198534965515 Epoch 3: train loss 0.6237322254614397 Epoch 3: val loss 0.6009413003921509 Epoch 4: train loss 0.6158448674462058 Epoch 4: val loss 0.592102587223053 Epoch 5: train loss 0.6018747362223539 Epoch 5: val loss 0.5891121029853821 Epoch 6: train loss 0.5964423607696187 Epoch 6: val loss 0.5843168497085571 Epoch 7: train loss 0.5967191539027474 Epoch 7: val loss 0.5826974511146545 Epoch 8: train loss 0.5770611031488939 Epoch 8: val loss 0.5772566795349121 Epoch 9: train loss 0.5635738183151592 Epoch 9: val loss 0.5723706483840942 Epoch 10: train loss 0.5363030216910623 Epoch 10: val loss 0.5803263187408447 Epoch 11: train loss 0.5414799072525718 Epoch 11: val loss 0.5727274417877197 Epoch 12: train loss 0.5525746724822305 Epoch 12: val loss 0.574130654335022 Epoch 13: train loss 0.5263595255938444 Epoch 13: val loss 0.5680609345436096 Epoch 14: train loss 0.5329202928326346 Epoch 14: val loss 0.5704585909843445 Epoch 15: train loss 0.534054921431975 Epoch 15: val loss 0.5732492208480835 Epoch 16: train loss 0.5042667226357893 Epoch 16: val loss 0.5643008947372437 Epoch 17: train loss 0.5078080648725684 Epoch 17: val loss 0.5740573406219482 Epoch 18: train loss 0.5064888786185872 Epoch 18: val loss 0.5858535170555115 Epoch 19: train loss 0.49500459974462335 Epoch 19: val loss 0.572593629360199 Epoch 20: train loss 0.4987312284382907 Epoch 20: val loss 0.5741519927978516 Epoch 21: train loss 0.4865612198006023 Epoch 21: val loss 0.561732292175293 Epoch 22: train loss 0.4819439161907543 Epoch 22: val loss 0.5740645527839661 Epoch 23: train loss 0.48641458424654876 Epoch 23: val loss 0.5780871510505676 Epoch 24: train loss 0.5323194753039967 Epoch 24: val loss 0.589022159576416
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6900834061882712 Epoch 0: val loss 0.6585967540740967 Epoch 1: train loss 0.6698711785403165 Epoch 1: val loss 0.6391074657440186 Epoch 2: train loss 0.6246952631256797 Epoch 2: val loss 0.6218299269676208 Epoch 3: train loss 0.6333016861568798 Epoch 3: val loss 0.6084913015365601 Epoch 4: train loss 0.6048097854310815 Epoch 4: val loss 0.5972808003425598 Epoch 5: train loss 0.6039431691169739 Epoch 5: val loss 0.5900040864944458 Epoch 6: train loss 0.5868630896915089 Epoch 6: val loss 0.5865178108215332 Epoch 7: train loss 0.5924260074442084 Epoch 7: val loss 0.5786863565444946 Epoch 8: train loss 0.5844554630192843 Epoch 8: val loss 0.5751768946647644 Epoch 9: train loss 0.5757235776294362 Epoch 9: val loss 0.5741164684295654 Epoch 10: train loss 0.5689971826293252 Epoch 10: val loss 0.5606663227081299 Epoch 11: train loss 0.5696164803071455 Epoch 11: val loss 0.5498698353767395 Epoch 12: train loss 0.5624956813725558 Epoch 12: val loss 0.5369352102279663 Epoch 13: train loss 0.5551017360253767 Epoch 13: val loss 0.521350622177124 Epoch 14: train loss 0.5549826215613972 Epoch 14: val loss 0.5139814019203186 Epoch 15: train loss 0.5255954130129381 Epoch 15: val loss 0.5079678893089294 Epoch 16: train loss 0.5101275416937742 Epoch 16: val loss 0.49977466464042664 Epoch 17: train loss 0.5297224142334678 Epoch 17: val loss 0.4996808171272278 Epoch 18: train loss 0.5254117331721566 Epoch 18: val loss 0.5102282762527466 Epoch 19: train loss 0.5171092288060621 Epoch 19: val loss 0.49753662943840027 Epoch 20: train loss 0.5017620514739644 Epoch 20: val loss 0.49228814244270325 Epoch 21: train loss 0.5033892393112183 Epoch 21: val loss 0.4888996183872223 Epoch 22: train loss 0.4868395843289115 Epoch 22: val loss 0.48026132583618164 Epoch 23: train loss 0.48519228534264996 Epoch 23: val loss 0.4916810393333435 Epoch 24: train loss 0.4999997886744412 Epoch 24: val loss 0.49456071853637695
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6861300255571093 Epoch 0: val loss 0.6778521537780762 Epoch 1: train loss 0.6312403508595058 Epoch 1: val loss 0.6530566811561584 Epoch 2: train loss 0.6099151798657009 Epoch 2: val loss 0.6553700566291809 Epoch 3: train loss 0.5979647721563067 Epoch 3: val loss 0.6528456807136536 Epoch 4: train loss 0.5787216531378883 Epoch 4: val loss 0.6595850586891174 Epoch 5: train loss 0.5597241244145802 Epoch 5: val loss 0.6402303576469421 Epoch 6: train loss 0.5527018862111228 Epoch 6: val loss 0.640887439250946 Epoch 7: train loss 0.5597640488828931 Epoch 7: val loss 0.64570152759552 Epoch 8: train loss 0.545315465756825 Epoch 8: val loss 0.6321908831596375 Epoch 9: train loss 0.5332652117524829 Epoch 9: val loss 0.6425677537918091 Epoch 10: train loss 0.522596578512873 Epoch 10: val loss 0.6429126858711243 Epoch 11: train loss 0.5424818268844059 Epoch 11: val loss 0.6248669028282166 Epoch 12: train loss 0.5212893379586083 Epoch 12: val loss 0.6366508603096008 Epoch 13: train loss 0.513209308896746 Epoch 13: val loss 0.647770881652832 Epoch 14: train loss 0.5179839049066816 Epoch 14: val loss 0.6314805150032043 Epoch 15: train loss 0.4989597073623112 Epoch 15: val loss 0.6297538876533508 Epoch 16: train loss 0.49453090131282806 Epoch 16: val loss 0.6396857500076294 Epoch 17: train loss 0.47682070306369234 Epoch 17: val loss 0.6280403137207031 Epoch 18: train loss 0.4830318582909448 Epoch 18: val loss 0.6201022863388062 Epoch 19: train loss 0.4794964428458895 Epoch 19: val loss 0.6340174078941345 Epoch 20: train loss 0.47320553234645296 Epoch 20: val loss 0.61988365650177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7098833388752408 Epoch 0: val loss 0.6798120737075806 Epoch 1: train loss 0.6912589801682366 Epoch 1: val loss 0.67072993516922 Epoch 2: train loss 0.6788989239268832 Epoch 2: val loss 0.6640568971633911 Epoch 3: train loss 0.6709837516148885 Epoch 3: val loss 0.6573313474655151 Epoch 4: train loss 0.6542309390174018 Epoch 4: val loss 0.6507693529129028 Epoch 5: train loss 0.6533850166532729 Epoch 5: val loss 0.6456947922706604 Epoch 6: train loss 0.6531828112072415 Epoch 6: val loss 0.642500638961792 Epoch 7: train loss 0.6495642993185256 Epoch 7: val loss 0.6413846015930176 Epoch 8: train loss 0.6389556328455607 Epoch 8: val loss 0.639133632183075 Epoch 9: train loss 0.6246743069754707 Epoch 9: val loss 0.6355722546577454 Epoch 10: train loss 0.607390410370297 Epoch 10: val loss 0.6361321210861206 Epoch 11: train loss 0.6261120835940043 Epoch 11: val loss 0.6371970772743225 Epoch 12: train loss 0.5902068416277567 Epoch 12: val loss 0.6378586292266846 Epoch 13: train loss 0.608268764283922 Epoch 13: val loss 0.6415157914161682 Epoch 14: train loss 0.5824874374601576 Epoch 14: val loss 0.6456863880157471 Epoch 15: train loss 0.5916170212957594 Epoch 15: val loss 0.6428593993186951 Epoch 16: train loss 0.5730895333819919 Epoch 16: val loss 0.6419956684112549 Epoch 17: train loss 0.5618162155151367 Epoch 17: val loss 0.6476027369499207 Epoch 18: train loss 0.568186965253618 Epoch 18: val loss 0.640552818775177 Epoch 19: train loss 0.5558616353405846 Epoch 19: val loss 0.6356335282325745 Epoch 20: train loss 0.5531638529565599 Epoch 20: val loss 0.6374111175537109 Epoch 21: train loss 0.5391207668516371 Epoch 21: val loss 0.6240071058273315 Epoch 22: train loss 0.5400649507840475 Epoch 22: val loss 0.6245768666267395 Epoch 23: train loss 0.5419828163252937 Epoch 23: val loss 0.6377816796302795 Epoch 24: train loss 0.5510363545682695 Epoch 24: val loss 0.6389179229736328
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7008031209309896 Epoch 0: val loss 0.6716905236244202 Epoch 1: train loss 0.6814684139357673 Epoch 1: val loss 0.6657187342643738 Epoch 2: train loss 0.6579034394688077 Epoch 2: val loss 0.6623616814613342 Epoch 3: train loss 0.6453653905126784 Epoch 3: val loss 0.6624740958213806 Epoch 4: train loss 0.6420678496360779 Epoch 4: val loss 0.657593846321106 Epoch 5: train loss 0.6563639773262872 Epoch 5: val loss 0.6533259749412537 Epoch 6: train loss 0.6452194650967916 Epoch 6: val loss 0.6543369889259338 Epoch 7: train loss 0.6408958766195509 Epoch 7: val loss 0.6548619270324707 Epoch 8: train loss 0.6328523688846164 Epoch 8: val loss 0.6541869044303894 Epoch 9: train loss 0.6266373329692416 Epoch 9: val loss 0.6558536291122437 Epoch 10: train loss 0.6207217772801717 Epoch 10: val loss 0.6565881371498108 Epoch 11: train loss 0.6142241623666551 Epoch 11: val loss 0.655543327331543 Epoch 12: train loss 0.599942511982388 Epoch 12: val loss 0.6504981517791748 Epoch 13: train loss 0.5953485899501376 Epoch 13: val loss 0.6448086500167847 Epoch 14: train loss 0.5905274748802185 Epoch 14: val loss 0.6390092372894287 Epoch 15: train loss 0.5846464037895203 Epoch 15: val loss 0.6305585503578186 Epoch 16: train loss 0.5809682475195991 Epoch 16: val loss 0.62845379114151 Epoch 17: train loss 0.5666002399391599 Epoch 17: val loss 0.6265703439712524 Epoch 18: train loss 0.5737797088093228 Epoch 18: val loss 0.6164695024490356 Epoch 19: train loss 0.578215069240994 Epoch 19: val loss 0.6156240701675415 Epoch 20: train loss 0.5601293014155494 Epoch 20: val loss 0.6159540414810181 Epoch 21: train loss 0.5551097359922197 Epoch 21: val loss 0.6133061051368713 Epoch 22: train loss 0.5551634066634707 Epoch 22: val loss 0.6127445697784424 Epoch 23: train loss 0.5358813504378 Epoch 23: val loss 0.6014298796653748 Epoch 24: train loss 0.5296616984738244 Epoch 24: val loss 0.6178373694419861
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6808192001448737 Epoch 0: val loss 0.6760668158531189 Epoch 1: train loss 0.6645206544134352 Epoch 1: val loss 0.6760764718055725 Epoch 2: train loss 0.6601414746708341 Epoch 2: val loss 0.6781798005104065 Epoch 3: train loss 0.6371742089589437 Epoch 3: val loss 0.6786928772926331 Epoch 4: train loss 0.663326190577613 Epoch 4: val loss 0.6750897169113159 Epoch 5: train loss 0.6249419583214654 Epoch 5: val loss 0.6698575615882874 Epoch 6: train loss 0.6321407092942132 Epoch 6: val loss 0.6696491837501526 Epoch 7: train loss 0.6141379177570343 Epoch 7: val loss 0.670177698135376 Epoch 8: train loss 0.6195872161123488 Epoch 8: val loss 0.6677141785621643 Epoch 9: train loss 0.6146406531333923 Epoch 9: val loss 0.6702438592910767 Epoch 10: train loss 0.6117453707589043 Epoch 10: val loss 0.6709545850753784 Epoch 11: train loss 0.6014828052785661 Epoch 11: val loss 0.6620933413505554 Epoch 12: train loss 0.5914211240079668 Epoch 12: val loss 0.6644460558891296 Epoch 13: train loss 0.6008608672353957 Epoch 13: val loss 0.6679785251617432 Epoch 14: train loss 0.5954057839181688 Epoch 14: val loss 0.6631565093994141 Epoch 15: train loss 0.5874920851654477 Epoch 15: val loss 0.6522902846336365 Epoch 16: train loss 0.5696940157148573 Epoch 16: val loss 0.6464938521385193 Epoch 17: train loss 0.5849463575416141 Epoch 17: val loss 0.6510499119758606 Epoch 18: train loss 0.5651895072725084 Epoch 18: val loss 0.6514501571655273 Epoch 19: train loss 0.5725701848665873 Epoch 19: val loss 0.653087317943573 Epoch 20: train loss 0.5432547496424781 Epoch 20: val loss 0.6475660800933838 Epoch 21: train loss 0.5322535965177748 Epoch 21: val loss 0.6447794437408447 Epoch 22: train loss 0.5595618519518111 Epoch 22: val loss 0.6413092017173767 Epoch 23: train loss 0.5488717555999756 Epoch 23: val loss 0.634775698184967 Epoch 24: train loss 0.523624469836553 Epoch 24: val loss 0.625639021396637
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921053065194024 Epoch 0: val loss 0.6721799373626709 Epoch 1: train loss 0.664876401424408 Epoch 1: val loss 0.668300986289978 Epoch 2: train loss 0.6601867278416952 Epoch 2: val loss 0.666182816028595 Epoch 3: train loss 0.6515894929567972 Epoch 3: val loss 0.664616584777832 Epoch 4: train loss 0.6367982890870836 Epoch 4: val loss 0.664647102355957 Epoch 5: train loss 0.6342176331414117 Epoch 5: val loss 0.6618950963020325 Epoch 6: train loss 0.62291552623113 Epoch 6: val loss 0.6625333428382874 Epoch 7: train loss 0.6255907946162753 Epoch 7: val loss 0.665378987789154 Epoch 8: train loss 0.6150735086864896 Epoch 8: val loss 0.6678969264030457 Epoch 9: train loss 0.6120622555414835 Epoch 9: val loss 0.6689192652702332 Epoch 10: train loss 0.5976605084207323 Epoch 10: val loss 0.6713815331459045 Epoch 11: train loss 0.5764575170146095 Epoch 11: val loss 0.6754163503646851 Epoch 12: train loss 0.6097207135624356 Epoch 12: val loss 0.6782588958740234 Epoch 13: train loss 0.5848243104086982 Epoch 13: val loss 0.6767358779907227 Epoch 14: train loss 0.5717439949512482 Epoch 14: val loss 0.6757084727287292 Epoch 15: train loss 0.5714819265736474 Epoch 15: val loss 0.6776394844055176 Epoch 16: train loss 0.5725569725036621 Epoch 16: val loss 0.6809388399124146 Epoch 17: train loss 0.554639435476727 Epoch 17: val loss 0.6836940050125122 Epoch 18: train loss 0.565355122089386 Epoch 18: val loss 0.6833872199058533 Epoch 19: train loss 0.5341079466872745 Epoch 19: val loss 0.686244010925293 Epoch 20: train loss 0.5586132407188416 Epoch 20: val loss 0.6900473833084106 Epoch 21: train loss 0.5548824866612753 Epoch 21: val loss 0.6914915442466736 Epoch 22: train loss 0.5174254675706228 Epoch 22: val loss 0.691094160079956 Epoch 23: train loss 0.4982771376768748 Epoch 23: val loss 0.6979906558990479 Epoch 24: train loss 0.5121229224734836 Epoch 24: val loss 0.703446090221405
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6886404355367025 Epoch 0: val loss 0.6925580501556396 Epoch 1: train loss 0.6776186972856522 Epoch 1: val loss 0.6763008236885071 Epoch 2: train loss 0.6713210642337799 Epoch 2: val loss 0.6610938906669617 Epoch 3: train loss 0.6493141998847326 Epoch 3: val loss 0.6498297452926636 Epoch 4: train loss 0.6485877434412638 Epoch 4: val loss 0.6410887837409973 Epoch 5: train loss 0.6264504790306091 Epoch 5: val loss 0.6432539820671082 Epoch 6: train loss 0.6269118885199229 Epoch 6: val loss 0.6357412338256836 Epoch 7: train loss 0.6275030076503754 Epoch 7: val loss 0.6322653889656067 Epoch 8: train loss 0.6204217423995336 Epoch 8: val loss 0.6331501603126526 Epoch 9: train loss 0.5965525557597479 Epoch 9: val loss 0.6294902563095093 Epoch 10: train loss 0.5998118569453558 Epoch 10: val loss 0.6250649690628052 Epoch 11: train loss 0.610364260772864 Epoch 11: val loss 0.6219487190246582 Epoch 12: train loss 0.5936493078867594 Epoch 12: val loss 0.6156373620033264 Epoch 13: train loss 0.5772070462505022 Epoch 13: val loss 0.6051819920539856 Epoch 14: train loss 0.5619033128023148 Epoch 14: val loss 0.6026730537414551 Epoch 15: train loss 0.5795042961835861 Epoch 15: val loss 0.6018722653388977 Epoch 16: train loss 0.5874934022625288 Epoch 16: val loss 0.6024137735366821 Epoch 17: train loss 0.5674930786093076 Epoch 17: val loss 0.6031661629676819 Epoch 18: train loss 0.5663584768772125 Epoch 18: val loss 0.5927367806434631 Epoch 19: train loss 0.5576681941747665 Epoch 19: val loss 0.5940766930580139 Epoch 20: train loss 0.522259404261907 Epoch 20: val loss 0.5919762253761292 Epoch 21: train loss 0.5573504095276197 Epoch 21: val loss 0.5871888995170593 Epoch 22: train loss 0.5213342954715093 Epoch 22: val loss 0.5807727575302124
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6663430988788605 Epoch 0: val loss 0.6390178203582764 Epoch 1: train loss 0.6330206513404846 Epoch 1: val loss 0.5952901244163513 Epoch 2: train loss 0.5617344230413437 Epoch 2: val loss 0.5551190376281738 Epoch 3: train loss 0.4972520560026169 Epoch 3: val loss 0.5119838118553162 Epoch 4: train loss 0.4602149546146393 Epoch 4: val loss 0.47011786699295044 Epoch 5: train loss 0.44913137555122373 Epoch 5: val loss 0.4428917169570923 Epoch 6: train loss 0.4332363396883011 Epoch 6: val loss 0.441766619682312 Epoch 7: train loss 0.3954982772469521 Epoch 7: val loss 0.4351043701171875 Epoch 8: train loss 0.37586404085159303 Epoch 8: val loss 0.4425574243068695 Epoch 9: train loss 0.38101882934570314 Epoch 9: val loss 0.4497975707054138 Epoch 10: train loss 0.43037876188755037 Epoch 10: val loss 0.4522635340690613 Epoch 11: train loss 0.4026197522878647 Epoch 11: val loss 0.44225141406059265 Epoch 12: train loss 0.40003817081451415 Epoch 12: val loss 0.4257737696170807 Epoch 13: train loss 0.36996680945158006 Epoch 13: val loss 0.41589176654815674 Epoch 14: train loss 0.38141542226076125 Epoch 14: val loss 0.4256606101989746 Epoch 15: train loss 0.39223666340112684 Epoch 15: val loss 0.4222237467765808 Epoch 16: train loss 0.4182425573468208 Epoch 16: val loss 0.42847034335136414 Epoch 17: train loss 0.3791400998830795 Epoch 17: val loss 0.42441999912261963 Epoch 18: train loss 0.37408693581819535 Epoch 18: val loss 0.41832712292671204 Epoch 19: train loss 0.3801791548728943 Epoch 19: val loss 0.4184001684188843 Epoch 20: train loss 0.39960155487060545 Epoch 20: val loss 0.41829273104667664 Epoch 21: train loss 0.40596912503242494 Epoch 21: val loss 0.4253205358982086 Epoch 22: train loss 0.36484888941049576 Epoch 22: val loss 0.45270732045173645 Epoch 23: train loss 0.3550738230347633 Epoch 23: val loss 0.4419154226779938 Epoch 24: train loss 0.4706391841173172 Epoch 24: val loss 0.4255465567111969
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6551537930965423 Epoch 0: val loss 0.599328875541687 Epoch 1: train loss 0.5708593726158142 Epoch 1: val loss 0.550926923751831 Epoch 2: train loss 0.5296864926815033 Epoch 2: val loss 0.4944140315055847 Epoch 3: train loss 0.47014981508255005 Epoch 3: val loss 0.45305687189102173 Epoch 4: train loss 0.4373136401176453 Epoch 4: val loss 0.4242417514324188 Epoch 5: train loss 0.41624038219451903 Epoch 5: val loss 0.4146260619163513 Epoch 6: train loss 0.425824910402298 Epoch 6: val loss 0.4131494164466858 Epoch 7: train loss 0.48466360569000244 Epoch 7: val loss 0.4220222234725952 Epoch 8: train loss 0.40373274981975554 Epoch 8: val loss 0.437839537858963 Epoch 9: train loss 0.3918317049741745 Epoch 9: val loss 0.4466337561607361 Epoch 10: train loss 0.4424989640712738 Epoch 10: val loss 0.4152805805206299 Epoch 11: train loss 0.3679371953010559 Epoch 11: val loss 0.413760781288147 Epoch 12: train loss 0.3762284889817238 Epoch 12: val loss 0.41655823588371277 Epoch 13: train loss 0.44197252988815305 Epoch 13: val loss 0.4166255593299866 Epoch 14: train loss 0.40072287023067477 Epoch 14: val loss 0.41154035925865173 Epoch 15: train loss 0.40131706595420835 Epoch 15: val loss 0.41907691955566406 Epoch 16: train loss 0.3692185267806053 Epoch 16: val loss 0.42359858751296997 Epoch 17: train loss 0.3550631791353226 Epoch 17: val loss 0.4255032539367676 Epoch 18: train loss 0.35668527632951735 Epoch 18: val loss 0.4314974844455719 Epoch 19: train loss 0.37543795853853223 Epoch 19: val loss 0.42901289463043213 Epoch 20: train loss 0.3610402405261993 Epoch 20: val loss 0.42247259616851807 Epoch 21: train loss 0.3884315103292465 Epoch 21: val loss 0.4282037019729614 Epoch 22: train loss 0.3382456362247467 Epoch 22: val loss 0.43999505043029785 Epoch 23: train loss 0.34528072774410246 Epoch 23: val loss 0.4369913637638092 Epoch 24: train loss 0.42203825563192365 Epoch 24: val loss 0.4422599971294403
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.663258171081543 Epoch 0: val loss 0.6068800091743469 Epoch 1: train loss 0.5906697750091553 Epoch 1: val loss 0.554067850112915 Epoch 2: train loss 0.514169305562973 Epoch 2: val loss 0.5015406012535095 Epoch 3: train loss 0.4967976719141006 Epoch 3: val loss 0.45819249749183655 Epoch 4: train loss 0.4936966776847839 Epoch 4: val loss 0.43711328506469727 Epoch 5: train loss 0.44733235239982605 Epoch 5: val loss 0.4222348928451538 Epoch 6: train loss 0.4085408538579941 Epoch 6: val loss 0.43293318152427673 Epoch 7: train loss 0.4424680143594742 Epoch 7: val loss 0.4303411841392517 Epoch 8: train loss 0.39429423958063126 Epoch 8: val loss 0.41460874676704407 Epoch 9: train loss 0.3784328743815422 Epoch 9: val loss 0.41716518998146057 Epoch 10: train loss 0.4054869055747986 Epoch 10: val loss 0.4267767369747162 Epoch 11: train loss 0.4031486749649048 Epoch 11: val loss 0.42978134751319885 Epoch 12: train loss 0.42092062830924987 Epoch 12: val loss 0.4338957369327545 Epoch 13: train loss 0.39112754762172697 Epoch 13: val loss 0.4306747317314148 Epoch 14: train loss 0.37059170603752134 Epoch 14: val loss 0.4302278161048889 Epoch 15: train loss 0.40416815876960754 Epoch 15: val loss 0.43995386362075806 Epoch 16: train loss 0.39897190034389496 Epoch 16: val loss 0.4347100853919983 Epoch 17: train loss 0.39468308091163634 Epoch 17: val loss 0.4359704554080963 Epoch 18: train loss 0.3642005741596222 Epoch 18: val loss 0.429029256105423 Epoch 19: train loss 0.3598415732383728 Epoch 19: val loss 0.4361097514629364 Epoch 20: train loss 0.3613413065671921 Epoch 20: val loss 0.43566328287124634 Epoch 21: train loss 0.3464620091021061 Epoch 21: val loss 0.4337615668773651 Epoch 22: train loss 0.3601580664515495 Epoch 22: val loss 0.4368351399898529 Epoch 23: train loss 0.3553131021559238 Epoch 23: val loss 0.43164944648742676 Epoch 24: train loss 0.3951715663075447 Epoch 24: val loss 0.4339066743850708
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6581778824329376 Epoch 0: val loss 0.6161267161369324 Epoch 1: train loss 0.562326318025589 Epoch 1: val loss 0.5595512986183167 Epoch 2: train loss 0.5098413854837418 Epoch 2: val loss 0.5062021613121033 Epoch 3: train loss 0.4360845163464546 Epoch 3: val loss 0.4736112952232361 Epoch 4: train loss 0.427970752120018 Epoch 4: val loss 0.4524916112422943 Epoch 5: train loss 0.41374377608299256 Epoch 5: val loss 0.44915491342544556 Epoch 6: train loss 0.3899065390229225 Epoch 6: val loss 0.4465213716030121 Epoch 7: train loss 0.3771489515900612 Epoch 7: val loss 0.4460889399051666 Epoch 8: train loss 0.38340505957603455 Epoch 8: val loss 0.45218169689178467 Epoch 9: train loss 0.4079784736037254 Epoch 9: val loss 0.44585540890693665 Epoch 10: train loss 0.3755470037460327 Epoch 10: val loss 0.44658008217811584 Epoch 11: train loss 0.3878097295761108 Epoch 11: val loss 0.4480172395706177 Epoch 12: train loss 0.38089621663093565 Epoch 12: val loss 0.44713813066482544 Epoch 13: train loss 0.372827011346817 Epoch 13: val loss 0.4420713782310486 Epoch 14: train loss 0.37589376270771024 Epoch 14: val loss 0.44176721572875977 Epoch 15: train loss 0.42321588695049284 Epoch 15: val loss 0.44254836440086365 Epoch 16: train loss 0.37006368935108186 Epoch 16: val loss 0.4442305862903595 Epoch 17: train loss 0.45023307800292967 Epoch 17: val loss 0.44681718945503235 Epoch 18: train loss 0.41213580667972566 Epoch 18: val loss 0.4622630774974823 Epoch 19: train loss 0.3867623537778854 Epoch 19: val loss 0.440538614988327 Epoch 20: train loss 0.3717506557703018 Epoch 20: val loss 0.4458576440811157 Epoch 21: train loss 0.3981738299131393 Epoch 21: val loss 0.44597309827804565 Epoch 22: train loss 0.36296797841787337 Epoch 22: val loss 0.44465506076812744 Epoch 23: train loss 0.34099648222327233 Epoch 23: val loss 0.450804203748703 Epoch 24: train loss 0.3606303408741951 Epoch 24: val loss 0.44976893067359924
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6608089162753179 Epoch 0: val loss 0.6397461891174316 Epoch 1: train loss 0.5913205100939825 Epoch 1: val loss 0.5744129419326782 Epoch 2: train loss 0.507471508704699 Epoch 2: val loss 0.516325056552887 Epoch 3: train loss 0.46690853054706866 Epoch 3: val loss 0.48708704113960266 Epoch 4: train loss 0.43795812359222996 Epoch 4: val loss 0.4706597924232483 Epoch 5: train loss 0.4380812759582813 Epoch 5: val loss 0.47693952918052673 Epoch 6: train loss 0.40222771809651303 Epoch 6: val loss 0.4918709099292755 Epoch 7: train loss 0.3755946228137383 Epoch 7: val loss 0.4869794547557831 Epoch 8: train loss 0.38724217277306777 Epoch 8: val loss 0.48890605568885803 Epoch 9: train loss 0.38650621015291947 Epoch 9: val loss 0.49560990929603577 Epoch 10: train loss 0.4019857862820992 Epoch 10: val loss 0.48860928416252136 Epoch 11: train loss 0.4076485221202557 Epoch 11: val loss 0.47513410449028015 Epoch 12: train loss 0.380672615308028 Epoch 12: val loss 0.4740895926952362 Epoch 13: train loss 0.3676661757322458 Epoch 13: val loss 0.4897401034832001 Epoch 14: train loss 0.3749279219370622 Epoch 14: val loss 0.5009071826934814 Epoch 15: train loss 0.3675185739994049 Epoch 15: val loss 0.491269588470459
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7184197794307362 Epoch 0: val loss 0.709109902381897 Epoch 1: train loss 0.6805136420510032 Epoch 1: val loss 0.6916709542274475 Epoch 2: train loss 0.6608009446750988 Epoch 2: val loss 0.6770069003105164 Epoch 3: train loss 0.6465002352541144 Epoch 3: val loss 0.6672652959823608 Epoch 4: train loss 0.6238634044473822 Epoch 4: val loss 0.663404643535614 Epoch 5: train loss 0.6147521896795793 Epoch 5: val loss 0.6619277596473694 Epoch 6: train loss 0.6176645647395741 Epoch 6: val loss 0.6814460754394531 Epoch 7: train loss 0.5952870954166759 Epoch 7: val loss 0.6638461947441101 Epoch 8: train loss 0.5985204414887861 Epoch 8: val loss 0.6535993814468384 Epoch 9: train loss 0.5896663232283159 Epoch 9: val loss 0.6520512700080872 Epoch 10: train loss 0.5974469943480059 Epoch 10: val loss 0.6503639221191406 Epoch 11: train loss 0.5627010004086928 Epoch 11: val loss 0.6333070397377014 Epoch 12: train loss 0.570520279082385 Epoch 12: val loss 0.627804696559906 Epoch 13: train loss 0.5621421553871848 Epoch 13: val loss 0.6374748945236206 Epoch 14: train loss 0.5642129535024817 Epoch 14: val loss 0.6253689527511597 Epoch 15: train loss 0.5541696033694528 Epoch 15: val loss 0.6055409908294678 Epoch 16: train loss 0.5425367436625741 Epoch 16: val loss 0.6142469644546509 Epoch 17: train loss 0.5435477468100461 Epoch 17: val loss 0.6080822944641113 Epoch 18: train loss 0.5303263176571239 Epoch 18: val loss 0.6053650975227356 Epoch 19: train loss 0.5307004695588892 Epoch 19: val loss 0.6168151497840881 Epoch 20: train loss 0.5155701447616924 Epoch 20: val loss 0.5992465019226074 Epoch 21: train loss 0.5154669149355455 Epoch 21: val loss 0.598798394203186 Epoch 22: train loss 0.526851854541085 Epoch 22: val loss 0.6095298528671265 Epoch 23: train loss 0.5028990561311896 Epoch 23: val loss 0.6027127504348755 Epoch 24: train loss 0.5113491443070498 Epoch 24: val loss 0.6050673127174377
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906613815914501 Epoch 0: val loss 0.6879130005836487 Epoch 1: train loss 0.6610057733275674 Epoch 1: val loss 0.6742466688156128 Epoch 2: train loss 0.6425832184878263 Epoch 2: val loss 0.661164402961731 Epoch 3: train loss 0.6372115774588152 Epoch 3: val loss 0.6569119095802307 Epoch 4: train loss 0.6262143145908009 Epoch 4: val loss 0.6506110429763794 Epoch 5: train loss 0.5957648483189669 Epoch 5: val loss 0.6484336256980896 Epoch 6: train loss 0.6001808751713146 Epoch 6: val loss 0.6437642574310303 Epoch 7: train loss 0.585078087720004 Epoch 7: val loss 0.6351979970932007 Epoch 8: train loss 0.5705127851529554 Epoch 8: val loss 0.6271925568580627 Epoch 9: train loss 0.5860916105183688 Epoch 9: val loss 0.6388022899627686 Epoch 10: train loss 0.5771440809423273 Epoch 10: val loss 0.6259183287620544 Epoch 11: train loss 0.5526111667806451 Epoch 11: val loss 0.6292885541915894 Epoch 12: train loss 0.5699342597614635 Epoch 12: val loss 0.6185094118118286 Epoch 13: train loss 0.5561483258550818 Epoch 13: val loss 0.628233790397644 Epoch 14: train loss 0.5404874574054371 Epoch 14: val loss 0.6269876956939697 Epoch 15: train loss 0.5488910864699971 Epoch 15: val loss 0.6194356083869934 Epoch 16: train loss 0.5524056987328962 Epoch 16: val loss 0.6189686059951782 Epoch 17: train loss 0.5222994576800953 Epoch 17: val loss 0.6085556149482727 Epoch 18: train loss 0.5321352942423387 Epoch 18: val loss 0.595406711101532 Epoch 19: train loss 0.5229245776479895 Epoch 19: val loss 0.5969528555870056 Epoch 20: train loss 0.5280357761816545 Epoch 20: val loss 0.594501256942749 Epoch 21: train loss 0.5372503399848938 Epoch 21: val loss 0.5952244400978088 Epoch 22: train loss 0.5025614527138796 Epoch 22: val loss 0.5930107235908508 Epoch 23: train loss 0.4965677423910661 Epoch 23: val loss 0.5916769504547119 Epoch 24: train loss 0.511272901838476 Epoch 24: val loss 0.5848724842071533
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6943262598731301 Epoch 0: val loss 0.6709446310997009 Epoch 1: train loss 0.6687189611521634 Epoch 1: val loss 0.6624723672866821 Epoch 2: train loss 0.6595304283228788 Epoch 2: val loss 0.6547080278396606 Epoch 3: train loss 0.6453788876533508 Epoch 3: val loss 0.6523797512054443 Epoch 4: train loss 0.6362471959807656 Epoch 4: val loss 0.6494623422622681 Epoch 5: train loss 0.6122826012698087 Epoch 5: val loss 0.6501169800758362 Epoch 6: train loss 0.6206770430911671 Epoch 6: val loss 0.6539915800094604 Epoch 7: train loss 0.6002299352125688 Epoch 7: val loss 0.659813404083252 Epoch 8: train loss 0.5803972428495233 Epoch 8: val loss 0.6596158742904663 Epoch 9: train loss 0.5682964026927948 Epoch 9: val loss 0.6581381559371948 Epoch 10: train loss 0.5609406205740842 Epoch 10: val loss 0.6524204611778259 Epoch 11: train loss 0.5475848479704424 Epoch 11: val loss 0.6453818678855896 Epoch 12: train loss 0.5369849557226355 Epoch 12: val loss 0.6516768336296082 Epoch 13: train loss 0.521886868910356 Epoch 13: val loss 0.6565181612968445 Epoch 14: train loss 0.524879352612929 Epoch 14: val loss 0.6506607532501221 Epoch 15: train loss 0.5002410222183574 Epoch 15: val loss 0.6493494510650635 Epoch 16: train loss 0.4990831559354609 Epoch 16: val loss 0.658015787601471 Epoch 17: train loss 0.4961517697030848 Epoch 17: val loss 0.6608346104621887 Epoch 18: train loss 0.4917907633564689 Epoch 18: val loss 0.6625828742980957 Epoch 19: train loss 0.5039103383367712 Epoch 19: val loss 0.6597422957420349 Epoch 20: train loss 0.4893881651488217 Epoch 20: val loss 0.6563894748687744 Epoch 21: train loss 0.4754871834408153 Epoch 21: val loss 0.6581295132637024 Epoch 22: train loss 0.4674822037870234 Epoch 22: val loss 0.6390637159347534 Epoch 23: train loss 0.45938978411934595 Epoch 23: val loss 0.6620727181434631 Epoch 24: train loss 0.4648276919668371 Epoch 24: val loss 0.6632893681526184
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6976069537076083 Epoch 0: val loss 0.6852391958236694 Epoch 1: train loss 0.6686777689240195 Epoch 1: val loss 0.6679106950759888 Epoch 2: train loss 0.6510775089263916 Epoch 2: val loss 0.6524765491485596 Epoch 3: train loss 0.6429796002127908 Epoch 3: val loss 0.6377967596054077 Epoch 4: train loss 0.6320020014589484 Epoch 4: val loss 0.6321157217025757 Epoch 5: train loss 0.626303640278903 Epoch 5: val loss 0.6280815601348877 Epoch 6: train loss 0.6157587766647339 Epoch 6: val loss 0.6265519857406616 Epoch 7: train loss 0.5985123081640764 Epoch 7: val loss 0.6202043890953064 Epoch 8: train loss 0.5991080349141901 Epoch 8: val loss 0.6260889172554016 Epoch 9: train loss 0.583869302814657 Epoch 9: val loss 0.63315349817276 Epoch 10: train loss 0.5636436153541912 Epoch 10: val loss 0.628822922706604 Epoch 11: train loss 0.5578976273536682 Epoch 11: val loss 0.6329447627067566 Epoch 12: train loss 0.5613516569137573 Epoch 12: val loss 0.6336397528648376 Epoch 13: train loss 0.5460946478626945 Epoch 13: val loss 0.6264582872390747 Epoch 14: train loss 0.5259503668004816 Epoch 14: val loss 0.6261990070343018 Epoch 15: train loss 0.5066494101827795 Epoch 15: val loss 0.6370628476142883 Epoch 16: train loss 0.5224293280731548 Epoch 16: val loss 0.6323549747467041 Epoch 17: train loss 0.5222637301141565 Epoch 17: val loss 0.6332372426986694 Epoch 18: train loss 0.4853229902007363 Epoch 18: val loss 0.6349307298660278 Epoch 19: train loss 0.5031681738116525 Epoch 19: val loss 0.6379791498184204 Epoch 20: train loss 0.4984597048976205 Epoch 20: val loss 0.6425368785858154 Epoch 21: train loss 0.48152378743345087 Epoch 21: val loss 0.6526980996131897 Epoch 22: train loss 0.48844538222659717 Epoch 22: val loss 0.627967894077301 Epoch 23: train loss 0.47183474085547705 Epoch 23: val loss 0.6321495771408081 Epoch 24: train loss 0.4439326578920538 Epoch 24: val loss 0.6366118788719177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998803416887919 Epoch 0: val loss 0.6697030067443848 Epoch 1: train loss 0.6664935032526652 Epoch 1: val loss 0.6569831371307373 Epoch 2: train loss 0.6425264398256938 Epoch 2: val loss 0.639921247959137 Epoch 3: train loss 0.6327240069707235 Epoch 3: val loss 0.6252903938293457 Epoch 4: train loss 0.6169383804003398 Epoch 4: val loss 0.6179184317588806 Epoch 5: train loss 0.6032962918281555 Epoch 5: val loss 0.6122358441352844 Epoch 6: train loss 0.5994151830673218 Epoch 6: val loss 0.6016549468040466 Epoch 7: train loss 0.5787298778692881 Epoch 7: val loss 0.5849129557609558 Epoch 8: train loss 0.5853418469429016 Epoch 8: val loss 0.5730705857276917 Epoch 9: train loss 0.5776780863602956 Epoch 9: val loss 0.5607916712760925 Epoch 10: train loss 0.5851748247941335 Epoch 10: val loss 0.5504573583602905 Epoch 11: train loss 0.5547754983107249 Epoch 11: val loss 0.5439425706863403 Epoch 12: train loss 0.5230919599533081 Epoch 12: val loss 0.5418992042541504 Epoch 13: train loss 0.5234896341959635 Epoch 13: val loss 0.534940779209137 Epoch 14: train loss 0.5495578686396281 Epoch 14: val loss 0.5300429463386536 Epoch 15: train loss 0.5320753951867422 Epoch 15: val loss 0.5189395546913147 Epoch 16: train loss 0.5160351037979126 Epoch 16: val loss 0.5099680423736572 Epoch 17: train loss 0.5107109030087789 Epoch 17: val loss 0.5122620463371277 Epoch 18: train loss 0.5001382867495219 Epoch 18: val loss 0.5113633275032043 Epoch 19: train loss 0.497560848792394 Epoch 19: val loss 0.5063245892524719 Epoch 20: train loss 0.4897221128145854 Epoch 20: val loss 0.5091620087623596 Epoch 21: train loss 0.492224790652593 Epoch 21: val loss 0.5041658282279968 Epoch 22: train loss 0.4933957060178121 Epoch 22: val loss 0.5129599571228027
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7179076919953028 Epoch 0: val loss 0.6959090232849121 Epoch 1: train loss 0.6856106867392858 Epoch 1: val loss 0.682414174079895 Epoch 2: train loss 0.6714727431535721 Epoch 2: val loss 0.6699444651603699 Epoch 3: train loss 0.6698457698027293 Epoch 3: val loss 0.6590189337730408 Epoch 4: train loss 0.642926941315333 Epoch 4: val loss 0.6486412882804871 Epoch 5: train loss 0.6345606644948324 Epoch 5: val loss 0.6389263272285461 Epoch 6: train loss 0.6244851499795914 Epoch 6: val loss 0.6259968876838684 Epoch 7: train loss 0.5928361266851425 Epoch 7: val loss 0.6117175221443176 Epoch 8: train loss 0.5878064632415771 Epoch 8: val loss 0.6068115234375 Epoch 9: train loss 0.587479829788208 Epoch 9: val loss 0.6031607389450073 Epoch 10: train loss 0.5589795236786207 Epoch 10: val loss 0.6020444631576538 Epoch 11: train loss 0.5723082646727562 Epoch 11: val loss 0.6007696986198425 Epoch 12: train loss 0.5576668928066889 Epoch 12: val loss 0.6071469187736511 Epoch 13: train loss 0.5657396589716276 Epoch 13: val loss 0.6155983805656433 Epoch 14: train loss 0.5530741860469183 Epoch 14: val loss 0.6105079054832458 Epoch 15: train loss 0.5465838983654976 Epoch 15: val loss 0.6097798943519592 Epoch 16: train loss 0.5286055753628413 Epoch 16: val loss 0.6126655340194702 Epoch 17: train loss 0.5339073340098063 Epoch 17: val loss 0.618092954158783 Epoch 18: train loss 0.53598369906346 Epoch 18: val loss 0.6207770109176636 Epoch 19: train loss 0.5219354828198751 Epoch 19: val loss 0.6208328008651733 Epoch 20: train loss 0.512166661520799 Epoch 20: val loss 0.6212911009788513 Epoch 21: train loss 0.5195450385411581 Epoch 21: val loss 0.6203262805938721 Epoch 22: train loss 0.503696545958519 Epoch 22: val loss 0.6181619763374329 Epoch 23: train loss 0.49492566535870236 Epoch 23: val loss 0.6259076595306396 Epoch 24: train loss 0.5061081126332283 Epoch 24: val loss 0.6219128370285034
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914055347442627 Epoch 0: val loss 0.6916912794113159 Epoch 1: train loss 0.6803899755080541 Epoch 1: val loss 0.689365804195404 Epoch 2: train loss 0.6719900617996851 Epoch 2: val loss 0.6849952936172485 Epoch 3: train loss 0.6611153781414032 Epoch 3: val loss 0.6822279691696167 Epoch 4: train loss 0.6644638031721115 Epoch 4: val loss 0.6840104460716248 Epoch 5: train loss 0.6253537138303121 Epoch 5: val loss 0.6826965808868408 Epoch 6: train loss 0.6270511845747629 Epoch 6: val loss 0.6827297806739807 Epoch 7: train loss 0.6238180547952652 Epoch 7: val loss 0.6839646697044373 Epoch 8: train loss 0.6156402801473936 Epoch 8: val loss 0.6860487461090088 Epoch 9: train loss 0.5950324684381485 Epoch 9: val loss 0.6820229291915894 Epoch 10: train loss 0.5850586071610451 Epoch 10: val loss 0.6804435849189758 Epoch 11: train loss 0.6010999878247579 Epoch 11: val loss 0.6856181621551514 Epoch 12: train loss 0.586669902006785 Epoch 12: val loss 0.6853382587432861 Epoch 13: train loss 0.571546291311582 Epoch 13: val loss 0.6872400045394897 Epoch 14: train loss 0.5671239842971166 Epoch 14: val loss 0.6907349228858948 Epoch 15: train loss 0.5482441658775011 Epoch 15: val loss 0.6911947131156921 Epoch 16: train loss 0.5570137550433477 Epoch 16: val loss 0.6835024356842041 Epoch 17: train loss 0.5545165960987409 Epoch 17: val loss 0.6822804808616638 Epoch 18: train loss 0.5629354963699976 Epoch 18: val loss 0.6831119656562805 Epoch 19: train loss 0.5358970885475477 Epoch 19: val loss 0.6856319904327393 Epoch 20: train loss 0.5318603739142418 Epoch 20: val loss 0.6896187663078308 Epoch 21: train loss 0.5256711492935816 Epoch 21: val loss 0.6849956512451172 Epoch 22: train loss 0.5412481675545374 Epoch 22: val loss 0.6849366426467896 Epoch 23: train loss 0.4987165629863739 Epoch 23: val loss 0.6816210746765137 Epoch 24: train loss 0.5051118358969688 Epoch 24: val loss 0.6775218844413757
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6980800479650497 Epoch 0: val loss 0.6801058053970337 Epoch 1: train loss 0.6750173419713974 Epoch 1: val loss 0.6631116271018982 Epoch 2: train loss 0.6513413190841675 Epoch 2: val loss 0.6538166403770447 Epoch 3: train loss 0.6499523371458054 Epoch 3: val loss 0.6432257890701294 Epoch 4: train loss 0.6301533480485281 Epoch 4: val loss 0.6354007124900818 Epoch 5: train loss 0.638623853524526 Epoch 5: val loss 0.6289229393005371 Epoch 6: train loss 0.6196274509032568 Epoch 6: val loss 0.6242576241493225 Epoch 7: train loss 0.625518391529719 Epoch 7: val loss 0.6221445798873901 Epoch 8: train loss 0.6130756040414175 Epoch 8: val loss 0.622173011302948 Epoch 9: train loss 0.5981181263923645 Epoch 9: val loss 0.6187442541122437 Epoch 10: train loss 0.5979954799016317 Epoch 10: val loss 0.6179335117340088 Epoch 11: train loss 0.5973242173592249 Epoch 11: val loss 0.6173606514930725 Epoch 12: train loss 0.5897324234247208 Epoch 12: val loss 0.6129423379898071 Epoch 13: train loss 0.5820815861225128 Epoch 13: val loss 0.6053687334060669 Epoch 14: train loss 0.5721569582819939 Epoch 14: val loss 0.607271134853363 Epoch 15: train loss 0.5824000239372253 Epoch 15: val loss 0.6018737554550171 Epoch 16: train loss 0.5692362536986669 Epoch 16: val loss 0.5942097902297974 Epoch 17: train loss 0.5575513541698456 Epoch 17: val loss 0.5882921814918518 Epoch 18: train loss 0.5427037129799525 Epoch 18: val loss 0.5872235298156738 Epoch 19: train loss 0.551671547194322 Epoch 19: val loss 0.5852556824684143 Epoch 20: train loss 0.5436419099569321 Epoch 20: val loss 0.5879712104797363 Epoch 21: train loss 0.5262879033883413 Epoch 21: val loss 0.5868008136749268 Epoch 22: train loss 0.5446719701091448 Epoch 22: val loss 0.5787761211395264 Epoch 23: train loss 0.5232665066917738 Epoch 23: val loss 0.5822449326515198 Epoch 24: train loss 0.5306383992234865 Epoch 24: val loss 0.5762147903442383
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6843838890393575 Epoch 0: val loss 0.6851108074188232 Epoch 1: train loss 0.6766861577828726 Epoch 1: val loss 0.6777269244194031 Epoch 2: train loss 0.6715393910805384 Epoch 2: val loss 0.6683135032653809 Epoch 3: train loss 0.6566253155469894 Epoch 3: val loss 0.6581058502197266 Epoch 4: train loss 0.6405866096417109 Epoch 4: val loss 0.6490804553031921 Epoch 5: train loss 0.6377105514208475 Epoch 5: val loss 0.6339948177337646 Epoch 6: train loss 0.630074679851532 Epoch 6: val loss 0.6286745071411133 Epoch 7: train loss 0.6135223656892776 Epoch 7: val loss 0.6192741990089417 Epoch 8: train loss 0.6010694056749344 Epoch 8: val loss 0.6131502985954285 Epoch 9: train loss 0.5914784173170725 Epoch 9: val loss 0.6015234589576721 Epoch 10: train loss 0.570947527885437 Epoch 10: val loss 0.6043004393577576 Epoch 11: train loss 0.5707577417294184 Epoch 11: val loss 0.599023163318634 Epoch 12: train loss 0.5822927728295326 Epoch 12: val loss 0.5938307046890259 Epoch 13: train loss 0.573586901028951 Epoch 13: val loss 0.5963907837867737 Epoch 14: train loss 0.5574063807725906 Epoch 14: val loss 0.5891037583351135 Epoch 15: train loss 0.563932421306769 Epoch 15: val loss 0.5892782211303711 Epoch 16: train loss 0.5412862002849579 Epoch 16: val loss 0.5961658358573914 Epoch 17: train loss 0.5358525961637497 Epoch 17: val loss 0.5936421155929565 Epoch 18: train loss 0.5434124966462454 Epoch 18: val loss 0.594182014465332 Epoch 19: train loss 0.5369489664832751 Epoch 19: val loss 0.5797456502914429 Epoch 20: train loss 0.5249830807248751 Epoch 20: val loss 0.5861534476280212 Epoch 21: train loss 0.5214457735419273 Epoch 21: val loss 0.5807591676712036 Epoch 22: train loss 0.518696295718352 Epoch 22: val loss 0.5758675932884216 Epoch 23: train loss 0.5270744413137436 Epoch 23: val loss 0.5819500088691711 Epoch 24: train loss 0.5410555700461069 Epoch 24: val loss 0.5881849527359009
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7038120180368423 Epoch 0: val loss 0.6963679194450378 Epoch 1: train loss 0.6969702839851379 Epoch 1: val loss 0.6898121237754822 Epoch 2: train loss 0.6757928244769573 Epoch 2: val loss 0.6839384436607361 Epoch 3: train loss 0.6719556413590908 Epoch 3: val loss 0.6750206351280212 Epoch 4: train loss 0.6637702956795692 Epoch 4: val loss 0.6632755994796753 Epoch 5: train loss 0.6385740227997303 Epoch 5: val loss 0.6494457125663757 Epoch 6: train loss 0.6361595392227173 Epoch 6: val loss 0.6331722140312195 Epoch 7: train loss 0.6327970772981644 Epoch 7: val loss 0.6246439814567566 Epoch 8: train loss 0.6207940615713596 Epoch 8: val loss 0.6122559309005737 Epoch 9: train loss 0.6000238806009293 Epoch 9: val loss 0.6051561832427979 Epoch 10: train loss 0.6135866083204746 Epoch 10: val loss 0.6007640957832336 Epoch 11: train loss 0.5765180494636297 Epoch 11: val loss 0.5895853042602539 Epoch 12: train loss 0.5748301912099123 Epoch 12: val loss 0.5907520055770874 Epoch 13: train loss 0.5685897450894117 Epoch 13: val loss 0.5973633527755737 Epoch 14: train loss 0.5469900611788034 Epoch 14: val loss 0.5906916260719299 Epoch 15: train loss 0.5484720002859831 Epoch 15: val loss 0.5991377830505371 Epoch 16: train loss 0.5275883954018354 Epoch 16: val loss 0.6080869436264038 Epoch 17: train loss 0.5484861433506012 Epoch 17: val loss 0.6042872071266174 Epoch 18: train loss 0.5444944649934769 Epoch 18: val loss 0.605254054069519 Epoch 19: train loss 0.5272566583007574 Epoch 19: val loss 0.6031057834625244
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7007252275943756 Epoch 0: val loss 0.6921740770339966 Epoch 1: train loss 0.6932464142640432 Epoch 1: val loss 0.6804853081703186 Epoch 2: train loss 0.6783263236284256 Epoch 2: val loss 0.6714982390403748 Epoch 3: train loss 0.6782087733348211 Epoch 3: val loss 0.6633090972900391 Epoch 4: train loss 0.6576898694038391 Epoch 4: val loss 0.6592085957527161 Epoch 5: train loss 0.660288006067276 Epoch 5: val loss 0.6525111198425293 Epoch 6: train loss 0.6445713490247726 Epoch 6: val loss 0.6512321829795837 Epoch 7: train loss 0.6409553488095602 Epoch 7: val loss 0.6510037183761597 Epoch 8: train loss 0.6236651937166849 Epoch 8: val loss 0.6519791483879089 Epoch 9: train loss 0.6185724834601084 Epoch 9: val loss 0.648015022277832 Epoch 10: train loss 0.6199722141027451 Epoch 10: val loss 0.648982048034668 Epoch 11: train loss 0.6129624644915262 Epoch 11: val loss 0.6577697992324829 Epoch 12: train loss 0.5931635747353236 Epoch 12: val loss 0.6519191265106201 Epoch 13: train loss 0.6162527352571487 Epoch 13: val loss 0.6405085921287537 Epoch 14: train loss 0.5965808083613714 Epoch 14: val loss 0.6427256464958191 Epoch 15: train loss 0.5812112639347712 Epoch 15: val loss 0.6473278999328613 Epoch 16: train loss 0.583112840851148 Epoch 16: val loss 0.6483682990074158 Epoch 17: train loss 0.5987840071320534 Epoch 17: val loss 0.6434075832366943 Epoch 18: train loss 0.5837258597215017 Epoch 18: val loss 0.6407819390296936 Epoch 19: train loss 0.5526779219508171 Epoch 19: val loss 0.6440130472183228 Epoch 20: train loss 0.5810754870374998 Epoch 20: val loss 0.6512298583984375 Epoch 21: train loss 0.5859174281358719 Epoch 21: val loss 0.6447275876998901 Epoch 22: train loss 0.5590884163975716 Epoch 22: val loss 0.6453829407691956 Epoch 23: train loss 0.5865534693002701 Epoch 23: val loss 0.6465246081352234 Epoch 24: train loss 0.5529220079382261 Epoch 24: val loss 0.6458734273910522
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909892708063126 Epoch 0: val loss 0.6803056001663208 Epoch 1: train loss 0.7016771485408148 Epoch 1: val loss 0.682494044303894 Epoch 2: train loss 0.6656554838021597 Epoch 2: val loss 0.6877396106719971 Epoch 3: train loss 0.661683589220047 Epoch 3: val loss 0.6868939995765686 Epoch 4: train loss 0.6493324786424637 Epoch 4: val loss 0.6855627298355103 Epoch 5: train loss 0.6522053827842077 Epoch 5: val loss 0.6843675971031189 Epoch 6: train loss 0.6401895135641098 Epoch 6: val loss 0.6812103390693665 Epoch 7: train loss 0.6347529689470927 Epoch 7: val loss 0.678572952747345 Epoch 8: train loss 0.6342472185691198 Epoch 8: val loss 0.6837775111198425 Epoch 9: train loss 0.6259825776020685 Epoch 9: val loss 0.6863229274749756 Epoch 10: train loss 0.6120933095614115 Epoch 10: val loss 0.6906170845031738 Epoch 11: train loss 0.6062408089637756 Epoch 11: val loss 0.6952945590019226 Epoch 12: train loss 0.5826117644707361 Epoch 12: val loss 0.7010055184364319 Epoch 13: train loss 0.5944835444291433 Epoch 13: val loss 0.6987568736076355 Epoch 14: train loss 0.6013656208912531 Epoch 14: val loss 0.70228511095047 Epoch 15: train loss 0.5772385398546854 Epoch 15: val loss 0.6941085457801819 Epoch 16: train loss 0.5784564986824989 Epoch 16: val loss 0.7066879868507385 Epoch 17: train loss 0.5895271251598994 Epoch 17: val loss 0.7062236666679382 Epoch 18: train loss 0.5802111228307089 Epoch 18: val loss 0.7114549875259399 Epoch 19: train loss 0.5543701400359472 Epoch 19: val loss 0.7365428805351257 Epoch 20: train loss 0.5855211615562439 Epoch 20: val loss 0.7418692708015442 Epoch 21: train loss 0.5530419995387396 Epoch 21: val loss 0.7348111271858215 Epoch 22: train loss 0.5487555116415024 Epoch 22: val loss 0.73479163646698 Epoch 23: train loss 0.534823035200437 Epoch 23: val loss 0.7482975721359253 Epoch 24: train loss 0.5253390769163767 Epoch 24: val loss 0.7438060641288757
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6985010455052058 Epoch 0: val loss 0.6921409964561462 Epoch 1: train loss 0.6948650032281876 Epoch 1: val loss 0.6863961219787598 Epoch 2: train loss 0.685438483953476 Epoch 2: val loss 0.6819443702697754 Epoch 3: train loss 0.6920118679602941 Epoch 3: val loss 0.6776461601257324 Epoch 4: train loss 0.6716390003760656 Epoch 4: val loss 0.6736502051353455 Epoch 5: train loss 0.6677525341510773 Epoch 5: val loss 0.6710401773452759 Epoch 6: train loss 0.6736068576574326 Epoch 6: val loss 0.6646797060966492 Epoch 7: train loss 0.6686590065558752 Epoch 7: val loss 0.6587315201759338 Epoch 8: train loss 0.6628287682930628 Epoch 8: val loss 0.6501453518867493 Epoch 9: train loss 0.65269835293293 Epoch 9: val loss 0.643683671951294 Epoch 10: train loss 0.6463240385055542 Epoch 10: val loss 0.6351162791252136 Epoch 11: train loss 0.6376292010148367 Epoch 11: val loss 0.6243578791618347 Epoch 12: train loss 0.6289157221714655 Epoch 12: val loss 0.6175787448883057 Epoch 13: train loss 0.6452037245035172 Epoch 13: val loss 0.6203827261924744 Epoch 14: train loss 0.6303320477406184 Epoch 14: val loss 0.6072932481765747 Epoch 15: train loss 0.6134176651636759 Epoch 15: val loss 0.6030017733573914 Epoch 16: train loss 0.6163470447063446 Epoch 16: val loss 0.5995137095451355 Epoch 17: train loss 0.6010832190513611 Epoch 17: val loss 0.5955851674079895 Epoch 18: train loss 0.5967838217814764 Epoch 18: val loss 0.5958535671234131 Epoch 19: train loss 0.6175406873226166 Epoch 19: val loss 0.5903268456459045 Epoch 20: train loss 0.5973650912443796 Epoch 20: val loss 0.5859905481338501 Epoch 21: train loss 0.597697784503301 Epoch 21: val loss 0.5892255306243896 Epoch 22: train loss 0.582109327117602 Epoch 22: val loss 0.5926550030708313 Epoch 23: train loss 0.6116145054499308 Epoch 23: val loss 0.5846866369247437 Epoch 24: train loss 0.58297677586476 Epoch 24: val loss 0.5809593200683594
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.708345557252566 Epoch 0: val loss 0.6962596774101257 Epoch 1: train loss 0.6740925014019012 Epoch 1: val loss 0.6962524652481079 Epoch 2: train loss 0.6711676667133967 Epoch 2: val loss 0.6931852698326111 Epoch 3: train loss 0.6546051998933157 Epoch 3: val loss 0.6957628726959229 Epoch 4: train loss 0.6520998229583105 Epoch 4: val loss 0.6750597357749939 Epoch 5: train loss 0.6377648760875066 Epoch 5: val loss 0.6780998110771179 Epoch 6: train loss 0.6291935443878174 Epoch 6: val loss 0.6928180456161499 Epoch 7: train loss 0.6357467671235403 Epoch 7: val loss 0.6698798537254333 Epoch 8: train loss 0.614975576599439 Epoch 8: val loss 0.6590868830680847 Epoch 9: train loss 0.6196338385343552 Epoch 9: val loss 0.6803252696990967 Epoch 10: train loss 0.6094819953044256 Epoch 10: val loss 0.6764423847198486 Epoch 11: train loss 0.6063599313298861 Epoch 11: val loss 0.6646034121513367 Epoch 12: train loss 0.6066472927729288 Epoch 12: val loss 0.6720301508903503 Epoch 13: train loss 0.6082001477479935 Epoch 13: val loss 0.6797730326652527 Epoch 14: train loss 0.5875570476055145 Epoch 14: val loss 0.6673218607902527 Epoch 15: train loss 0.5861855645974478 Epoch 15: val loss 0.6608638167381287 Epoch 16: train loss 0.5743531758586565 Epoch 16: val loss 0.6828948259353638 Epoch 17: train loss 0.5779111186663309 Epoch 17: val loss 0.6870642304420471 Epoch 18: train loss 0.5829731772343317 Epoch 18: val loss 0.6659799218177795 Epoch 19: train loss 0.5821361939112345 Epoch 19: val loss 0.6794523596763611 Epoch 20: train loss 0.5764730324347814 Epoch 20: val loss 0.7139533758163452 Epoch 21: train loss 0.5664039750893911 Epoch 21: val loss 0.6992757320404053 Epoch 22: train loss 0.5553958068291346 Epoch 22: val loss 0.7048555016517639 Epoch 23: train loss 0.5857591331005096 Epoch 23: val loss 0.6821380853652954 Epoch 24: train loss 0.5663790876666704 Epoch 24: val loss 0.6857185363769531
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978486590087414 Epoch 0: val loss 0.6957582235336304 Epoch 1: train loss 0.7031512372195721 Epoch 1: val loss 0.6937024593353271 Epoch 2: train loss 0.6808510720729828 Epoch 2: val loss 0.6932555437088013 Epoch 3: train loss 0.6862351112067699 Epoch 3: val loss 0.6853497624397278 Epoch 4: train loss 0.6656036153435707 Epoch 4: val loss 0.681274950504303 Epoch 5: train loss 0.6686869375407696 Epoch 5: val loss 0.6772762537002563 Epoch 6: train loss 0.6540113128721714 Epoch 6: val loss 0.6692877411842346 Epoch 7: train loss 0.6453413888812065 Epoch 7: val loss 0.6593150496482849 Epoch 8: train loss 0.6398085616528988 Epoch 8: val loss 0.6533982157707214 Epoch 9: train loss 0.6355382688343525 Epoch 9: val loss 0.6495278477668762 Epoch 10: train loss 0.6270907372236252 Epoch 10: val loss 0.6350700855255127 Epoch 11: train loss 0.6381330750882626 Epoch 11: val loss 0.6291638612747192 Epoch 12: train loss 0.6071159560233355 Epoch 12: val loss 0.6195685863494873 Epoch 13: train loss 0.6355389393866062 Epoch 13: val loss 0.6190851330757141 Epoch 14: train loss 0.62213234603405 Epoch 14: val loss 0.6200869083404541 Epoch 15: train loss 0.6223194412887096 Epoch 15: val loss 0.6178106069564819
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938877105712891 Epoch 0: val loss 0.6798943877220154 Epoch 1: train loss 0.6841967918656089 Epoch 1: val loss 0.6727799773216248 Epoch 2: train loss 0.6622639352625067 Epoch 2: val loss 0.6656146049499512 Epoch 3: train loss 0.6657626087015326 Epoch 3: val loss 0.6614236235618591 Epoch 4: train loss 0.6460877548564564 Epoch 4: val loss 0.658726155757904 Epoch 5: train loss 0.632877154783769 Epoch 5: val loss 0.6570692658424377 Epoch 6: train loss 0.6414403807033192 Epoch 6: val loss 0.6556157469749451 Epoch 7: train loss 0.6336311589587819 Epoch 7: val loss 0.6548280715942383 Epoch 8: train loss 0.6296256888996471 Epoch 8: val loss 0.6533507108688354 Epoch 9: train loss 0.6212159286845814 Epoch 9: val loss 0.6540496945381165 Epoch 10: train loss 0.6198456395756115 Epoch 10: val loss 0.6451724767684937 Epoch 11: train loss 0.6009440909732472 Epoch 11: val loss 0.6478680968284607 Epoch 12: train loss 0.6158641360022805 Epoch 12: val loss 0.6491606831550598 Epoch 13: train loss 0.6214002858508717 Epoch 13: val loss 0.6424924731254578 Epoch 14: train loss 0.6270853633230383 Epoch 14: val loss 0.6422526240348816 Epoch 15: train loss 0.6071439168669961 Epoch 15: val loss 0.652983546257019 Epoch 16: train loss 0.6163931597362865 Epoch 16: val loss 0.6498639583587646 Epoch 17: train loss 0.6083231405778364 Epoch 17: val loss 0.6496838927268982 Epoch 18: train loss 0.5917749973860654 Epoch 18: val loss 0.6489330530166626 Epoch 19: train loss 0.6006124317646027 Epoch 19: val loss 0.6489207744598389 Epoch 20: train loss 0.5664395473220132 Epoch 20: val loss 0.6531801223754883 Epoch 21: train loss 0.5648298886689272 Epoch 21: val loss 0.6595813632011414 Epoch 22: train loss 0.567294876683842 Epoch 22: val loss 0.6640668511390686 Epoch 23: train loss 0.5519307066093792 Epoch 23: val loss 0.670184850692749 Epoch 24: train loss 0.5584063502875242 Epoch 24: val loss 0.6637059450149536
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697609316218983 Epoch 0: val loss 0.68767249584198 Epoch 1: train loss 0.6728212128986012 Epoch 1: val loss 0.6760706305503845 Epoch 2: train loss 0.6487974091009661 Epoch 2: val loss 0.671110212802887 Epoch 3: train loss 0.6494625319134105 Epoch 3: val loss 0.6704449653625488 Epoch 4: train loss 0.6305004520849748 Epoch 4: val loss 0.6647771596908569 Epoch 5: train loss 0.6201298941265453 Epoch 5: val loss 0.6660978198051453 Epoch 6: train loss 0.6139503879980608 Epoch 6: val loss 0.6619099378585815 Epoch 7: train loss 0.6175503405657682 Epoch 7: val loss 0.6650614142417908 Epoch 8: train loss 0.6167213158173994 Epoch 8: val loss 0.666165292263031 Epoch 9: train loss 0.6121664101427252 Epoch 9: val loss 0.666766345500946 Epoch 10: train loss 0.6026739992878654 Epoch 10: val loss 0.6673940420150757 Epoch 11: train loss 0.5736798481507734 Epoch 11: val loss 0.6548531651496887 Epoch 12: train loss 0.5950794626366008 Epoch 12: val loss 0.6497445702552795 Epoch 13: train loss 0.5829749622128226 Epoch 13: val loss 0.6562101244926453 Epoch 14: train loss 0.5730061747811057 Epoch 14: val loss 0.6670569181442261 Epoch 15: train loss 0.552994121204723 Epoch 15: val loss 0.6723271608352661 Epoch 16: train loss 0.5634344301440499 Epoch 16: val loss 0.6699169874191284 Epoch 17: train loss 0.5543800484050404 Epoch 17: val loss 0.6707077026367188 Epoch 18: train loss 0.5434957580132918 Epoch 18: val loss 0.65421062707901 Epoch 19: train loss 0.5231787968765605 Epoch 19: val loss 0.6603338122367859 Epoch 20: train loss 0.5249173072251406 Epoch 20: val loss 0.6528252363204956 Epoch 21: train loss 0.5092799907380884 Epoch 21: val loss 0.6590917706489563 Epoch 22: train loss 0.5160503387451172 Epoch 22: val loss 0.6634449362754822 Epoch 23: train loss 0.5257631675763563 Epoch 23: val loss 0.6629565358161926 Epoch 24: train loss 0.4913694614713842 Epoch 24: val loss 0.688711404800415
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.673434089530598 Epoch 0: val loss 0.6732875108718872 Epoch 1: train loss 0.6557599685408853 Epoch 1: val loss 0.6649993658065796 Epoch 2: train loss 0.6316209923137318 Epoch 2: val loss 0.6596276164054871 Epoch 3: train loss 0.6338676918636669 Epoch 3: val loss 0.6610337495803833 Epoch 4: train loss 0.6240295605225996 Epoch 4: val loss 0.657871663570404 Epoch 5: train loss 0.6141872676936063 Epoch 5: val loss 0.6556145548820496 Epoch 6: train loss 0.6215351494875822 Epoch 6: val loss 0.6561673879623413 Epoch 7: train loss 0.6225551150061868 Epoch 7: val loss 0.6515358686447144 Epoch 8: train loss 0.5998464578931982 Epoch 8: val loss 0.6540442705154419 Epoch 9: train loss 0.5984587290070273 Epoch 9: val loss 0.6503626704216003 Epoch 10: train loss 0.6101609197529879 Epoch 10: val loss 0.6447389125823975 Epoch 11: train loss 0.5914654487913306 Epoch 11: val loss 0.6446223855018616 Epoch 12: train loss 0.573576111685146 Epoch 12: val loss 0.6559114456176758 Epoch 13: train loss 0.5900060642849315 Epoch 13: val loss 0.6574718952178955 Epoch 14: train loss 0.567604891278527 Epoch 14: val loss 0.6486079096794128 Epoch 15: train loss 0.5565309632908214 Epoch 15: val loss 0.6537484526634216 Epoch 16: train loss 0.5616921863772653 Epoch 16: val loss 0.649475634098053 Epoch 17: train loss 0.5548218353228136 Epoch 17: val loss 0.6468154191970825 Epoch 18: train loss 0.5770913037386808 Epoch 18: val loss 0.6440278887748718 Epoch 19: train loss 0.5497020184993744 Epoch 19: val loss 0.6459502577781677 Epoch 20: train loss 0.5478005029938438 Epoch 20: val loss 0.6480087637901306 Epoch 21: train loss 0.5481311326677148 Epoch 21: val loss 0.6513345241546631 Epoch 22: train loss 0.5346810086206957 Epoch 22: val loss 0.6398204565048218 Epoch 23: train loss 0.5519738766280088 Epoch 23: val loss 0.6375009417533875 Epoch 24: train loss 0.5446141958236694 Epoch 24: val loss 0.6397269368171692
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941082965243947 Epoch 0: val loss 0.6859893202781677 Epoch 1: train loss 0.6863982406529513 Epoch 1: val loss 0.6850577592849731 Epoch 2: train loss 0.6728101155974648 Epoch 2: val loss 0.6807402968406677 Epoch 3: train loss 0.6739941347729076 Epoch 3: val loss 0.6786721348762512 Epoch 4: train loss 0.6619188026948408 Epoch 4: val loss 0.6822860836982727 Epoch 5: train loss 0.6532167900692333 Epoch 5: val loss 0.6795248985290527 Epoch 6: train loss 0.6428716616197065 Epoch 6: val loss 0.6759716272354126 Epoch 7: train loss 0.6521422158588063 Epoch 7: val loss 0.6761817336082458 Epoch 8: train loss 0.6410438960248773 Epoch 8: val loss 0.6720391511917114 Epoch 9: train loss 0.6402938528494402 Epoch 9: val loss 0.672215461730957 Epoch 10: train loss 0.6278807466680353 Epoch 10: val loss 0.6583853960037231 Epoch 11: train loss 0.6175317926840349 Epoch 11: val loss 0.6580199003219604 Epoch 12: train loss 0.6225591681220315 Epoch 12: val loss 0.6595465540885925 Epoch 13: train loss 0.6324165571819652 Epoch 13: val loss 0.6671579480171204 Epoch 14: train loss 0.6102619550444863 Epoch 14: val loss 0.6589961647987366 Epoch 15: train loss 0.6086407574740323 Epoch 15: val loss 0.6601974964141846 Epoch 16: train loss 0.6053635694763877 Epoch 16: val loss 0.6585374474525452 Epoch 17: train loss 0.6013368368148804 Epoch 17: val loss 0.6630932688713074 Epoch 18: train loss 0.6038611883466894 Epoch 18: val loss 0.6680734157562256 Epoch 19: train loss 0.5784566077319059 Epoch 19: val loss 0.6613684892654419 Epoch 20: train loss 0.5850462534210898 Epoch 20: val loss 0.6679568290710449 Epoch 21: train loss 0.5780970752239227 Epoch 21: val loss 0.6745052337646484 Epoch 22: train loss 0.578169814564965 Epoch 22: val loss 0.6798551678657532 Epoch 23: train loss 0.5618982992388986 Epoch 23: val loss 0.6677175760269165 Epoch 24: train loss 0.5624770413745533 Epoch 24: val loss 0.684371829032898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7020317633946737 Epoch 0: val loss 0.6978863477706909 Epoch 1: train loss 0.6596466064453125 Epoch 1: val loss 0.6885011792182922 Epoch 2: train loss 0.6606111526489258 Epoch 2: val loss 0.6860425472259521 Epoch 3: train loss 0.6564708590507508 Epoch 3: val loss 0.6812383532524109 Epoch 4: train loss 0.6315926512082418 Epoch 4: val loss 0.6805045008659363 Epoch 5: train loss 0.6479800740877787 Epoch 5: val loss 0.6805649995803833 Epoch 6: train loss 0.6468898177146911 Epoch 6: val loss 0.6727245450019836 Epoch 7: train loss 0.6447441458702088 Epoch 7: val loss 0.6705408096313477 Epoch 8: train loss 0.6368339379628499 Epoch 8: val loss 0.6769299507141113 Epoch 9: train loss 0.6530636588732401 Epoch 9: val loss 0.6789857149124146 Epoch 10: train loss 0.6322346011797587 Epoch 10: val loss 0.6776358485221863 Epoch 11: train loss 0.6085921446482341 Epoch 11: val loss 0.6755110621452332 Epoch 12: train loss 0.6124684810638428 Epoch 12: val loss 0.6752737760543823 Epoch 13: train loss 0.6331869284311931 Epoch 13: val loss 0.6758784651756287 Epoch 14: train loss 0.6097816427548727 Epoch 14: val loss 0.6758739948272705 Epoch 15: train loss 0.6108704328536987 Epoch 15: val loss 0.6643125414848328 Epoch 16: train loss 0.6070357143878937 Epoch 16: val loss 0.6631355881690979 Epoch 17: train loss 0.609351658821106 Epoch 17: val loss 0.6719948649406433 Epoch 18: train loss 0.6232252637545268 Epoch 18: val loss 0.6555351614952087 Epoch 19: train loss 0.5939182380835215 Epoch 19: val loss 0.6537376642227173 Epoch 20: train loss 0.6141002476215363 Epoch 20: val loss 0.6532731056213379
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6831320753464332 Epoch 0: val loss 0.6928542852401733 Epoch 1: train loss 0.6694815021294814 Epoch 1: val loss 0.6950535774230957 Epoch 2: train loss 0.6630428708516635 Epoch 2: val loss 0.6868677735328674 Epoch 3: train loss 0.6653100114602309 Epoch 3: val loss 0.6802769899368286 Epoch 4: train loss 0.6566092326090887 Epoch 4: val loss 0.673252284526825 Epoch 5: train loss 0.644070185147799 Epoch 5: val loss 0.6655313968658447 Epoch 6: train loss 0.6440586539415213 Epoch 6: val loss 0.6635725498199463 Epoch 7: train loss 0.6189415179766141 Epoch 7: val loss 0.6656840443611145 Epoch 8: train loss 0.6379313560632559 Epoch 8: val loss 0.6678557395935059 Epoch 9: train loss 0.6349753554050739 Epoch 9: val loss 0.6553012132644653 Epoch 10: train loss 0.6028650586421673 Epoch 10: val loss 0.652809202671051 Epoch 11: train loss 0.6039087726519659 Epoch 11: val loss 0.6536592245101929 Epoch 12: train loss 0.6007753427212055 Epoch 12: val loss 0.6639887094497681 Epoch 13: train loss 0.6152956806696378 Epoch 13: val loss 0.6622856855392456 Epoch 14: train loss 0.6013709352566645 Epoch 14: val loss 0.6505098938941956 Epoch 15: train loss 0.5892686614623437 Epoch 15: val loss 0.6462932825088501 Epoch 16: train loss 0.5782360617931073 Epoch 16: val loss 0.6502649784088135 Epoch 17: train loss 0.5854735855872815 Epoch 17: val loss 0.6590176224708557 Epoch 18: train loss 0.5892903254582331 Epoch 18: val loss 0.6518837809562683 Epoch 19: train loss 0.58039990067482 Epoch 19: val loss 0.6457647085189819 Epoch 20: train loss 0.5706418936069195 Epoch 20: val loss 0.6559033989906311 Epoch 21: train loss 0.588543007007012 Epoch 21: val loss 0.6405829787254333 Epoch 22: train loss 0.5553764586265271 Epoch 22: val loss 0.64063960313797 Epoch 23: train loss 0.5671754066760724 Epoch 23: val loss 0.6492676138877869 Epoch 24: train loss 0.5483850378256577 Epoch 24: val loss 0.6367592811584473
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6872902787648715 Epoch 0: val loss 0.678229033946991 Epoch 1: train loss 0.6691749508564289 Epoch 1: val loss 0.6734635829925537 Epoch 2: train loss 0.656334794484652 Epoch 2: val loss 0.668111264705658 Epoch 3: train loss 0.6478201425992526 Epoch 3: val loss 0.6615086197853088 Epoch 4: train loss 0.6270230733431302 Epoch 4: val loss 0.6598709225654602 Epoch 5: train loss 0.6200317236093374 Epoch 5: val loss 0.6556105017662048 Epoch 6: train loss 0.6262401158993061 Epoch 6: val loss 0.6553546786308289 Epoch 7: train loss 0.599381121305319 Epoch 7: val loss 0.6529250741004944 Epoch 8: train loss 0.6259025151912982 Epoch 8: val loss 0.6555371284484863 Epoch 9: train loss 0.6159853247495798 Epoch 9: val loss 0.6509774327278137 Epoch 10: train loss 0.6104623400248014 Epoch 10: val loss 0.6513256430625916 Epoch 11: train loss 0.5870534410843482 Epoch 11: val loss 0.6534557342529297 Epoch 12: train loss 0.5946593811878791 Epoch 12: val loss 0.6477708220481873 Epoch 13: train loss 0.6064217319855323 Epoch 13: val loss 0.6496034860610962 Epoch 14: train loss 0.601783275604248 Epoch 14: val loss 0.6511872410774231 Epoch 15: train loss 0.5907919796613547 Epoch 15: val loss 0.6497825384140015 Epoch 16: train loss 0.6032557716736426 Epoch 16: val loss 0.6493954658508301 Epoch 17: train loss 0.599701464176178 Epoch 17: val loss 0.6443700194358826 Epoch 18: train loss 0.5759405493736267 Epoch 18: val loss 0.6486480236053467 Epoch 19: train loss 0.575996077977694 Epoch 19: val loss 0.6490669250488281 Epoch 20: train loss 0.5755036381574777 Epoch 20: val loss 0.6452509164810181 Epoch 21: train loss 0.5752569505801568 Epoch 21: val loss 0.6506316065788269 Epoch 22: train loss 0.5646856771065638 Epoch 22: val loss 0.6505290865898132 Epoch 23: train loss 0.5638457055275257 Epoch 23: val loss 0.6485171318054199 Epoch 24: train loss 0.5758510300746331 Epoch 24: val loss 0.6509592533111572
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6990715861320496 Epoch 0: val loss 0.6925011873245239 Epoch 1: train loss 0.692272099164816 Epoch 1: val loss 0.6802248954772949 Epoch 2: train loss 0.6820121911855844 Epoch 2: val loss 0.6704562306404114 Epoch 3: train loss 0.6665922540884751 Epoch 3: val loss 0.6620944142341614 Epoch 4: train loss 0.6562975278267493 Epoch 4: val loss 0.6518149375915527 Epoch 5: train loss 0.652282728598668 Epoch 5: val loss 0.6426912546157837 Epoch 6: train loss 0.6296901748730586 Epoch 6: val loss 0.6376358866691589 Epoch 7: train loss 0.6233582404943613 Epoch 7: val loss 0.6242377161979675 Epoch 8: train loss 0.627960938673753 Epoch 8: val loss 0.6255009770393372 Epoch 9: train loss 0.6173934890673711 Epoch 9: val loss 0.6221503019332886 Epoch 10: train loss 0.6235038615190066 Epoch 10: val loss 0.6129069924354553 Epoch 11: train loss 0.6216384585087116 Epoch 11: val loss 0.6178853511810303 Epoch 12: train loss 0.6234318614006042 Epoch 12: val loss 0.613820493221283 Epoch 13: train loss 0.6003338923821082 Epoch 13: val loss 0.6123300790786743 Epoch 14: train loss 0.5977722864884597 Epoch 14: val loss 0.6098811626434326 Epoch 15: train loss 0.5889126154092642 Epoch 15: val loss 0.615100085735321 Epoch 16: train loss 0.6091579657334548 Epoch 16: val loss 0.6012754440307617 Epoch 17: train loss 0.5912266213160294 Epoch 17: val loss 0.599362850189209 Epoch 18: train loss 0.567451516023049 Epoch 18: val loss 0.6078616380691528 Epoch 19: train loss 0.5663138352907621 Epoch 19: val loss 0.6052906513214111 Epoch 20: train loss 0.5943832993507385 Epoch 20: val loss 0.5992483496665955 Epoch 21: train loss 0.5954855267818158 Epoch 21: val loss 0.6042312383651733 Epoch 22: train loss 0.5962863105994004 Epoch 22: val loss 0.6134001016616821 Epoch 23: train loss 0.5783622494110694 Epoch 23: val loss 0.614286482334137 Epoch 24: train loss 0.5781099658745986 Epoch 24: val loss 0.6008330583572388
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053782664812528 Epoch 0: val loss 0.6735751628875732 Epoch 1: train loss 0.6756726182424105 Epoch 1: val loss 0.6638506054878235 Epoch 2: train loss 0.6575547915238601 Epoch 2: val loss 0.6603140234947205 Epoch 3: train loss 0.652126458974985 Epoch 3: val loss 0.6585369110107422 Epoch 4: train loss 0.6556219504429743 Epoch 4: val loss 0.6582875847816467 Epoch 5: train loss 0.6374324651864859 Epoch 5: val loss 0.6561734080314636 Epoch 6: train loss 0.6263366249891428 Epoch 6: val loss 0.6521745324134827 Epoch 7: train loss 0.6289946482731745 Epoch 7: val loss 0.6507214903831482 Epoch 8: train loss 0.6131417155265808 Epoch 8: val loss 0.6512055993080139 Epoch 9: train loss 0.6122414698967567 Epoch 9: val loss 0.6505856513977051 Epoch 10: train loss 0.611447600217966 Epoch 10: val loss 0.6488080620765686 Epoch 11: train loss 0.6011622387629288 Epoch 11: val loss 0.6489109992980957 Epoch 12: train loss 0.5943297124825991 Epoch 12: val loss 0.6504709124565125 Epoch 13: train loss 0.5870663156876197 Epoch 13: val loss 0.6547701358795166 Epoch 14: train loss 0.585055777659783 Epoch 14: val loss 0.6610175967216492 Epoch 15: train loss 0.5818145917012141 Epoch 15: val loss 0.6595422625541687 Epoch 16: train loss 0.5562730912978833 Epoch 16: val loss 0.6573805809020996 Epoch 17: train loss 0.5899151013447688 Epoch 17: val loss 0.6504091620445251 Epoch 18: train loss 0.5791462889084449 Epoch 18: val loss 0.6518208980560303 Epoch 19: train loss 0.6001223692527184 Epoch 19: val loss 0.6554725766181946 Epoch 20: train loss 0.5499643591734079 Epoch 20: val loss 0.6549166440963745 Epoch 21: train loss 0.5400838599755213 Epoch 21: val loss 0.6545212268829346 Epoch 22: train loss 0.5348825798584864 Epoch 22: val loss 0.663349986076355 Epoch 23: train loss 0.5464436916204599 Epoch 23: val loss 0.6549737453460693 Epoch 24: train loss 0.5412730735081893 Epoch 24: val loss 0.65973961353302
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6948145873406354 Epoch 0: val loss 0.6960537433624268 Epoch 1: train loss 0.6863403180066276 Epoch 1: val loss 0.6966373324394226 Epoch 2: train loss 0.6737724963356467 Epoch 2: val loss 0.6977452635765076 Epoch 3: train loss 0.6613017390756046 Epoch 3: val loss 0.6983457803726196 Epoch 4: train loss 0.6482042810496162 Epoch 4: val loss 0.6941315531730652 Epoch 5: train loss 0.6342132336953107 Epoch 5: val loss 0.6914645433425903 Epoch 6: train loss 0.6296070358332466 Epoch 6: val loss 0.6897394061088562 Epoch 7: train loss 0.6124390398754793 Epoch 7: val loss 0.6867249608039856 Epoch 8: train loss 0.610667018329396 Epoch 8: val loss 0.6847483515739441 Epoch 9: train loss 0.6166235243572908 Epoch 9: val loss 0.6859306693077087 Epoch 10: train loss 0.6038204203633701 Epoch 10: val loss 0.687738299369812 Epoch 11: train loss 0.602617365472457 Epoch 11: val loss 0.6937761902809143 Epoch 12: train loss 0.6003263171981362 Epoch 12: val loss 0.6923821568489075 Epoch 13: train loss 0.6086542010307312 Epoch 13: val loss 0.6957405805587769 Epoch 14: train loss 0.5906350156840157 Epoch 14: val loss 0.6837385892868042 Epoch 15: train loss 0.5929781636771034 Epoch 15: val loss 0.6885566115379333 Epoch 16: train loss 0.5850168922368217 Epoch 16: val loss 0.6825845241546631 Epoch 17: train loss 0.5759078720036674 Epoch 17: val loss 0.6859046816825867 Epoch 18: train loss 0.5873976139461293 Epoch 18: val loss 0.6887174248695374 Epoch 19: train loss 0.5903643334613127 Epoch 19: val loss 0.6859910488128662 Epoch 20: train loss 0.5677941073389614 Epoch 20: val loss 0.6837177276611328 Epoch 21: train loss 0.5688897038207335 Epoch 21: val loss 0.6931003928184509
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963722954193751 Epoch 0: val loss 0.718354344367981 Epoch 1: train loss 0.6882766683896383 Epoch 1: val loss 0.7027792930603027 Epoch 2: train loss 0.6775323450565338 Epoch 2: val loss 0.7000587582588196 Epoch 3: train loss 0.6657167375087738 Epoch 3: val loss 0.7110862731933594 Epoch 4: train loss 0.6536104629437128 Epoch 4: val loss 0.7129760980606079 Epoch 5: train loss 0.6443647791941961 Epoch 5: val loss 0.715094268321991 Epoch 6: train loss 0.6464048425356547 Epoch 6: val loss 0.7128498554229736 Epoch 7: train loss 0.6347825129826864 Epoch 7: val loss 0.7217223048210144 Epoch 8: train loss 0.6333754261334738 Epoch 8: val loss 0.7111449241638184 Epoch 9: train loss 0.6297933459281921 Epoch 9: val loss 0.7234153151512146 Epoch 10: train loss 0.6285343666871389 Epoch 10: val loss 0.714719831943512 Epoch 11: train loss 0.6045776605606079 Epoch 11: val loss 0.7249110341072083 Epoch 12: train loss 0.6121194064617157 Epoch 12: val loss 0.7389510869979858 Epoch 13: train loss 0.5939141934116682 Epoch 13: val loss 0.7311932444572449 Epoch 14: train loss 0.6010252286990484 Epoch 14: val loss 0.7276322245597839 Epoch 15: train loss 0.5939128324389458 Epoch 15: val loss 0.7516935467720032 Epoch 16: train loss 0.5939464618762335 Epoch 16: val loss 0.751701831817627 Epoch 17: train loss 0.5890261754393578 Epoch 17: val loss 0.728625476360321 Epoch 18: train loss 0.5863555893301964 Epoch 18: val loss 0.7626236081123352 Epoch 19: train loss 0.580622211098671 Epoch 19: val loss 0.7445406913757324 Epoch 20: train loss 0.5893387546141943 Epoch 20: val loss 0.7430328130722046 Epoch 21: train loss 0.5639869769414266 Epoch 21: val loss 0.7524563074111938 Epoch 22: train loss 0.5575404316186905 Epoch 22: val loss 0.7459126114845276 Epoch 23: train loss 0.5772620439529419 Epoch 23: val loss 0.748748242855072 Epoch 24: train loss 0.5737730165322622 Epoch 24: val loss 0.7782490253448486
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7116456776857376 Epoch 0: val loss 0.6932381391525269 Epoch 1: train loss 0.7064333160718282 Epoch 1: val loss 0.6891282200813293 Epoch 2: train loss 0.6884225209554037 Epoch 2: val loss 0.6878726482391357 Epoch 3: train loss 0.6670801391204199 Epoch 3: val loss 0.6846781969070435 Epoch 4: train loss 0.6666592657566071 Epoch 4: val loss 0.6798155307769775 Epoch 5: train loss 0.6600921452045441 Epoch 5: val loss 0.6803978681564331 Epoch 6: train loss 0.6598033905029297 Epoch 6: val loss 0.6815717816352844 Epoch 7: train loss 0.6551513224840164 Epoch 7: val loss 0.6778124570846558 Epoch 8: train loss 0.6493175774812698 Epoch 8: val loss 0.6820393204689026 Epoch 9: train loss 0.6597263962030411 Epoch 9: val loss 0.6846221685409546 Epoch 10: train loss 0.6419451137383779 Epoch 10: val loss 0.6879774332046509 Epoch 11: train loss 0.6512146641810735 Epoch 11: val loss 0.6888810396194458 Epoch 12: train loss 0.6448352436224619 Epoch 12: val loss 0.6864255666732788 Epoch 13: train loss 0.6362782816092173 Epoch 13: val loss 0.6873359084129333 Epoch 14: train loss 0.6218779732783636 Epoch 14: val loss 0.694525957107544 Epoch 15: train loss 0.6191320220629374 Epoch 15: val loss 0.6984890699386597 Epoch 16: train loss 0.6167729745308558 Epoch 16: val loss 0.6982583999633789 Epoch 17: train loss 0.6160610516866049 Epoch 17: val loss 0.7032529711723328 Epoch 18: train loss 0.6089036564032236 Epoch 18: val loss 0.7071319222450256 Epoch 19: train loss 0.6140534381071726 Epoch 19: val loss 0.7028170824050903 Epoch 20: train loss 0.6005972276131312 Epoch 20: val loss 0.7051825523376465 Epoch 21: train loss 0.5836682717005411 Epoch 21: val loss 0.7244058847427368 Epoch 22: train loss 0.5844516480962435 Epoch 22: val loss 0.7177267074584961 Epoch 23: train loss 0.5983410427967707 Epoch 23: val loss 0.7155869603157043 Epoch 24: train loss 0.5905686914920807 Epoch 24: val loss 0.7325111627578735
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7214928964773814 Epoch 0: val loss 0.6816569566726685 Epoch 1: train loss 0.7040944447120031 Epoch 1: val loss 0.687161922454834 Epoch 2: train loss 0.6770431995391846 Epoch 2: val loss 0.6868276000022888 Epoch 3: train loss 0.6956424166758856 Epoch 3: val loss 0.6891205906867981 Epoch 4: train loss 0.6823227306207021 Epoch 4: val loss 0.6860830783843994 Epoch 5: train loss 0.673447514573733 Epoch 5: val loss 0.6889234185218811 Epoch 6: train loss 0.670120894908905 Epoch 6: val loss 0.6935070157051086 Epoch 7: train loss 0.6501941780249277 Epoch 7: val loss 0.7048773169517517 Epoch 8: train loss 0.6637918601433436 Epoch 8: val loss 0.7018918991088867 Epoch 9: train loss 0.6591702302296957 Epoch 9: val loss 0.7014976143836975 Epoch 10: train loss 0.6487992356220881 Epoch 10: val loss 0.7052761316299438 Epoch 11: train loss 0.6286742637554804 Epoch 11: val loss 0.7088831663131714 Epoch 12: train loss 0.6254530449708303 Epoch 12: val loss 0.7126576900482178 Epoch 13: train loss 0.6345379998286566 Epoch 13: val loss 0.7200290560722351 Epoch 14: train loss 0.6185534546772639 Epoch 14: val loss 0.7190943360328674 Epoch 15: train loss 0.6293708582719167 Epoch 15: val loss 0.7283605933189392 Epoch 16: train loss 0.6204374730587006 Epoch 16: val loss 0.7298228144645691 Epoch 17: train loss 0.6159382462501526 Epoch 17: val loss 0.7273765802383423 Epoch 18: train loss 0.6178570439418157 Epoch 18: val loss 0.7314957976341248 Epoch 19: train loss 0.6122471789518992 Epoch 19: val loss 0.7353145480155945 Epoch 20: train loss 0.6114817162354788 Epoch 20: val loss 0.7376457452774048 Epoch 21: train loss 0.6237689604361852 Epoch 21: val loss 0.7330911159515381 Epoch 22: train loss 0.59271373351415 Epoch 22: val loss 0.7507575154304504 Epoch 23: train loss 0.6054570277531942 Epoch 23: val loss 0.7478413581848145 Epoch 24: train loss 0.5931626160939535 Epoch 24: val loss 0.7555623650550842
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.709877148270607 Epoch 0: val loss 0.69268399477005 Epoch 1: train loss 0.689408928155899 Epoch 1: val loss 0.6857303380966187 Epoch 2: train loss 0.6823855340480804 Epoch 2: val loss 0.6862099766731262 Epoch 3: train loss 0.6709893892208735 Epoch 3: val loss 0.6863207221031189 Epoch 4: train loss 0.6690449963013331 Epoch 4: val loss 0.6882319450378418 Epoch 5: train loss 0.6735427925984064 Epoch 5: val loss 0.6862902641296387 Epoch 6: train loss 0.6666421691576639 Epoch 6: val loss 0.689413845539093 Epoch 7: train loss 0.6709671020507812 Epoch 7: val loss 0.6845590472221375 Epoch 8: train loss 0.6601640532414118 Epoch 8: val loss 0.6828964352607727 Epoch 9: train loss 0.6431669592857361 Epoch 9: val loss 0.682486891746521 Epoch 10: train loss 0.6575865199168524 Epoch 10: val loss 0.6807812452316284 Epoch 11: train loss 0.6679116437832514 Epoch 11: val loss 0.6798863410949707 Epoch 12: train loss 0.6385751118262609 Epoch 12: val loss 0.6770814657211304 Epoch 13: train loss 0.6404021879037222 Epoch 13: val loss 0.6731160283088684 Epoch 14: train loss 0.6234046022097269 Epoch 14: val loss 0.6751552224159241 Epoch 15: train loss 0.6341318786144257 Epoch 15: val loss 0.675422728061676 Epoch 16: train loss 0.6317331194877625 Epoch 16: val loss 0.6746663451194763 Epoch 17: train loss 0.6197248846292496 Epoch 17: val loss 0.6744765043258667 Epoch 18: train loss 0.6208305259545644 Epoch 18: val loss 0.6738024353981018 Epoch 19: train loss 0.6287500858306885 Epoch 19: val loss 0.6747678518295288 Epoch 20: train loss 0.6240161408980688 Epoch 20: val loss 0.6728295087814331 Epoch 21: train loss 0.6054642250140508 Epoch 21: val loss 0.6774753332138062 Epoch 22: train loss 0.5979152247309685 Epoch 22: val loss 0.6741418242454529 Epoch 23: train loss 0.6087834338347117 Epoch 23: val loss 0.6778784394264221 Epoch 24: train loss 0.600566158692042 Epoch 24: val loss 0.6793776154518127
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6881892643868923 Epoch 0: val loss 0.6821256279945374 Epoch 1: train loss 0.6958678476512432 Epoch 1: val loss 0.6736765503883362 Epoch 2: train loss 0.6673594042658806 Epoch 2: val loss 0.6656867861747742 Epoch 3: train loss 0.6652248874306679 Epoch 3: val loss 0.6622596383094788 Epoch 4: train loss 0.6656922101974487 Epoch 4: val loss 0.6616407036781311 Epoch 5: train loss 0.6673589497804642 Epoch 5: val loss 0.6637457013130188 Epoch 6: train loss 0.6614190712571144 Epoch 6: val loss 0.670023500919342 Epoch 7: train loss 0.6549216583371162 Epoch 7: val loss 0.6759870648384094 Epoch 8: train loss 0.6593349650502205 Epoch 8: val loss 0.6739994287490845 Epoch 9: train loss 0.6430269405245781 Epoch 9: val loss 0.6685872077941895 Epoch 10: train loss 0.6491016298532486 Epoch 10: val loss 0.6676234006881714 Epoch 11: train loss 0.6440742090344429 Epoch 11: val loss 0.676017165184021 Epoch 12: train loss 0.6318638771772385 Epoch 12: val loss 0.6706254482269287
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
9 Epoch 0: train loss 0.6973264132227216 Epoch 0: val loss 0.6693724989891052 Epoch 1: train loss 0.6728936689240592 Epoch 1: val loss 0.65421062707901 Epoch 2: train loss 0.6093982032367161 Epoch 2: val loss 0.6416126489639282 Epoch 3: train loss 0.6926319173404148 Epoch 3: val loss 0.6351445317268372 Epoch 4: train loss 0.6369330627577645 Epoch 4: val loss 0.634752631187439 Epoch 5: train loss 0.6028806098869869 Epoch 5: val loss 0.6328063011169434 Epoch 6: train loss 0.5616213083267212 Epoch 6: val loss 0.6332990527153015 Epoch 7: train loss 0.5763296059199742 Epoch 7: val loss 0.635046124458313 Epoch 8: train loss 0.6024559608527592 Epoch 8: val loss 0.6367250084877014 Epoch 9: train loss 0.5542830526828766 Epoch 9: val loss 0.6302118897438049 Epoch 10: train loss 0.5118058281285423 Epoch 10: val loss 0.631485104560852 Epoch 11: train loss 0.5311701808656965 Epoch 11: val loss 0.6367591023445129 Epoch 12: train loss 0.5405016796929496 Epoch 12: val loss 0.6413397192955017 Epoch 13: train loss 0.5023795451436724 Epoch 13: val loss 0.6442668437957764 Epoch 14: train loss 0.49087440967559814 Epoch 14: val loss 0.6619929075241089 Epoch 15: train loss 0.4815736391714641 Epoch 15: val loss 0.6782273650169373 Epoch 16: train loss 0.5158597230911255 Epoch 16: val loss 0.677783191204071 Epoch 17: train loss 0.5418072938919067 Epoch 17: val loss 0.6751463413238525 Epoch 18: train loss 0.5509205332824162 Epoch 18: val loss 0.6717498898506165 Epoch 19: train loss 0.5127459679331098 Epoch 19: val loss 0.6506404876708984 Epoch 20: train loss 0.4734149362359728 Epoch 20: val loss 0.6256591081619263 Epoch 21: train loss 0.5142514875956944 Epoch 21: val loss 0.632115364074707 Epoch 22: train loss 0.5474734561783927 Epoch 22: val loss 0.6247147917747498 Epoch 23: train loss 0.49113692556108746 Epoch 23: val loss 0.6373646259307861 Epoch 24: train loss 0.4848050517695291 Epoch 24: val loss 0.646223247051239
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7048036115510123 Epoch 0: val loss 0.6694839000701904 Epoch 1: train loss 0.663106552192143 Epoch 1: val loss 0.6519203186035156 Epoch 2: train loss 0.6317900334085736 Epoch 2: val loss 0.6354295611381531 Epoch 3: train loss 0.6155444043023246 Epoch 3: val loss 0.6177139282226562 Epoch 4: train loss 0.5781631895474025 Epoch 4: val loss 0.6036270260810852 Epoch 5: train loss 0.5862018423421043 Epoch 5: val loss 0.5926322937011719 Epoch 6: train loss 0.5620220218385968 Epoch 6: val loss 0.58537757396698 Epoch 7: train loss 0.5714940599032811 Epoch 7: val loss 0.5794106721878052 Epoch 8: train loss 0.5770205429622105 Epoch 8: val loss 0.5775873064994812 Epoch 9: train loss 0.6082497494561332 Epoch 9: val loss 0.5812811255455017 Epoch 10: train loss 0.6149206246648516 Epoch 10: val loss 0.5814547538757324 Epoch 11: train loss 0.5860258766583034 Epoch 11: val loss 0.5787930488586426 Epoch 12: train loss 0.5740286367280143 Epoch 12: val loss 0.5808160305023193 Epoch 13: train loss 0.588691600731441 Epoch 13: val loss 0.5792019963264465 Epoch 14: train loss 0.5396023690700531 Epoch 14: val loss 0.5785801410675049 Epoch 15: train loss 0.5489509957177299 Epoch 15: val loss 0.5803514719009399 Epoch 16: train loss 0.5253756386893136 Epoch 16: val loss 0.5820516347885132 Epoch 17: train loss 0.5964322984218597 Epoch 17: val loss 0.577662467956543 Epoch 18: train loss 0.5201652858938489 Epoch 18: val loss 0.5738651752471924 Epoch 19: train loss 0.568014417375837 Epoch 19: val loss 0.5696674585342407 Epoch 20: train loss 0.6027479980673108 Epoch 20: val loss 0.5691493153572083 Epoch 21: train loss 0.49984558139528545 Epoch 21: val loss 0.5719206929206848 Epoch 22: train loss 0.5378398086343493 Epoch 22: val loss 0.5730149149894714 Epoch 23: train loss 0.4956837637083871 Epoch 23: val loss 0.5751153230667114 Epoch 24: train loss 0.4949477996144976 Epoch 24: val loss 0.5737702250480652
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6817479133605957 Epoch 0: val loss 0.6642239093780518 Epoch 1: train loss 0.6368617841175624 Epoch 1: val loss 0.6317380666732788 Epoch 2: train loss 0.6015709468296596 Epoch 2: val loss 0.604978621006012 Epoch 3: train loss 0.5788417628833226 Epoch 3: val loss 0.5864978432655334 Epoch 4: train loss 0.5473700761795044 Epoch 4: val loss 0.5780737400054932 Epoch 5: train loss 0.5992559705461774 Epoch 5: val loss 0.5735562443733215 Epoch 6: train loss 0.5719530582427979 Epoch 6: val loss 0.5713596343994141 Epoch 7: train loss 0.5474620504038674 Epoch 7: val loss 0.567466139793396 Epoch 8: train loss 0.5214185629572187 Epoch 8: val loss 0.5660632848739624 Epoch 9: train loss 0.5304551252296993 Epoch 9: val loss 0.5628855228424072 Epoch 10: train loss 0.6005125003201621 Epoch 10: val loss 0.560066282749176 Epoch 11: train loss 0.5619721838406154 Epoch 11: val loss 0.5610359311103821 Epoch 12: train loss 0.5661634802818298 Epoch 12: val loss 0.5599360466003418 Epoch 13: train loss 0.5122632469449725 Epoch 13: val loss 0.5549295544624329 Epoch 14: train loss 0.5154747196606227 Epoch 14: val loss 0.5559937357902527 Epoch 15: train loss 0.5026273855141231 Epoch 15: val loss 0.5593382120132446 Epoch 16: train loss 0.509778584752764 Epoch 16: val loss 0.5598320960998535 Epoch 17: train loss 0.5179666451045445 Epoch 17: val loss 0.5625140070915222 Epoch 18: train loss 0.4951279716832297 Epoch 18: val loss 0.5623029470443726 Epoch 19: train loss 0.5504421166011265 Epoch 19: val loss 0.5600417852401733 Epoch 20: train loss 0.5603883692196437 Epoch 20: val loss 0.5681482553482056 Epoch 21: train loss 0.5114607257502419 Epoch 21: val loss 0.5744307041168213 Epoch 22: train loss 0.5259684026241302 Epoch 22: val loss 0.5739004015922546 Epoch 23: train loss 0.5541439865316663 Epoch 23: val loss 0.565314531326294 Epoch 24: train loss 0.4706190228462219 Epoch 24: val loss 0.563501238822937
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699853777885437 Epoch 0: val loss 0.6577041745185852 Epoch 1: train loss 0.6624086669513157 Epoch 1: val loss 0.6356921792030334 Epoch 2: train loss 0.6135663347584861 Epoch 2: val loss 0.6134379506111145 Epoch 3: train loss 0.6242879629135132 Epoch 3: val loss 0.5931904315948486 Epoch 4: train loss 0.6292864424841744 Epoch 4: val loss 0.5788078308105469 Epoch 5: train loss 0.5785300305911473 Epoch 5: val loss 0.5706733465194702 Epoch 6: train loss 0.5860492161342076 Epoch 6: val loss 0.5625685453414917 Epoch 7: train loss 0.5763372736317771 Epoch 7: val loss 0.5586395263671875 Epoch 8: train loss 0.6007673910685948 Epoch 8: val loss 0.556729793548584 Epoch 9: train loss 0.5725289753505162 Epoch 9: val loss 0.5581005811691284 Epoch 10: train loss 0.5621682618345533 Epoch 10: val loss 0.5529194474220276 Epoch 11: train loss 0.5482149592467717 Epoch 11: val loss 0.5483821630477905 Epoch 12: train loss 0.567292434828622 Epoch 12: val loss 0.5488702654838562 Epoch 13: train loss 0.5515792880739484 Epoch 13: val loss 0.5608633160591125 Epoch 14: train loss 0.5668527739388602 Epoch 14: val loss 0.5561030507087708 Epoch 15: train loss 0.5548237349305835 Epoch 15: val loss 0.5554155111312866 Epoch 16: train loss 0.5225367333207812 Epoch 16: val loss 0.5584285259246826 Epoch 17: train loss 0.5984363087585994 Epoch 17: val loss 0.5532078146934509 Epoch 18: train loss 0.5378140807151794 Epoch 18: val loss 0.5486669540405273 Epoch 19: train loss 0.5559482276439667 Epoch 19: val loss 0.549092710018158 Epoch 20: train loss 0.5722841109548297 Epoch 20: val loss 0.5471673607826233 Epoch 21: train loss 0.5257882135254996 Epoch 21: val loss 0.560382068157196 Epoch 22: train loss 0.5494257765156882 Epoch 22: val loss 0.5655932426452637 Epoch 23: train loss 0.5090717886175428 Epoch 23: val loss 0.5527872443199158 Epoch 24: train loss 0.5182243117264339 Epoch 24: val loss 0.554629385471344
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921319961547852 Epoch 0: val loss 0.6545666456222534 Epoch 1: train loss 0.6491701669163175 Epoch 1: val loss 0.6192871928215027 Epoch 2: train loss 0.612637009885576 Epoch 2: val loss 0.6025734543800354 Epoch 3: train loss 0.6093490289317237 Epoch 3: val loss 0.5961322784423828 Epoch 4: train loss 0.5809872349103292 Epoch 4: val loss 0.5912806987762451 Epoch 5: train loss 0.5417738523748186 Epoch 5: val loss 0.5935118198394775 Epoch 6: train loss 0.5449320475260416 Epoch 6: val loss 0.6011945605278015 Epoch 7: train loss 0.5389641986952888 Epoch 7: val loss 0.6201832294464111 Epoch 8: train loss 0.5384373697969649 Epoch 8: val loss 0.629611074924469 Epoch 9: train loss 0.524840748972363 Epoch 9: val loss 0.6339495778083801 Epoch 10: train loss 0.5376335945394304 Epoch 10: val loss 0.6291846632957458 Epoch 11: train loss 0.5697173145082262 Epoch 11: val loss 0.6456912159919739 Epoch 12: train loss 0.5264666246043311 Epoch 12: val loss 0.6594669818878174 Epoch 13: train loss 0.5224672589037154 Epoch 13: val loss 0.6662928462028503
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6463321223855019 Epoch 0: val loss 0.6503209471702576 Epoch 1: train loss 0.606196716427803 Epoch 1: val loss 0.6251487135887146 Epoch 2: train loss 0.5682265236973763 Epoch 2: val loss 0.6121140122413635 Epoch 3: train loss 0.5322188399732113 Epoch 3: val loss 0.6161447763442993 Epoch 4: train loss 0.5119862407445908 Epoch 4: val loss 0.606755793094635 Epoch 5: train loss 0.4931953698396683 Epoch 5: val loss 0.5905582308769226 Epoch 6: train loss 0.4840403124690056 Epoch 6: val loss 0.5827689170837402 Epoch 7: train loss 0.48098601028323174 Epoch 7: val loss 0.5970391631126404 Epoch 8: train loss 0.48519468307495117 Epoch 8: val loss 0.5918185114860535 Epoch 9: train loss 0.4701725095510483 Epoch 9: val loss 0.5862566232681274 Epoch 10: train loss 0.4566700793802738 Epoch 10: val loss 0.6069136261940002 Epoch 11: train loss 0.4661722630262375 Epoch 11: val loss 0.6115840673446655 Epoch 12: train loss 0.45662982016801834 Epoch 12: val loss 0.6028878688812256 Epoch 13: train loss 0.42454438656568527 Epoch 13: val loss 0.6124000549316406 Epoch 14: train loss 0.4510604664683342 Epoch 14: val loss 0.6157360076904297 Epoch 15: train loss 0.44307948648929596 Epoch 15: val loss 0.5982973575592041 Epoch 16: train loss 0.431227944791317 Epoch 16: val loss 0.6004946827888489 Epoch 17: train loss 0.45015109702944756 Epoch 17: val loss 0.6069805026054382 Epoch 18: train loss 0.4087212421000004 Epoch 18: val loss 0.6161171197891235 Epoch 19: train loss 0.4135388061404228 Epoch 19: val loss 0.6209670305252075 Epoch 20: train loss 0.4007205553352833 Epoch 20: val loss 0.6267044544219971 Epoch 21: train loss 0.4432586766779423 Epoch 21: val loss 0.6346394419670105 Epoch 22: train loss 0.43396343290805817 Epoch 22: val loss 0.6190264821052551 Epoch 23: train loss 0.38388004526495934 Epoch 23: val loss 0.6181586384773254 Epoch 24: train loss 0.41451211646199226 Epoch 24: val loss 0.6167792081832886
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6636828705668449 Epoch 0: val loss 0.6600217223167419 Epoch 1: train loss 0.6437864974141121 Epoch 1: val loss 0.6406075358390808 Epoch 2: train loss 0.6090110093355179 Epoch 2: val loss 0.6202809810638428 Epoch 3: train loss 0.565332867205143 Epoch 3: val loss 0.6021875143051147 Epoch 4: train loss 0.5561658330261707 Epoch 4: val loss 0.5904998779296875 Epoch 5: train loss 0.5260322764515877 Epoch 5: val loss 0.5841323733329773 Epoch 6: train loss 0.5224524550139904 Epoch 6: val loss 0.5840901732444763 Epoch 7: train loss 0.4885565787553787 Epoch 7: val loss 0.5875068306922913 Epoch 8: train loss 0.4972265549004078 Epoch 8: val loss 0.5889163017272949 Epoch 9: train loss 0.4791208356618881 Epoch 9: val loss 0.5992026925086975 Epoch 10: train loss 0.455857340246439 Epoch 10: val loss 0.6115344166755676 Epoch 11: train loss 0.4699885882437229 Epoch 11: val loss 0.6221027374267578 Epoch 12: train loss 0.4770272374153137 Epoch 12: val loss 0.6242231130599976 Epoch 13: train loss 0.4556061364710331 Epoch 13: val loss 0.6349025368690491 Epoch 14: train loss 0.4552137106657028 Epoch 14: val loss 0.6436548233032227 Epoch 15: train loss 0.4557204358279705 Epoch 15: val loss 0.6448329091072083 Epoch 16: train loss 0.4567318372428417 Epoch 16: val loss 0.6455067992210388 Epoch 17: train loss 0.4406602755188942 Epoch 17: val loss 0.646003007888794 Epoch 18: train loss 0.44641515612602234 Epoch 18: val loss 0.6475985646247864 Epoch 19: train loss 0.4288340322673321 Epoch 19: val loss 0.642819344997406 Epoch 20: train loss 0.4341019485145807 Epoch 20: val loss 0.6466389298439026 Epoch 21: train loss 0.4293160419911146 Epoch 21: val loss 0.6466180086135864 Epoch 22: train loss 0.4132786635309458 Epoch 22: val loss 0.647448718547821 Epoch 23: train loss 0.43204838410019875 Epoch 23: val loss 0.6488321423530579 Epoch 24: train loss 0.3967682234942913 Epoch 24: val loss 0.6565614938735962
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7080656960606575 Epoch 0: val loss 0.6973824501037598 Epoch 1: train loss 0.6546139866113663 Epoch 1: val loss 0.6744189262390137 Epoch 2: train loss 0.6179270669817924 Epoch 2: val loss 0.6499645113945007 Epoch 3: train loss 0.5961056724190712 Epoch 3: val loss 0.6244395971298218 Epoch 4: train loss 0.5606952980160713 Epoch 4: val loss 0.599855363368988 Epoch 5: train loss 0.5547575801610947 Epoch 5: val loss 0.572576105594635 Epoch 6: train loss 0.5277600102126598 Epoch 6: val loss 0.5528150796890259 Epoch 7: train loss 0.5147204883396626 Epoch 7: val loss 0.5410918593406677 Epoch 8: train loss 0.5064713694155216 Epoch 8: val loss 0.5377414226531982 Epoch 9: train loss 0.48861972242593765 Epoch 9: val loss 0.5425059199333191 Epoch 10: train loss 0.47594426944851875 Epoch 10: val loss 0.5440211892127991 Epoch 11: train loss 0.4701745957136154 Epoch 11: val loss 0.5475733876228333 Epoch 12: train loss 0.48038507625460625 Epoch 12: val loss 0.5456459522247314 Epoch 13: train loss 0.45463135838508606 Epoch 13: val loss 0.5480652451515198 Epoch 14: train loss 0.452682301402092 Epoch 14: val loss 0.5531983971595764 Epoch 15: train loss 0.4559469260275364 Epoch 15: val loss 0.55858314037323 Epoch 16: train loss 0.4465213306248188 Epoch 16: val loss 0.5631881356239319 Epoch 17: train loss 0.45118050277233124 Epoch 17: val loss 0.5578800439834595 Epoch 18: train loss 0.4356413334608078 Epoch 18: val loss 0.5569314360618591 Epoch 19: train loss 0.416636373847723 Epoch 19: val loss 0.5630319714546204 Epoch 20: train loss 0.430582944303751 Epoch 20: val loss 0.5671348571777344 Epoch 21: train loss 0.40988751873373985 Epoch 21: val loss 0.5654177665710449 Epoch 22: train loss 0.4325920380651951 Epoch 22: val loss 0.5673235654830933 Epoch 23: train loss 0.3979567922651768 Epoch 23: val loss 0.5655550360679626 Epoch 24: train loss 0.43389418721199036 Epoch 24: val loss 0.5650541186332703
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6655732840299606 Epoch 0: val loss 0.641697108745575 Epoch 1: train loss 0.6224734857678413 Epoch 1: val loss 0.6271591186523438 Epoch 2: train loss 0.6008812114596367 Epoch 2: val loss 0.6130228638648987 Epoch 3: train loss 0.5613670609891415 Epoch 3: val loss 0.6119320392608643 Epoch 4: train loss 0.5379844941198826 Epoch 4: val loss 0.6014316082000732 Epoch 5: train loss 0.5504789054393768 Epoch 5: val loss 0.5794029235839844 Epoch 6: train loss 0.5097211413085461 Epoch 6: val loss 0.5620577931404114 Epoch 7: train loss 0.5051565393805504 Epoch 7: val loss 0.5725997090339661 Epoch 8: train loss 0.5192433893680573 Epoch 8: val loss 0.5526692867279053 Epoch 9: train loss 0.5055548995733261 Epoch 9: val loss 0.5441992878913879 Epoch 10: train loss 0.5130012892186642 Epoch 10: val loss 0.5536396503448486 Epoch 11: train loss 0.4877610430121422 Epoch 11: val loss 0.560762345790863 Epoch 12: train loss 0.48373163118958473 Epoch 12: val loss 0.5572305917739868 Epoch 13: train loss 0.4689124710857868 Epoch 13: val loss 0.5477238893508911 Epoch 14: train loss 0.49183447286486626 Epoch 14: val loss 0.5553323030471802 Epoch 15: train loss 0.44023572281003 Epoch 15: val loss 0.5641353726387024 Epoch 16: train loss 0.4350806102156639 Epoch 16: val loss 0.56438148021698 Epoch 17: train loss 0.4542766101658344 Epoch 17: val loss 0.5576543211936951 Epoch 18: train loss 0.44741981849074364 Epoch 18: val loss 0.5725401639938354 Epoch 19: train loss 0.43749791756272316 Epoch 19: val loss 0.5748856663703918 Epoch 20: train loss 0.42846402898430824 Epoch 20: val loss 0.5538862943649292 Epoch 21: train loss 0.4190800227224827 Epoch 21: val loss 0.5570359826087952 Epoch 22: train loss 0.405594564974308 Epoch 22: val loss 0.5783652067184448 Epoch 23: train loss 0.41386808454990387 Epoch 23: val loss 0.5833615064620972 Epoch 24: train loss 0.41933372989296913 Epoch 24: val loss 0.5869772434234619
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7127337997609918 Epoch 0: val loss 0.674882173538208 Epoch 1: train loss 0.6437721414999529 Epoch 1: val loss 0.6407379508018494 Epoch 2: train loss 0.5915871858596802 Epoch 2: val loss 0.6071456670761108 Epoch 3: train loss 0.5615522536364469 Epoch 3: val loss 0.582790195941925 Epoch 4: train loss 0.5321759717030958 Epoch 4: val loss 0.5675594806671143 Epoch 5: train loss 0.5205716707489707 Epoch 5: val loss 0.5610683560371399 Epoch 6: train loss 0.5099391883069818 Epoch 6: val loss 0.5467885732650757 Epoch 7: train loss 0.5007052204825662 Epoch 7: val loss 0.5538632869720459 Epoch 8: train loss 0.4826269962570884 Epoch 8: val loss 0.5550501942634583 Epoch 9: train loss 0.49363574385643005 Epoch 9: val loss 0.5555431842803955 Epoch 10: train loss 0.46411054784601385 Epoch 10: val loss 0.5325712561607361 Epoch 11: train loss 0.48960272561420093 Epoch 11: val loss 0.5367775559425354 Epoch 12: train loss 0.45342395251447504 Epoch 12: val loss 0.5461525917053223 Epoch 13: train loss 0.48656823418357154 Epoch 13: val loss 0.5409157872200012 Epoch 14: train loss 0.4625279090621255 Epoch 14: val loss 0.5381184816360474 Epoch 15: train loss 0.4493530582297932 Epoch 15: val loss 0.5371211767196655 Epoch 16: train loss 0.4548144286329096 Epoch 16: val loss 0.5362290143966675 Epoch 17: train loss 0.43588460981845856 Epoch 17: val loss 0.5469117164611816
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6516617953777313 Epoch 0: val loss 0.630010187625885 Epoch 1: train loss 0.6097994297742844 Epoch 1: val loss 0.5794351696968079 Epoch 2: train loss 0.5659533113241195 Epoch 2: val loss 0.5568335652351379 Epoch 3: train loss 0.5472779780626297 Epoch 3: val loss 0.5579622387886047 Epoch 4: train loss 0.5481595784425736 Epoch 4: val loss 0.5496256947517395 Epoch 5: train loss 0.5314876019954682 Epoch 5: val loss 0.5433048605918884 Epoch 6: train loss 0.511571517586708 Epoch 6: val loss 0.541501522064209 Epoch 7: train loss 0.5096656739711761 Epoch 7: val loss 0.5395939350128174 Epoch 8: train loss 0.5290018111467362 Epoch 8: val loss 0.5356987714767456 Epoch 9: train loss 0.49473210573196413 Epoch 9: val loss 0.5351498126983643 Epoch 10: train loss 0.518200221657753 Epoch 10: val loss 0.536498486995697 Epoch 11: train loss 0.4966627508401871 Epoch 11: val loss 0.5314937829971313 Epoch 12: train loss 0.49684564769268036 Epoch 12: val loss 0.5283870100975037 Epoch 13: train loss 0.49824692606925963 Epoch 13: val loss 0.5335750579833984 Epoch 14: train loss 0.5145373314619064 Epoch 14: val loss 0.5305424332618713 Epoch 15: train loss 0.4784581422805786 Epoch 15: val loss 0.5269483923912048 Epoch 16: train loss 0.4790486842393875 Epoch 16: val loss 0.5311689376831055 Epoch 17: train loss 0.4801351845264435 Epoch 17: val loss 0.5272148251533508 Epoch 18: train loss 0.5233861774206161 Epoch 18: val loss 0.5249532461166382 Epoch 19: train loss 0.4657673865556717 Epoch 19: val loss 0.5198791027069092 Epoch 20: train loss 0.45503276884555816 Epoch 20: val loss 0.5205438137054443 Epoch 21: train loss 0.4920282304286957 Epoch 21: val loss 0.5224805474281311 Epoch 22: train loss 0.4617568165063858 Epoch 22: val loss 0.5247888565063477 Epoch 23: train loss 0.4435821011662483 Epoch 23: val loss 0.5237432718276978 Epoch 24: train loss 0.4552108496427536 Epoch 24: val loss 0.5248240232467651
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6876526832580566 Epoch 0: val loss 0.6795051097869873 Epoch 1: train loss 0.6581807613372803 Epoch 1: val loss 0.6594079732894897 Epoch 2: train loss 0.6236651122570038 Epoch 2: val loss 0.6555814146995544 Epoch 3: train loss 0.5940564453601838 Epoch 3: val loss 0.6484912037849426 Epoch 4: train loss 0.5709389925003052 Epoch 4: val loss 0.6498096585273743 Epoch 5: train loss 0.5570560216903686 Epoch 5: val loss 0.6235697269439697 Epoch 6: train loss 0.5169526755809783 Epoch 6: val loss 0.5887240767478943 Epoch 7: train loss 0.52156380712986 Epoch 7: val loss 0.5953050851821899 Epoch 8: train loss 0.5129971921443939 Epoch 8: val loss 0.5933892130851746 Epoch 9: train loss 0.5169168531894683 Epoch 9: val loss 0.5772215127944946 Epoch 10: train loss 0.4772868812084198 Epoch 10: val loss 0.5825796723365784 Epoch 11: train loss 0.49823241829872134 Epoch 11: val loss 0.5932726860046387 Epoch 12: train loss 0.5102389097213745 Epoch 12: val loss 0.5870181918144226 Epoch 13: train loss 0.4758371561765671 Epoch 13: val loss 0.5740165114402771 Epoch 14: train loss 0.4711206018924713 Epoch 14: val loss 0.5748388171195984 Epoch 15: train loss 0.4606067955493927 Epoch 15: val loss 0.5924138426780701 Epoch 16: train loss 0.47235110998153684 Epoch 16: val loss 0.5911938548088074 Epoch 17: train loss 0.45629750937223434 Epoch 17: val loss 0.5860684514045715 Epoch 18: train loss 0.4720333099365234 Epoch 18: val loss 0.5826267004013062 Epoch 19: train loss 0.4512008786201477 Epoch 19: val loss 0.5850679874420166 Epoch 20: train loss 0.447646489739418 Epoch 20: val loss 0.5906459093093872 Epoch 21: train loss 0.44361960589885713 Epoch 21: val loss 0.5858465433120728 Epoch 22: train loss 0.4440048158168793 Epoch 22: val loss 0.5853991508483887 Epoch 23: train loss 0.4482133090496063 Epoch 23: val loss 0.5795858502388 Epoch 24: train loss 0.41824286580085757 Epoch 24: val loss 0.5848581194877625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6885657608509064 Epoch 0: val loss 0.6657230257987976 Epoch 1: train loss 0.643371993303299 Epoch 1: val loss 0.6079579591751099 Epoch 2: train loss 0.6014375329017639 Epoch 2: val loss 0.5631221532821655 Epoch 3: train loss 0.5651918530464173 Epoch 3: val loss 0.5296391248703003 Epoch 4: train loss 0.5452556490898133 Epoch 4: val loss 0.5116686820983887 Epoch 5: train loss 0.5350844353437424 Epoch 5: val loss 0.5007083415985107 Epoch 6: train loss 0.5331315398216248 Epoch 6: val loss 0.5016791820526123 Epoch 7: train loss 0.5326176375150681 Epoch 7: val loss 0.506373941898346 Epoch 8: train loss 0.5140060395002365 Epoch 8: val loss 0.5136613249778748 Epoch 9: train loss 0.49745936691761017 Epoch 9: val loss 0.5201084017753601 Epoch 10: train loss 0.51795514523983 Epoch 10: val loss 0.5240592956542969 Epoch 11: train loss 0.5214477032423019 Epoch 11: val loss 0.5201081037521362 Epoch 12: train loss 0.5160568714141845 Epoch 12: val loss 0.5171192288398743 Epoch 13: train loss 0.4856303930282593 Epoch 13: val loss 0.5259073376655579 Epoch 14: train loss 0.490602445602417 Epoch 14: val loss 0.532937228679657 Epoch 15: train loss 0.4701246827840805 Epoch 15: val loss 0.5369560718536377 Epoch 16: train loss 0.49259133636951447 Epoch 16: val loss 0.5384974479675293 Epoch 17: train loss 0.4749088078737259 Epoch 17: val loss 0.5373916625976562 Epoch 18: train loss 0.4791464269161224 Epoch 18: val loss 0.5307742357254028 Epoch 19: train loss 0.4986067533493042 Epoch 19: val loss 0.5333542823791504 Epoch 20: train loss 0.4712769091129303 Epoch 20: val loss 0.5303387641906738 Epoch 21: train loss 0.4579117923974991 Epoch 21: val loss 0.5301510691642761 Epoch 22: train loss 0.4592155009508133 Epoch 22: val loss 0.5326889157295227 Epoch 23: train loss 0.46417528986930845 Epoch 23: val loss 0.5310370922088623 Epoch 24: train loss 0.45812163054943084 Epoch 24: val loss 0.5233221650123596
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7103216052055359 Epoch 0: val loss 0.6742185354232788 Epoch 1: train loss 0.6530292868614197 Epoch 1: val loss 0.6476866006851196 Epoch 2: train loss 0.6209272742271423 Epoch 2: val loss 0.617435097694397 Epoch 3: train loss 0.5888283789157868 Epoch 3: val loss 0.5938082337379456 Epoch 4: train loss 0.5480026572942733 Epoch 4: val loss 0.5782532691955566 Epoch 5: train loss 0.5187303811311722 Epoch 5: val loss 0.5749216079711914 Epoch 6: train loss 0.5001280069351196 Epoch 6: val loss 0.5679628849029541 Epoch 7: train loss 0.5046083867549896 Epoch 7: val loss 0.5732449293136597 Epoch 8: train loss 0.48593002259731294 Epoch 8: val loss 0.5768445134162903 Epoch 9: train loss 0.4936987102031708 Epoch 9: val loss 0.5783179998397827 Epoch 10: train loss 0.49139120280742643 Epoch 10: val loss 0.5831882357597351 Epoch 11: train loss 0.46746323108673093 Epoch 11: val loss 0.5788736939430237 Epoch 12: train loss 0.4518023103475571 Epoch 12: val loss 0.5727533102035522 Epoch 13: train loss 0.4659863919019699 Epoch 13: val loss 0.5809850692749023 Epoch 14: train loss 0.45582806766033174 Epoch 14: val loss 0.5896563529968262 Epoch 15: train loss 0.4446156233549118 Epoch 15: val loss 0.5981374979019165 Epoch 16: train loss 0.4460174947977066 Epoch 16: val loss 0.6003950834274292 Epoch 17: train loss 0.48432566225528717 Epoch 17: val loss 0.5996735095977783 Epoch 18: train loss 0.44042301177978516 Epoch 18: val loss 0.600877583026886 Epoch 19: train loss 0.4478898733854294 Epoch 19: val loss 0.6063684225082397 Epoch 20: train loss 0.4327351927757263 Epoch 20: val loss 0.6170751452445984 Epoch 21: train loss 0.43091273605823516 Epoch 21: val loss 0.6112635135650635 Epoch 22: train loss 0.4358163565397263 Epoch 22: val loss 0.6108710169792175 Epoch 23: train loss 0.4213913410902023 Epoch 23: val loss 0.6089118719100952 Epoch 24: train loss 0.42168688774108887 Epoch 24: val loss 0.6105472445487976
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6840929434849665 Epoch 0: val loss 0.6617366075515747 Epoch 1: train loss 0.6242548181460454 Epoch 1: val loss 0.6335307955741882 Epoch 2: train loss 0.5751202587897961 Epoch 2: val loss 0.6157575249671936 Epoch 3: train loss 0.5583184246833508 Epoch 3: val loss 0.6090232133865356 Epoch 4: train loss 0.5371953432376568 Epoch 4: val loss 0.6061315536499023 Epoch 5: train loss 0.5281576674718124 Epoch 5: val loss 0.6001864671707153 Epoch 6: train loss 0.5296733792011554 Epoch 6: val loss 0.5985392332077026 Epoch 7: train loss 0.5238648332082309 Epoch 7: val loss 0.5968571305274963 Epoch 8: train loss 0.5173113758747394 Epoch 8: val loss 0.5968239903450012 Epoch 9: train loss 0.5021705168944138 Epoch 9: val loss 0.5928415656089783 Epoch 10: train loss 0.5183320343494415 Epoch 10: val loss 0.5912372469902039 Epoch 11: train loss 0.4896601736545563 Epoch 11: val loss 0.5837394595146179 Epoch 12: train loss 0.49255308967370254 Epoch 12: val loss 0.5854224562644958 Epoch 13: train loss 0.5070775655599741 Epoch 13: val loss 0.5819173455238342 Epoch 14: train loss 0.49255868104787975 Epoch 14: val loss 0.5825724601745605 Epoch 15: train loss 0.4722017852159647 Epoch 15: val loss 0.5786145329475403
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6940540605121188 Epoch 0: val loss 0.6846968531608582 Epoch 1: train loss 0.6662815345658196 Epoch 1: val loss 0.6738676428794861 Epoch 2: train loss 0.6423526406288147 Epoch 2: val loss 0.6657987833023071 Epoch 3: train loss 0.6393469439612495 Epoch 3: val loss 0.6596247553825378 Epoch 4: train loss 0.6113164756033156 Epoch 4: val loss 0.6542066931724548 Epoch 5: train loss 0.6078036228815714 Epoch 5: val loss 0.6499294638633728 Epoch 6: train loss 0.5731716752052307 Epoch 6: val loss 0.6482990384101868 Epoch 7: train loss 0.5618087218867408 Epoch 7: val loss 0.6476594805717468 Epoch 8: train loss 0.5668571160899268 Epoch 8: val loss 0.6386317610740662 Epoch 9: train loss 0.5480984052022299 Epoch 9: val loss 0.6414952278137207 Epoch 10: train loss 0.5610087911287943 Epoch 10: val loss 0.6405666470527649 Epoch 11: train loss 0.5409463610914018 Epoch 11: val loss 0.6310172080993652 Epoch 12: train loss 0.5329001016087003 Epoch 12: val loss 0.6335048675537109 Epoch 13: train loss 0.5299294061130948 Epoch 13: val loss 0.6269379258155823 Epoch 14: train loss 0.5041553146309323 Epoch 14: val loss 0.6271374821662903 Epoch 15: train loss 0.5025779803593954 Epoch 15: val loss 0.6279920935630798 Epoch 16: train loss 0.5185074011484782 Epoch 16: val loss 0.6247195601463318 Epoch 17: train loss 0.5074961284796397 Epoch 17: val loss 0.6325043439865112 Epoch 18: train loss 0.4831404719087813 Epoch 18: val loss 0.6230456829071045 Epoch 19: train loss 0.4674972891807556 Epoch 19: val loss 0.623937726020813 Epoch 20: train loss 0.48135369684961105 Epoch 20: val loss 0.6401447057723999 Epoch 21: train loss 0.4818720618883769 Epoch 21: val loss 0.6488520503044128 Epoch 22: train loss 0.4724730915493435 Epoch 22: val loss 0.6357576847076416 Epoch 23: train loss 0.46547773149278426 Epoch 23: val loss 0.6453176140785217 Epoch 24: train loss 0.44331540995173985 Epoch 24: val loss 0.6432364583015442
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6997266146871779 Epoch 0: val loss 0.686764657497406 Epoch 1: train loss 0.6728458801905314 Epoch 1: val loss 0.6738157272338867 Epoch 2: train loss 0.6717877984046936 Epoch 2: val loss 0.6605442762374878 Epoch 3: train loss 0.6607770588662889 Epoch 3: val loss 0.6466583609580994 Epoch 4: train loss 0.6410819755660163 Epoch 4: val loss 0.6350778341293335 Epoch 5: train loss 0.6416116224394904 Epoch 5: val loss 0.6248669624328613 Epoch 6: train loss 0.6354724367459615 Epoch 6: val loss 0.6202821731567383 Epoch 7: train loss 0.6087085273530748 Epoch 7: val loss 0.6142996549606323 Epoch 8: train loss 0.6142651504940457 Epoch 8: val loss 0.6096259951591492 Epoch 9: train loss 0.5934436188803779 Epoch 9: val loss 0.6066268086433411 Epoch 10: train loss 0.5872636967235141 Epoch 10: val loss 0.6048752665519714 Epoch 11: train loss 0.5810444752375284 Epoch 11: val loss 0.5970869064331055 Epoch 12: train loss 0.5771299931738112 Epoch 12: val loss 0.5938615202903748 Epoch 13: train loss 0.550295889377594 Epoch 13: val loss 0.5933760404586792 Epoch 14: train loss 0.5518759257263608 Epoch 14: val loss 0.5901057720184326 Epoch 15: train loss 0.5480587018860711 Epoch 15: val loss 0.5926416516304016 Epoch 16: train loss 0.5340424411826663 Epoch 16: val loss 0.5973809957504272 Epoch 17: train loss 0.5355200403266482 Epoch 17: val loss 0.6055241227149963 Epoch 18: train loss 0.5142398873964945 Epoch 18: val loss 0.6091226935386658 Epoch 19: train loss 0.5210146970219083 Epoch 19: val loss 0.6104622483253479 Epoch 20: train loss 0.5186621215608385 Epoch 20: val loss 0.6104112267494202 Epoch 21: train loss 0.5116735133859847 Epoch 21: val loss 0.6166645884513855 Epoch 22: train loss 0.4943849245707194 Epoch 22: val loss 0.6114369034767151 Epoch 23: train loss 0.5087788701057434 Epoch 23: val loss 0.6201695799827576 Epoch 24: train loss 0.4931097626686096 Epoch 24: val loss 0.6293020248413086
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6990170942412482 Epoch 0: val loss 0.676744282245636 Epoch 1: train loss 0.6847887304094102 Epoch 1: val loss 0.6677441000938416 Epoch 2: train loss 0.6748224894205729 Epoch 2: val loss 0.6615070700645447 Epoch 3: train loss 0.6621369587050544 Epoch 3: val loss 0.6600079536437988 Epoch 4: train loss 0.6648030347294278 Epoch 4: val loss 0.651343047618866 Epoch 5: train loss 0.6442173057132297 Epoch 5: val loss 0.6362820267677307 Epoch 6: train loss 0.6379350754949782 Epoch 6: val loss 0.6344642043113708 Epoch 7: train loss 0.6208625104692247 Epoch 7: val loss 0.6246727108955383 Epoch 8: train loss 0.6212859021292793 Epoch 8: val loss 0.6212174296379089 Epoch 9: train loss 0.6054727368884616 Epoch 9: val loss 0.6180461049079895 Epoch 10: train loss 0.6088014443715414 Epoch 10: val loss 0.6151208877563477 Epoch 11: train loss 0.6076437830924988 Epoch 11: val loss 0.6060442924499512 Epoch 12: train loss 0.5706619090504117 Epoch 12: val loss 0.6002289056777954 Epoch 13: train loss 0.5956946942541335 Epoch 13: val loss 0.5935677289962769 Epoch 14: train loss 0.5857505997021993 Epoch 14: val loss 0.5863352417945862 Epoch 15: train loss 0.5575004551145766 Epoch 15: val loss 0.5830344557762146 Epoch 16: train loss 0.5610517826345232 Epoch 16: val loss 0.5891777873039246 Epoch 17: train loss 0.5762250191635556 Epoch 17: val loss 0.5917766690254211 Epoch 18: train loss 0.5319726632701026 Epoch 18: val loss 0.5773890614509583 Epoch 19: train loss 0.5373021728462644 Epoch 19: val loss 0.5732354521751404 Epoch 20: train loss 0.5373366309536828 Epoch 20: val loss 0.5738812685012817 Epoch 21: train loss 0.5359497533904182 Epoch 21: val loss 0.5555580854415894 Epoch 22: train loss 0.5127701030837165 Epoch 22: val loss 0.5597285628318787 Epoch 23: train loss 0.5219838122526804 Epoch 23: val loss 0.5618413686752319 Epoch 24: train loss 0.5066274702548981 Epoch 24: val loss 0.5713320970535278
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6907442609469095 Epoch 0: val loss 0.7110843062400818 Epoch 1: train loss 0.6748671332995096 Epoch 1: val loss 0.7166425585746765 Epoch 2: train loss 0.668019155661265 Epoch 2: val loss 0.7210750579833984 Epoch 3: train loss 0.6651730338732401 Epoch 3: val loss 0.7242242693901062 Epoch 4: train loss 0.6502246658007304 Epoch 4: val loss 0.7258507609367371 Epoch 5: train loss 0.6372556885083517 Epoch 5: val loss 0.7072227597236633 Epoch 6: train loss 0.6297232773568895 Epoch 6: val loss 0.7016621232032776 Epoch 7: train loss 0.6295985513263278 Epoch 7: val loss 0.7011008262634277 Epoch 8: train loss 0.6142332090271844 Epoch 8: val loss 0.6961007714271545 Epoch 9: train loss 0.5994468794928657 Epoch 9: val loss 0.6913647651672363 Epoch 10: train loss 0.5945574575000339 Epoch 10: val loss 0.6978414058685303 Epoch 11: train loss 0.5839568376541138 Epoch 11: val loss 0.6765933036804199 Epoch 12: train loss 0.5675869054264493 Epoch 12: val loss 0.6626972556114197 Epoch 13: train loss 0.5656078855196635 Epoch 13: val loss 0.6527105569839478 Epoch 14: train loss 0.5559690230422549 Epoch 14: val loss 0.6454131603240967 Epoch 15: train loss 0.5519772602452172 Epoch 15: val loss 0.6561654806137085 Epoch 16: train loss 0.5399616758028666 Epoch 16: val loss 0.6497155427932739 Epoch 17: train loss 0.5491771598656973 Epoch 17: val loss 0.6451815366744995 Epoch 18: train loss 0.5444658795992533 Epoch 18: val loss 0.643914520740509 Epoch 19: train loss 0.5336011184586419 Epoch 19: val loss 0.6400649547576904 Epoch 20: train loss 0.5212975839773814 Epoch 20: val loss 0.6353773474693298 Epoch 21: train loss 0.5393982032934824 Epoch 21: val loss 0.6272371411323547 Epoch 22: train loss 0.5205270250638326 Epoch 22: val loss 0.6272156834602356 Epoch 23: train loss 0.5345509416527219 Epoch 23: val loss 0.6354232430458069 Epoch 24: train loss 0.5174577203061845 Epoch 24: val loss 0.6491674780845642
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6886039475599924 Epoch 0: val loss 0.6600300669670105 Epoch 1: train loss 0.6734224259853363 Epoch 1: val loss 0.6373810172080994 Epoch 2: train loss 0.6418975492318472 Epoch 2: val loss 0.616348147392273 Epoch 3: train loss 0.6314279586076736 Epoch 3: val loss 0.5978208184242249 Epoch 4: train loss 0.6222563038269678 Epoch 4: val loss 0.5820297002792358 Epoch 5: train loss 0.6058124899864197 Epoch 5: val loss 0.5654398798942566 Epoch 6: train loss 0.594884658853213 Epoch 6: val loss 0.5510544776916504 Epoch 7: train loss 0.5798198183377584 Epoch 7: val loss 0.5452556610107422 Epoch 8: train loss 0.5717225174109141 Epoch 8: val loss 0.5434249043464661 Epoch 9: train loss 0.5737083777785301 Epoch 9: val loss 0.5341876149177551 Epoch 10: train loss 0.5661172841986021 Epoch 10: val loss 0.5305774807929993 Epoch 11: train loss 0.5700890943408012 Epoch 11: val loss 0.5310845375061035 Epoch 12: train loss 0.5523420547445616 Epoch 12: val loss 0.5338841676712036 Epoch 13: train loss 0.5380960777401924 Epoch 13: val loss 0.532940149307251 Epoch 14: train loss 0.5327272216478983 Epoch 14: val loss 0.528650164604187 Epoch 15: train loss 0.5266706769665083 Epoch 15: val loss 0.526549220085144 Epoch 16: train loss 0.5234216054280599 Epoch 16: val loss 0.5358744859695435 Epoch 17: train loss 0.5225395187735558 Epoch 17: val loss 0.5257670283317566 Epoch 18: train loss 0.5196093022823334 Epoch 18: val loss 0.5329782366752625 Epoch 19: train loss 0.5039043376843134 Epoch 19: val loss 0.5310375690460205
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914108991622925 Epoch 0: val loss 0.6608644127845764 Epoch 1: train loss 0.6595008264888417 Epoch 1: val loss 0.6342443823814392 Epoch 2: train loss 0.6410509402101691 Epoch 2: val loss 0.6113654971122742 Epoch 3: train loss 0.6401606743985956 Epoch 3: val loss 0.5954635143280029 Epoch 4: train loss 0.6255774606357921 Epoch 4: val loss 0.5830150842666626 Epoch 5: train loss 0.619846679947593 Epoch 5: val loss 0.5705481171607971 Epoch 6: train loss 0.608557793227109 Epoch 6: val loss 0.5591785311698914 Epoch 7: train loss 0.5935259894891218 Epoch 7: val loss 0.5484660267829895 Epoch 8: train loss 0.6020313799381256 Epoch 8: val loss 0.5375153422355652 Epoch 9: train loss 0.5736888755451549 Epoch 9: val loss 0.5305799245834351 Epoch 10: train loss 0.5569891279393976 Epoch 10: val loss 0.5166857838630676 Epoch 11: train loss 0.5467451919208873 Epoch 11: val loss 0.5030706524848938 Epoch 12: train loss 0.566151724620299 Epoch 12: val loss 0.49277880787849426 Epoch 13: train loss 0.5442677546631206 Epoch 13: val loss 0.48934972286224365 Epoch 14: train loss 0.5375672253695402 Epoch 14: val loss 0.4918186664581299 Epoch 15: train loss 0.5427595376968384 Epoch 15: val loss 0.49314165115356445 Epoch 16: train loss 0.541843674399636 Epoch 16: val loss 0.4879074990749359 Epoch 17: train loss 0.4938108433376659 Epoch 17: val loss 0.48701903223991394 Epoch 18: train loss 0.5168735628778284 Epoch 18: val loss 0.4846169948577881 Epoch 19: train loss 0.49235879291187634 Epoch 19: val loss 0.4779871106147766 Epoch 20: train loss 0.49746342680670996 Epoch 20: val loss 0.4659985601902008 Epoch 21: train loss 0.4945322410626845 Epoch 21: val loss 0.4702925980091095 Epoch 22: train loss 0.4683312475681305 Epoch 22: val loss 0.4708942472934723 Epoch 23: train loss 0.48778979073871265 Epoch 23: val loss 0.4798703193664551 Epoch 24: train loss 0.42948837171901355 Epoch 24: val loss 0.4860561788082123
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699287246574055 Epoch 0: val loss 0.6684993505477905 Epoch 1: train loss 0.6733331463553689 Epoch 1: val loss 0.6492334604263306 Epoch 2: train loss 0.6613767797296698 Epoch 2: val loss 0.6290701031684875 Epoch 3: train loss 0.6437892859632318 Epoch 3: val loss 0.6083289980888367 Epoch 4: train loss 0.6210364265875383 Epoch 4: val loss 0.5976196527481079 Epoch 5: train loss 0.6187961589206349 Epoch 5: val loss 0.5944483876228333 Epoch 6: train loss 0.5934266393834894 Epoch 6: val loss 0.5977473855018616 Epoch 7: train loss 0.5718763145533475 Epoch 7: val loss 0.6004630923271179 Epoch 8: train loss 0.5552965185858987 Epoch 8: val loss 0.6062688231468201 Epoch 9: train loss 0.5674918564883146 Epoch 9: val loss 0.6094743609428406 Epoch 10: train loss 0.5513056841763583 Epoch 10: val loss 0.6091528534889221 Epoch 11: train loss 0.5538533086126501 Epoch 11: val loss 0.5975340008735657 Epoch 12: train loss 0.5134355642578818 Epoch 12: val loss 0.598574697971344 Epoch 13: train loss 0.5325299934907393 Epoch 13: val loss 0.6105901002883911 Epoch 14: train loss 0.5116160132668235 Epoch 14: val loss 0.6039644479751587 Epoch 15: train loss 0.49665610085834155 Epoch 15: val loss 0.6103349924087524 Epoch 16: train loss 0.5100206326354634 Epoch 16: val loss 0.6132861971855164 Epoch 17: train loss 0.4979952465404164 Epoch 17: val loss 0.6110989451408386 Epoch 18: train loss 0.4941158809445121 Epoch 18: val loss 0.6054076552391052 Epoch 19: train loss 0.5019403966990384 Epoch 19: val loss 0.61808180809021 Epoch 20: train loss 0.4910032478245822 Epoch 20: val loss 0.6221047043800354 Epoch 21: train loss 0.4631480330770666 Epoch 21: val loss 0.6232051253318787 Epoch 22: train loss 0.45404252409935 Epoch 22: val loss 0.6221244931221008 Epoch 23: train loss 0.46368625489148224 Epoch 23: val loss 0.6366937160491943 Epoch 24: train loss 0.4414160441268574 Epoch 24: val loss 0.6386762857437134
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6787913983518427 Epoch 0: val loss 0.6744497418403625 Epoch 1: train loss 0.6659370714967902 Epoch 1: val loss 0.660395622253418 Epoch 2: train loss 0.6305905472148549 Epoch 2: val loss 0.6505265831947327 Epoch 3: train loss 0.6237652030858126 Epoch 3: val loss 0.6424264907836914 Epoch 4: train loss 0.6140749996358698 Epoch 4: val loss 0.6346373558044434 Epoch 5: train loss 0.6003601767800071 Epoch 5: val loss 0.6378446817398071 Epoch 6: train loss 0.5626467710191553 Epoch 6: val loss 0.6323108077049255 Epoch 7: train loss 0.5646801428361372 Epoch 7: val loss 0.6220327019691467 Epoch 8: train loss 0.5955391959710554 Epoch 8: val loss 0.6191725134849548 Epoch 9: train loss 0.5850954299623315 Epoch 9: val loss 0.6246029734611511 Epoch 10: train loss 0.5372346422889016 Epoch 10: val loss 0.6355440020561218 Epoch 11: train loss 0.5277788584882562 Epoch 11: val loss 0.6226711869239807 Epoch 12: train loss 0.5456204062158411 Epoch 12: val loss 0.6153339743614197 Epoch 13: train loss 0.5069649653001265 Epoch 13: val loss 0.6150227189064026 Epoch 14: train loss 0.5042763271115043 Epoch 14: val loss 0.6237017512321472 Epoch 15: train loss 0.48309092900969763 Epoch 15: val loss 0.6081463098526001 Epoch 16: train loss 0.51858574422923 Epoch 16: val loss 0.6088258028030396 Epoch 17: train loss 0.47700731591744855 Epoch 17: val loss 0.6104828715324402 Epoch 18: train loss 0.5074968744408 Epoch 18: val loss 0.6135482788085938 Epoch 19: train loss 0.48666075142947113 Epoch 19: val loss 0.6092733144760132 Epoch 20: train loss 0.46499484506520355 Epoch 20: val loss 0.6170132160186768 Epoch 21: train loss 0.45036326213316485 Epoch 21: val loss 0.620720624923706 Epoch 22: train loss 0.42285971208052203 Epoch 22: val loss 0.6064210534095764 Epoch 23: train loss 0.446816856210882 Epoch 23: val loss 0.6126129627227783 Epoch 24: train loss 0.4398353804241527 Epoch 24: val loss 0.6147330403327942
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992375688119368 Epoch 0: val loss 0.6897162795066833 Epoch 1: train loss 0.6639460921287537 Epoch 1: val loss 0.6809896230697632 Epoch 2: train loss 0.6405268582430753 Epoch 2: val loss 0.662659227848053 Epoch 3: train loss 0.62908043644645 Epoch 3: val loss 0.6520001292228699 Epoch 4: train loss 0.5977213870395314 Epoch 4: val loss 0.6478343605995178 Epoch 5: train loss 0.5699319812384519 Epoch 5: val loss 0.6365039348602295 Epoch 6: train loss 0.5754031078381971 Epoch 6: val loss 0.6364816427230835 Epoch 7: train loss 0.5836867392063141 Epoch 7: val loss 0.6268865466117859 Epoch 8: train loss 0.5520753237334165 Epoch 8: val loss 0.6107547283172607 Epoch 9: train loss 0.5590947676788677 Epoch 9: val loss 0.6121568083763123 Epoch 10: train loss 0.5412825779481367 Epoch 10: val loss 0.6369788646697998 Epoch 11: train loss 0.5514531541954387 Epoch 11: val loss 0.621653139591217 Epoch 12: train loss 0.5423600592396476 Epoch 12: val loss 0.6266611218452454 Epoch 13: train loss 0.5301246643066406 Epoch 13: val loss 0.6313527822494507 Epoch 14: train loss 0.5497919158502058 Epoch 14: val loss 0.6211522221565247 Epoch 15: train loss 0.5112320726568048 Epoch 15: val loss 0.611385703086853 Epoch 16: train loss 0.544989981434562 Epoch 16: val loss 0.6152416467666626 Epoch 17: train loss 0.533202276988463 Epoch 17: val loss 0.6310256123542786 Epoch 18: train loss 0.532226259058172 Epoch 18: val loss 0.6310597062110901 Epoch 19: train loss 0.5250784808939154 Epoch 19: val loss 0.6179719567298889 Epoch 20: train loss 0.5339625802907076 Epoch 20: val loss 0.6183099746704102 Epoch 21: train loss 0.5058332952586088 Epoch 21: val loss 0.6066815257072449 Epoch 22: train loss 0.5489498322660272 Epoch 22: val loss 0.6146687865257263 Epoch 23: train loss 0.5018261454322122 Epoch 23: val loss 0.6094079613685608 Epoch 24: train loss 0.5034961592067372 Epoch 24: val loss 0.6120814681053162
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6777355160032 Epoch 0: val loss 0.6617401242256165 Epoch 1: train loss 0.6436297212328229 Epoch 1: val loss 0.6490369439125061 Epoch 2: train loss 0.620348015001842 Epoch 2: val loss 0.6492578387260437 Epoch 3: train loss 0.6097392397267478 Epoch 3: val loss 0.6449131369590759 Epoch 4: train loss 0.5896195705447879 Epoch 4: val loss 0.6556633114814758 Epoch 5: train loss 0.5784442339624677 Epoch 5: val loss 0.6435132622718811 Epoch 6: train loss 0.5810790147100177 Epoch 6: val loss 0.6367658972740173 Epoch 7: train loss 0.565327701824052 Epoch 7: val loss 0.6382225751876831 Epoch 8: train loss 0.5623549606118884 Epoch 8: val loss 0.6479113698005676 Epoch 9: train loss 0.5722832381725311 Epoch 9: val loss 0.6356663107872009 Epoch 10: train loss 0.5342512258461544 Epoch 10: val loss 0.6474546790122986 Epoch 11: train loss 0.5367955160992486 Epoch 11: val loss 0.6566299796104431 Epoch 12: train loss 0.5394482612609863 Epoch 12: val loss 0.6457141041755676 Epoch 13: train loss 0.5303747292075839 Epoch 13: val loss 0.6574777364730835 Epoch 14: train loss 0.530365281871387 Epoch 14: val loss 0.6412705779075623 Epoch 15: train loss 0.5282796153000423 Epoch 15: val loss 0.6470885872840881 Epoch 16: train loss 0.5039533908878054 Epoch 16: val loss 0.6555405259132385 Epoch 17: train loss 0.4932970872947148 Epoch 17: val loss 0.6559320092201233 Epoch 18: train loss 0.5111592433282307 Epoch 18: val loss 0.6561015844345093 Epoch 19: train loss 0.4821938382727759 Epoch 19: val loss 0.6576427221298218 Epoch 20: train loss 0.4917332934481757 Epoch 20: val loss 0.6669841408729553
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6996811363432143 Epoch 0: val loss 0.685543417930603 Epoch 1: train loss 0.6661683917045593 Epoch 1: val loss 0.6742469668388367 Epoch 2: train loss 0.6690168314509921 Epoch 2: val loss 0.6672115921974182 Epoch 3: train loss 0.6411497857835557 Epoch 3: val loss 0.6642619371414185 Epoch 4: train loss 0.6491236289342245 Epoch 4: val loss 0.658575713634491 Epoch 5: train loss 0.6351659364170499 Epoch 5: val loss 0.6547479629516602 Epoch 6: train loss 0.6411929263008965 Epoch 6: val loss 0.652233898639679 Epoch 7: train loss 0.6308711568514506 Epoch 7: val loss 0.6493183970451355 Epoch 8: train loss 0.6126239895820618 Epoch 8: val loss 0.6500837802886963 Epoch 9: train loss 0.5983955992592705 Epoch 9: val loss 0.6539645195007324 Epoch 10: train loss 0.6159428622987535 Epoch 10: val loss 0.6549712419509888 Epoch 11: train loss 0.6216451889938779 Epoch 11: val loss 0.6569474935531616 Epoch 12: train loss 0.6022588743103875 Epoch 12: val loss 0.6551310420036316 Epoch 13: train loss 0.5907628403769599 Epoch 13: val loss 0.6614639759063721 Epoch 14: train loss 0.5872396926085154 Epoch 14: val loss 0.6668236255645752 Epoch 15: train loss 0.5699166489972008 Epoch 15: val loss 0.6713501811027527 Epoch 16: train loss 0.5682120256953769 Epoch 16: val loss 0.6773675084114075 Epoch 17: train loss 0.5685720841089884 Epoch 17: val loss 0.6798166632652283 Epoch 18: train loss 0.5597678025563558 Epoch 18: val loss 0.683472216129303 Epoch 19: train loss 0.5358447664313846 Epoch 19: val loss 0.6891499161720276 Epoch 20: train loss 0.5593207842773862 Epoch 20: val loss 0.691490113735199 Epoch 21: train loss 0.5476197368568845 Epoch 21: val loss 0.6901798844337463 Epoch 22: train loss 0.536522712972429 Epoch 22: val loss 0.6897469162940979 Epoch 23: train loss 0.5435982942581177 Epoch 23: val loss 0.6837964653968811 Epoch 24: train loss 0.529905378818512 Epoch 24: val loss 0.6824390888214111
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989138258828057 Epoch 0: val loss 0.675166666507721 Epoch 1: train loss 0.6651738153563606 Epoch 1: val loss 0.6625966429710388 Epoch 2: train loss 0.6502171688609653 Epoch 2: val loss 0.6545822620391846 Epoch 3: train loss 0.6456384460131327 Epoch 3: val loss 0.6455723643302917 Epoch 4: train loss 0.6309691270192465 Epoch 4: val loss 0.6350688338279724 Epoch 5: train loss 0.617698159482744 Epoch 5: val loss 0.6269792914390564 Epoch 6: train loss 0.6322426994641622 Epoch 6: val loss 0.6230684518814087 Epoch 7: train loss 0.6175185971789889 Epoch 7: val loss 0.6154577732086182 Epoch 8: train loss 0.5948809021049075 Epoch 8: val loss 0.6036241054534912 Epoch 9: train loss 0.5968908932473924 Epoch 9: val loss 0.5932551026344299 Epoch 10: train loss 0.6089887287881639 Epoch 10: val loss 0.5937390923500061 Epoch 11: train loss 0.6013274788856506 Epoch 11: val loss 0.5922002792358398 Epoch 12: train loss 0.584660593006346 Epoch 12: val loss 0.5982787013053894 Epoch 13: train loss 0.5824458797772726 Epoch 13: val loss 0.5943652987480164 Epoch 14: train loss 0.5922406183348762 Epoch 14: val loss 0.5868299007415771 Epoch 15: train loss 0.602207687166002 Epoch 15: val loss 0.5815211534500122 Epoch 16: train loss 0.5646760629283057 Epoch 16: val loss 0.5717646479606628 Epoch 17: train loss 0.5883040759298537 Epoch 17: val loss 0.5618873834609985 Epoch 18: train loss 0.5778680178854201 Epoch 18: val loss 0.5599963665008545 Epoch 19: train loss 0.5547453231281705 Epoch 19: val loss 0.5581051707267761 Epoch 20: train loss 0.5461579627460904 Epoch 20: val loss 0.5555266737937927 Epoch 21: train loss 0.5725763969951205 Epoch 21: val loss 0.5588198900222778 Epoch 22: train loss 0.5533992681238387 Epoch 22: val loss 0.5497750043869019 Epoch 23: train loss 0.563645170794593 Epoch 23: val loss 0.5460700392723083 Epoch 24: train loss 0.55972910589642 Epoch 24: val loss 0.5435913801193237
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6784538295533922 Epoch 0: val loss 0.6733940839767456 Epoch 1: train loss 0.6516155997912089 Epoch 1: val loss 0.657795786857605 Epoch 2: train loss 0.647708965672387 Epoch 2: val loss 0.6457909941673279 Epoch 3: train loss 0.6373737918006049 Epoch 3: val loss 0.6336566209793091 Epoch 4: train loss 0.6179941296577454 Epoch 4: val loss 0.6326298117637634 Epoch 5: train loss 0.6150636441177793 Epoch 5: val loss 0.6364290714263916 Epoch 6: train loss 0.6071789860725403 Epoch 6: val loss 0.6409305334091187 Epoch 7: train loss 0.5892284048928155 Epoch 7: val loss 0.6356359720230103 Epoch 8: train loss 0.5727841655413309 Epoch 8: val loss 0.6318497061729431 Epoch 9: train loss 0.5846689740816752 Epoch 9: val loss 0.6429194808006287 Epoch 10: train loss 0.6107716427909003 Epoch 10: val loss 0.6406514048576355 Epoch 11: train loss 0.5813346174028184 Epoch 11: val loss 0.6277660131454468 Epoch 12: train loss 0.5974660846922133 Epoch 12: val loss 0.6287895441055298 Epoch 13: train loss 0.5733287930488586 Epoch 13: val loss 0.6311699748039246 Epoch 14: train loss 0.5672165155410767 Epoch 14: val loss 0.629221498966217 Epoch 15: train loss 0.5377006431420644 Epoch 15: val loss 0.6290783882141113 Epoch 16: train loss 0.554783950249354 Epoch 16: val loss 0.630382776260376 Epoch 17: train loss 0.5516118208567301 Epoch 17: val loss 0.6297183632850647 Epoch 18: train loss 0.5476505491468642 Epoch 18: val loss 0.627034604549408 Epoch 19: train loss 0.5252901580598619 Epoch 19: val loss 0.6285867691040039 Epoch 20: train loss 0.52436939213011 Epoch 20: val loss 0.6302273869514465 Epoch 21: train loss 0.5360792544153001 Epoch 21: val loss 0.6243177652359009 Epoch 22: train loss 0.5348420871628655 Epoch 22: val loss 0.6217089295387268 Epoch 23: train loss 0.5063099960486094 Epoch 23: val loss 0.6213892698287964 Epoch 24: train loss 0.49340390496783787 Epoch 24: val loss 0.618852436542511
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992576387193468 Epoch 0: val loss 0.675545871257782 Epoch 1: train loss 0.67380600505405 Epoch 1: val loss 0.6667429804801941 Epoch 2: train loss 0.6580360134442648 Epoch 2: val loss 0.6570395827293396 Epoch 3: train loss 0.628983563847012 Epoch 3: val loss 0.6505536437034607 Epoch 4: train loss 0.6277571452988518 Epoch 4: val loss 0.6484842300415039 Epoch 5: train loss 0.5954171286688911 Epoch 5: val loss 0.6454784274101257 Epoch 6: train loss 0.5808823870288001 Epoch 6: val loss 0.645572304725647 Epoch 7: train loss 0.5528220931688944 Epoch 7: val loss 0.650955319404602 Epoch 8: train loss 0.550963411728541 Epoch 8: val loss 0.6565229296684265 Epoch 9: train loss 0.5614242355028788 Epoch 9: val loss 0.6509275436401367 Epoch 10: train loss 0.5467306110594008 Epoch 10: val loss 0.651021420955658 Epoch 11: train loss 0.5314456555578444 Epoch 11: val loss 0.6499350666999817 Epoch 12: train loss 0.5346138311756982 Epoch 12: val loss 0.6605165004730225 Epoch 13: train loss 0.5505622095531888 Epoch 13: val loss 0.660995364189148 Epoch 14: train loss 0.5373388959301842 Epoch 14: val loss 0.6566329598426819 Epoch 15: train loss 0.5408141613006592 Epoch 15: val loss 0.6560567021369934 Epoch 16: train loss 0.5244850185182359 Epoch 16: val loss 0.6685517430305481 Epoch 17: train loss 0.5099334650569491 Epoch 17: val loss 0.6753040552139282 Epoch 18: train loss 0.47321769926283097 Epoch 18: val loss 0.6814870834350586 Epoch 19: train loss 0.49245133996009827 Epoch 19: val loss 0.6845329403877258 Epoch 20: train loss 0.4580308000246684 Epoch 20: val loss 0.694550633430481 Epoch 21: train loss 0.4558627274301317 Epoch 21: val loss 0.6915863156318665 Epoch 22: train loss 0.46176624960369533 Epoch 22: val loss 0.6955271363258362 Epoch 23: train loss 0.48007375333044267 Epoch 23: val loss 0.7072005271911621 Epoch 24: train loss 0.48024024897151524 Epoch 24: val loss 0.6877217888832092
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7051149010658264 Epoch 0: val loss 0.6839901208877563 Epoch 1: train loss 0.6643772721290588 Epoch 1: val loss 0.674237847328186 Epoch 2: train loss 0.6473294297854105 Epoch 2: val loss 0.6592564582824707 Epoch 3: train loss 0.6351633816957474 Epoch 3: val loss 0.6518554091453552 Epoch 4: train loss 0.6367477973302206 Epoch 4: val loss 0.6480020880699158 Epoch 5: train loss 0.6396858841180801 Epoch 5: val loss 0.6458497643470764 Epoch 6: train loss 0.6212749977906545 Epoch 6: val loss 0.6435667872428894 Epoch 7: train loss 0.6110011587540308 Epoch 7: val loss 0.6442047953605652 Epoch 8: train loss 0.6099817454814911 Epoch 8: val loss 0.6421588063240051 Epoch 9: train loss 0.5954103072484335 Epoch 9: val loss 0.6351578235626221 Epoch 10: train loss 0.5866589471697807 Epoch 10: val loss 0.6331421732902527 Epoch 11: train loss 0.5810100585222244 Epoch 11: val loss 0.6344855427742004 Epoch 12: train loss 0.5795791198809942 Epoch 12: val loss 0.6272778511047363 Epoch 13: train loss 0.5697595079739889 Epoch 13: val loss 0.6256160736083984 Epoch 14: train loss 0.5805016706387202 Epoch 14: val loss 0.6315976977348328 Epoch 15: train loss 0.5920089657107989 Epoch 15: val loss 0.6429492235183716 Epoch 16: train loss 0.558790904780229 Epoch 16: val loss 0.6352402567863464 Epoch 17: train loss 0.5674437408645948 Epoch 17: val loss 0.6456084251403809 Epoch 18: train loss 0.544407568871975 Epoch 18: val loss 0.646121084690094 Epoch 19: train loss 0.5439028292894363 Epoch 19: val loss 0.6443085074424744 Epoch 20: train loss 0.519905981918176 Epoch 20: val loss 0.6543657183647156
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7175393164157867 Epoch 0: val loss 0.6414112448692322 Epoch 1: train loss 0.6248161137104035 Epoch 1: val loss 0.596757173538208 Epoch 2: train loss 0.5877305060625077 Epoch 2: val loss 0.5367390513420105 Epoch 3: train loss 0.5106570810079575 Epoch 3: val loss 0.4715704619884491 Epoch 4: train loss 0.45528597831726075 Epoch 4: val loss 0.4627865254878998 Epoch 5: train loss 0.49683772325515746 Epoch 5: val loss 0.4579666256904602 Epoch 6: train loss 0.48558002412319184 Epoch 6: val loss 0.42332723736763 Epoch 7: train loss 0.4392665058374405 Epoch 7: val loss 0.4666074514389038 Epoch 8: train loss 0.42567466795444486 Epoch 8: val loss 0.4624936580657959 Epoch 9: train loss 0.42230374217033384 Epoch 9: val loss 0.4337615668773651 Epoch 10: train loss 0.4502159208059311 Epoch 10: val loss 0.4257315397262573 Epoch 11: train loss 0.43414087891578673 Epoch 11: val loss 0.43298137187957764 Epoch 12: train loss 0.40389325469732285 Epoch 12: val loss 0.4580501616001129 Epoch 13: train loss 0.37330815494060515 Epoch 13: val loss 0.4370949864387512 Epoch 14: train loss 0.42392091602087023 Epoch 14: val loss 0.4276505410671234 Epoch 15: train loss 0.43817014098167417 Epoch 15: val loss 0.419037401676178 Epoch 16: train loss 0.412296736240387 Epoch 16: val loss 0.4496707618236542 Epoch 17: train loss 0.371142740547657 Epoch 17: val loss 0.4834877848625183 Epoch 18: train loss 0.38527616262435915 Epoch 18: val loss 0.4398325979709625 Epoch 19: train loss 0.433249306678772 Epoch 19: val loss 0.43258753418922424 Epoch 20: train loss 0.38933272659778595 Epoch 20: val loss 0.4174986779689789 Epoch 21: train loss 0.35538949370384215 Epoch 21: val loss 0.43249621987342834 Epoch 22: train loss 0.38491649329662325 Epoch 22: val loss 0.4400146007537842 Epoch 23: train loss 0.3835967004299164 Epoch 23: val loss 0.4298759698867798 Epoch 24: train loss 0.41805211305618284 Epoch 24: val loss 0.41728881001472473
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6719659090042114 Epoch 0: val loss 0.6550015211105347 Epoch 1: train loss 0.6483219504356384 Epoch 1: val loss 0.6169726848602295 Epoch 2: train loss 0.5977762281894684 Epoch 2: val loss 0.5822615623474121 Epoch 3: train loss 0.578036031126976 Epoch 3: val loss 0.5386120080947876 Epoch 4: train loss 0.5238529682159424 Epoch 4: val loss 0.4960361123085022 Epoch 5: train loss 0.45563918352127075 Epoch 5: val loss 0.45513951778411865 Epoch 6: train loss 0.4452574163675308 Epoch 6: val loss 0.4316122829914093 Epoch 7: train loss 0.42417492866516116 Epoch 7: val loss 0.4092676341533661 Epoch 8: train loss 0.4068805858492851 Epoch 8: val loss 0.40424293279647827 Epoch 9: train loss 0.39767435044050214 Epoch 9: val loss 0.40765252709388733 Epoch 10: train loss 0.40476675927639005 Epoch 10: val loss 0.4191725552082062 Epoch 11: train loss 0.38574569672346115 Epoch 11: val loss 0.4313846230506897 Epoch 12: train loss 0.4525649905204773 Epoch 12: val loss 0.4242832064628601 Epoch 13: train loss 0.40458992421627044 Epoch 13: val loss 0.4165862202644348 Epoch 14: train loss 0.39704503417015075 Epoch 14: val loss 0.42915022373199463 Epoch 15: train loss 0.4118680417537689 Epoch 15: val loss 0.4518744945526123 Epoch 16: train loss 0.41288385540246964 Epoch 16: val loss 0.4482070505619049 Epoch 17: train loss 0.39022197723388674 Epoch 17: val loss 0.4500844478607178 Epoch 18: train loss 0.4444110468029976 Epoch 18: val loss 0.44904622435569763 Epoch 19: train loss 0.3583686903119087 Epoch 19: val loss 0.44739824533462524 Epoch 20: train loss 0.36302093118429185 Epoch 20: val loss 0.4442152976989746 Epoch 21: train loss 0.3435551553964615 Epoch 21: val loss 0.44799113273620605 Epoch 22: train loss 0.35908489525318144 Epoch 22: val loss 0.45347365736961365 Epoch 23: train loss 0.34067980051040647 Epoch 23: val loss 0.4576248526573181 Epoch 24: train loss 0.342376109957695 Epoch 24: val loss 0.4711552858352661
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6794921696186066 Epoch 0: val loss 0.6700714230537415 Epoch 1: train loss 0.6014858305454254 Epoch 1: val loss 0.6181658506393433 Epoch 2: train loss 0.5320743948221207 Epoch 2: val loss 0.5563960075378418 Epoch 3: train loss 0.4867443859577179 Epoch 3: val loss 0.49865156412124634 Epoch 4: train loss 0.42999209761619567 Epoch 4: val loss 0.47460904717445374 Epoch 5: train loss 0.38943034410476685 Epoch 5: val loss 0.46453219652175903 Epoch 6: train loss 0.40233837962150576 Epoch 6: val loss 0.4821946918964386 Epoch 7: train loss 0.3881028324365616 Epoch 7: val loss 0.501772940158844 Epoch 8: train loss 0.42390054166316987 Epoch 8: val loss 0.5004847645759583 Epoch 9: train loss 0.39397607296705245 Epoch 9: val loss 0.5027048587799072 Epoch 10: train loss 0.37467938512563703 Epoch 10: val loss 0.4857095181941986 Epoch 11: train loss 0.35278344601392747 Epoch 11: val loss 0.49213889241218567 Epoch 12: train loss 0.34247779473662376 Epoch 12: val loss 0.4937438666820526 Epoch 13: train loss 0.3697928637266159 Epoch 13: val loss 0.48885688185691833 Epoch 14: train loss 0.3496819332242012 Epoch 14: val loss 0.4932876527309418 Epoch 15: train loss 0.3660795360803604 Epoch 15: val loss 0.4817027449607849 Epoch 16: train loss 0.4084258645772934 Epoch 16: val loss 0.4946954846382141 Epoch 17: train loss 0.3697023391723633 Epoch 17: val loss 0.5071501135826111 Epoch 18: train loss 0.3517520159482956 Epoch 18: val loss 0.497281938791275 Epoch 19: train loss 0.339663103222847 Epoch 19: val loss 0.5016447901725769 Epoch 20: train loss 0.3597318768501282 Epoch 20: val loss 0.4898650050163269 Epoch 21: train loss 0.35057649165391924 Epoch 21: val loss 0.49338239431381226 Epoch 22: train loss 0.3549829125404358 Epoch 22: val loss 0.5341700315475464 Epoch 23: train loss 0.36506889909505846 Epoch 23: val loss 0.533532977104187 Epoch 24: train loss 0.33346910700201987 Epoch 24: val loss 0.5240738987922668
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6548160195350647 Epoch 0: val loss 0.607036292552948 Epoch 1: train loss 0.5911637127399445 Epoch 1: val loss 0.5832918882369995 Epoch 2: train loss 0.5272759407758713 Epoch 2: val loss 0.5542379021644592 Epoch 3: train loss 0.4791289746761322 Epoch 3: val loss 0.5191885232925415 Epoch 4: train loss 0.44845603704452514 Epoch 4: val loss 0.4848397672176361 Epoch 5: train loss 0.4067590594291687 Epoch 5: val loss 0.4939950704574585 Epoch 6: train loss 0.41042171567678454 Epoch 6: val loss 0.4929715096950531 Epoch 7: train loss 0.3957652419805527 Epoch 7: val loss 0.47659143805503845 Epoch 8: train loss 0.37648400813341143 Epoch 8: val loss 0.47595447301864624 Epoch 9: train loss 0.3994769960641861 Epoch 9: val loss 0.4759213626384735 Epoch 10: train loss 0.37057062834501264 Epoch 10: val loss 0.4958733916282654 Epoch 11: train loss 0.3521375335752964 Epoch 11: val loss 0.4920486509799957 Epoch 12: train loss 0.35650879368185995 Epoch 12: val loss 0.48889148235321045 Epoch 13: train loss 0.3808699682354927 Epoch 13: val loss 0.5039473176002502 Epoch 14: train loss 0.37602853327989577 Epoch 14: val loss 0.49619683623313904 Epoch 15: train loss 0.3692595660686493 Epoch 15: val loss 0.4767052233219147 Epoch 16: train loss 0.38908863365650176 Epoch 16: val loss 0.4763610363006592 Epoch 17: train loss 0.34978885650634767 Epoch 17: val loss 0.49175411462783813 Epoch 18: train loss 0.34404829815030097 Epoch 18: val loss 0.49969711899757385 Epoch 19: train loss 0.3697000861167908 Epoch 19: val loss 0.49335336685180664 Epoch 20: train loss 0.365759901702404 Epoch 20: val loss 0.4897055923938751 Epoch 21: train loss 0.34728562384843825 Epoch 21: val loss 0.4886898994445801 Epoch 22: train loss 0.32593398690223696 Epoch 22: val loss 0.5172908902168274 Epoch 23: train loss 0.3356537163257599 Epoch 23: val loss 0.5189560055732727 Epoch 24: train loss 0.3393219649791718 Epoch 24: val loss 0.502990186214447
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6425978541374207 Epoch 0: val loss 0.603386402130127 Epoch 1: train loss 0.5551801048792325 Epoch 1: val loss 0.529039740562439 Epoch 2: train loss 0.4865950116744408 Epoch 2: val loss 0.4761066734790802 Epoch 3: train loss 0.4411877141549037 Epoch 3: val loss 0.4725021719932556 Epoch 4: train loss 0.4649018026315249 Epoch 4: val loss 0.46277517080307007 Epoch 5: train loss 0.41561613575770306 Epoch 5: val loss 0.4387474060058594 Epoch 6: train loss 0.40622198352446925 Epoch 6: val loss 0.4475766718387604 Epoch 7: train loss 0.434243958729964 Epoch 7: val loss 0.44847360253334045 Epoch 8: train loss 0.43901068430680495 Epoch 8: val loss 0.4434679448604584 Epoch 9: train loss 0.41956494748592377 Epoch 9: val loss 0.43400445580482483 Epoch 10: train loss 0.41649329433074367 Epoch 10: val loss 0.4390794336795807 Epoch 11: train loss 0.39250261050004226 Epoch 11: val loss 0.43758049607276917
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6918637969277122 Epoch 0: val loss 0.6747714281082153 Epoch 1: train loss 0.6711942553520203 Epoch 1: val loss 0.6563409566879272 Epoch 2: train loss 0.635553322055123 Epoch 2: val loss 0.6421506404876709 Epoch 3: train loss 0.6363185156475414 Epoch 3: val loss 0.6300650835037231 Epoch 4: train loss 0.6218956275419756 Epoch 4: val loss 0.6246542930603027 Epoch 5: train loss 0.6145127253098921 Epoch 5: val loss 0.6227709650993347 Epoch 6: train loss 0.6111598935994235 Epoch 6: val loss 0.6201509237289429 Epoch 7: train loss 0.5935790376229719 Epoch 7: val loss 0.6172935366630554 Epoch 8: train loss 0.5830861898985776 Epoch 8: val loss 0.6149594783782959 Epoch 9: train loss 0.5785737850449302 Epoch 9: val loss 0.6138800978660583 Epoch 10: train loss 0.5674309703436765 Epoch 10: val loss 0.6124120950698853 Epoch 11: train loss 0.562974217263135 Epoch 11: val loss 0.611219048500061 Epoch 12: train loss 0.5565748485651884 Epoch 12: val loss 0.6113253831863403 Epoch 13: train loss 0.5433026145805012 Epoch 13: val loss 0.6139405369758606 Epoch 14: train loss 0.5322898192839189 Epoch 14: val loss 0.6131866574287415 Epoch 15: train loss 0.5284593836827711 Epoch 15: val loss 0.6124998331069946 Epoch 16: train loss 0.5148819007656791 Epoch 16: val loss 0.6140046119689941 Epoch 17: train loss 0.5228829519315199 Epoch 17: val loss 0.6083478331565857 Epoch 18: train loss 0.5351467647335746 Epoch 18: val loss 0.6064394116401672 Epoch 19: train loss 0.4961689358407801 Epoch 19: val loss 0.614462673664093 Epoch 20: train loss 0.5161334601315585 Epoch 20: val loss 0.6181959509849548 Epoch 21: train loss 0.5089350451122631 Epoch 21: val loss 0.6171972751617432 Epoch 22: train loss 0.48092308369549835 Epoch 22: val loss 0.6086957454681396 Epoch 23: train loss 0.48232240839438006 Epoch 23: val loss 0.60503089427948 Epoch 24: train loss 0.46759113669395447 Epoch 24: val loss 0.6015250086784363
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7008896144953641 Epoch 0: val loss 0.6963095664978027 Epoch 1: train loss 0.6886201826008883 Epoch 1: val loss 0.6706825494766235 Epoch 2: train loss 0.6483080712231722 Epoch 2: val loss 0.6528390645980835 Epoch 3: train loss 0.6474792957305908 Epoch 3: val loss 0.6417345404624939 Epoch 4: train loss 0.6244557662443682 Epoch 4: val loss 0.6349397301673889 Epoch 5: train loss 0.6161532293666493 Epoch 5: val loss 0.6287286877632141 Epoch 6: train loss 0.6050687865777449 Epoch 6: val loss 0.6213189363479614 Epoch 7: train loss 0.5781575332988392 Epoch 7: val loss 0.6130455136299133 Epoch 8: train loss 0.5784877755425193 Epoch 8: val loss 0.6038093566894531 Epoch 9: train loss 0.5785304307937622 Epoch 9: val loss 0.603342592716217 Epoch 10: train loss 0.5626557686112144 Epoch 10: val loss 0.6040301322937012 Epoch 11: train loss 0.5532901016148654 Epoch 11: val loss 0.6078610420227051 Epoch 12: train loss 0.5423938713290475 Epoch 12: val loss 0.5988451838493347 Epoch 13: train loss 0.5314879525791515 Epoch 13: val loss 0.6028732061386108 Epoch 14: train loss 0.5237806033004414 Epoch 14: val loss 0.6003429889678955 Epoch 15: train loss 0.4931281154805964 Epoch 15: val loss 0.6016286611557007 Epoch 16: train loss 0.4891700175675479 Epoch 16: val loss 0.6068636775016785 Epoch 17: train loss 0.49260627952488983 Epoch 17: val loss 0.6063427329063416 Epoch 18: train loss 0.483500136570497 Epoch 18: val loss 0.6027216911315918 Epoch 19: train loss 0.4873043948953802 Epoch 19: val loss 0.6077730059623718 Epoch 20: train loss 0.4603764739903537 Epoch 20: val loss 0.6156675219535828 Epoch 21: train loss 0.446332265030254 Epoch 21: val loss 0.6183286905288696 Epoch 22: train loss 0.47564859823747113 Epoch 22: val loss 0.6137790083885193 Epoch 23: train loss 0.4420054148543965 Epoch 23: val loss 0.6248122453689575 Epoch 24: train loss 0.4401970424435355 Epoch 24: val loss 0.6201210618019104
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903247833251953 Epoch 0: val loss 0.6857489943504333 Epoch 1: train loss 0.6589713042432611 Epoch 1: val loss 0.6706744432449341 Epoch 2: train loss 0.6369465481151234 Epoch 2: val loss 0.6629745364189148 Epoch 3: train loss 0.6185497912493619 Epoch 3: val loss 0.6558608412742615 Epoch 4: train loss 0.608268369327892 Epoch 4: val loss 0.6458386182785034 Epoch 5: train loss 0.6056803952563893 Epoch 5: val loss 0.6447775363922119 Epoch 6: train loss 0.585890379819003 Epoch 6: val loss 0.6457638740539551 Epoch 7: train loss 0.594693208282644 Epoch 7: val loss 0.6388355493545532 Epoch 8: train loss 0.585667761889371 Epoch 8: val loss 0.6387420892715454 Epoch 9: train loss 0.5890906832434915 Epoch 9: val loss 0.6396958827972412 Epoch 10: train loss 0.5522286593914032 Epoch 10: val loss 0.6439065337181091 Epoch 11: train loss 0.5567375367338007 Epoch 11: val loss 0.6465905904769897 Epoch 12: train loss 0.5432974560694261 Epoch 12: val loss 0.655319094657898 Epoch 13: train loss 0.5493510582230308 Epoch 13: val loss 0.660422146320343 Epoch 14: train loss 0.5413837216117166 Epoch 14: val loss 0.6596413254737854 Epoch 15: train loss 0.5122111466797915 Epoch 15: val loss 0.6645515561103821 Epoch 16: train loss 0.532223417000337 Epoch 16: val loss 0.6646478176116943 Epoch 17: train loss 0.5122516019777819 Epoch 17: val loss 0.6619648337364197 Epoch 18: train loss 0.5027506974610415 Epoch 18: val loss 0.6666787266731262 Epoch 19: train loss 0.4869091266935522 Epoch 19: val loss 0.6774808764457703 Epoch 20: train loss 0.5039734271439639 Epoch 20: val loss 0.6798616647720337 Epoch 21: train loss 0.46532486514611676 Epoch 21: val loss 0.6801803708076477 Epoch 22: train loss 0.47985674847256055 Epoch 22: val loss 0.6796470880508423 Epoch 23: train loss 0.486705330285159 Epoch 23: val loss 0.6734486818313599 Epoch 24: train loss 0.4950252852656625 Epoch 24: val loss 0.673004686832428
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7019027742472562 Epoch 0: val loss 0.689670979976654 Epoch 1: train loss 0.6801640770652078 Epoch 1: val loss 0.6729225516319275 Epoch 2: train loss 0.6674674261700023 Epoch 2: val loss 0.6587647199630737 Epoch 3: train loss 0.639842613176866 Epoch 3: val loss 0.6473070383071899 Epoch 4: train loss 0.632750619541515 Epoch 4: val loss 0.6429480314254761 Epoch 5: train loss 0.6180397705598311 Epoch 5: val loss 0.6325696110725403 Epoch 6: train loss 0.6198990615931425 Epoch 6: val loss 0.6281148791313171 Epoch 7: train loss 0.6150231198831038 Epoch 7: val loss 0.6248887181282043 Epoch 8: train loss 0.5919235023585233 Epoch 8: val loss 0.6123241186141968 Epoch 9: train loss 0.6070774901996959 Epoch 9: val loss 0.6111990809440613 Epoch 10: train loss 0.5760076208548113 Epoch 10: val loss 0.6076003909111023 Epoch 11: train loss 0.5607956837524067 Epoch 11: val loss 0.613629162311554 Epoch 12: train loss 0.5685820389877666 Epoch 12: val loss 0.6114895343780518 Epoch 13: train loss 0.568160130219026 Epoch 13: val loss 0.5966086387634277 Epoch 14: train loss 0.5539770451459017 Epoch 14: val loss 0.6018097996711731 Epoch 15: train loss 0.5541281483390115 Epoch 15: val loss 0.5983351469039917 Epoch 16: train loss 0.5594772263006731 Epoch 16: val loss 0.5927652716636658 Epoch 17: train loss 0.5249095179817893 Epoch 17: val loss 0.587499737739563 Epoch 18: train loss 0.509606578133323 Epoch 18: val loss 0.5869026780128479 Epoch 19: train loss 0.5083914046937769 Epoch 19: val loss 0.5918362140655518 Epoch 20: train loss 0.5197854448448528 Epoch 20: val loss 0.5939476490020752 Epoch 21: train loss 0.5215959007089789 Epoch 21: val loss 0.5868586897850037 Epoch 22: train loss 0.47945208982987836 Epoch 22: val loss 0.5906718969345093 Epoch 23: train loss 0.4977809922261672 Epoch 23: val loss 0.5855396389961243 Epoch 24: train loss 0.4861889020963149 Epoch 24: val loss 0.5959951281547546
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7093680699666342 Epoch 0: val loss 0.6730401515960693 Epoch 1: train loss 0.6634552041689555 Epoch 1: val loss 0.6393348574638367 Epoch 2: train loss 0.6326380809148152 Epoch 2: val loss 0.6067246794700623 Epoch 3: train loss 0.6251582225163778 Epoch 3: val loss 0.5894309282302856 Epoch 4: train loss 0.598649662733078 Epoch 4: val loss 0.5714558362960815 Epoch 5: train loss 0.5725320021311442 Epoch 5: val loss 0.5623448491096497 Epoch 6: train loss 0.5824453254540761 Epoch 6: val loss 0.558582067489624 Epoch 7: train loss 0.5832739114761353 Epoch 7: val loss 0.5489848256111145 Epoch 8: train loss 0.570304524898529 Epoch 8: val loss 0.5459875464439392 Epoch 9: train loss 0.5570309579372406 Epoch 9: val loss 0.5319984555244446 Epoch 10: train loss 0.545911580324173 Epoch 10: val loss 0.5403115749359131 Epoch 11: train loss 0.5355906506379445 Epoch 11: val loss 0.5340303778648376 Epoch 12: train loss 0.5343987345695496 Epoch 12: val loss 0.5241088271141052 Epoch 13: train loss 0.5160948117574056 Epoch 13: val loss 0.5202274322509766 Epoch 14: train loss 0.5334000905354818 Epoch 14: val loss 0.5185940265655518 Epoch 15: train loss 0.5108721594015757 Epoch 15: val loss 0.5195809602737427 Epoch 16: train loss 0.5010244985421498 Epoch 16: val loss 0.5132217407226562 Epoch 17: train loss 0.5054084042708079 Epoch 17: val loss 0.5191463232040405 Epoch 18: train loss 0.495208195845286 Epoch 18: val loss 0.5233045816421509 Epoch 19: train loss 0.49184367855389916 Epoch 19: val loss 0.5137904286384583 Epoch 20: train loss 0.5050549884637197 Epoch 20: val loss 0.5085770487785339 Epoch 21: train loss 0.48897971709569293 Epoch 21: val loss 0.5096807479858398 Epoch 22: train loss 0.49097987413406374 Epoch 22: val loss 0.5143589377403259 Epoch 23: train loss 0.4926684081554413 Epoch 23: val loss 0.5144961476325989
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6803756455580393 Epoch 0: val loss 0.6860010027885437 Epoch 1: train loss 0.6816093275944392 Epoch 1: val loss 0.6804271340370178 Epoch 2: train loss 0.6763915767272314 Epoch 2: val loss 0.6801495552062988 Epoch 3: train loss 0.6682862291733423 Epoch 3: val loss 0.6771149635314941 Epoch 4: train loss 0.6645426005125046 Epoch 4: val loss 0.6746972799301147 Epoch 5: train loss 0.6518188019593557 Epoch 5: val loss 0.6718049049377441 Epoch 6: train loss 0.6482002635796865 Epoch 6: val loss 0.6588538289070129 Epoch 7: train loss 0.6379813204209009 Epoch 7: val loss 0.6464865207672119 Epoch 8: train loss 0.6012839674949646 Epoch 8: val loss 0.6276732087135315 Epoch 9: train loss 0.6068120698134104 Epoch 9: val loss 0.6134042143821716 Epoch 10: train loss 0.5939339299996694 Epoch 10: val loss 0.6043767333030701 Epoch 11: train loss 0.5749048292636871 Epoch 11: val loss 0.6030995845794678 Epoch 12: train loss 0.5792680432399114 Epoch 12: val loss 0.5981959104537964 Epoch 13: train loss 0.5709991107384363 Epoch 13: val loss 0.606689453125 Epoch 14: train loss 0.5563377514481544 Epoch 14: val loss 0.5982876420021057 Epoch 15: train loss 0.5625185097257296 Epoch 15: val loss 0.5956376194953918 Epoch 16: train loss 0.5413925871253014 Epoch 16: val loss 0.5912050604820251 Epoch 17: train loss 0.5351260701815287 Epoch 17: val loss 0.5971395373344421 Epoch 18: train loss 0.5368771875898043 Epoch 18: val loss 0.600480318069458 Epoch 19: train loss 0.5441238333781561 Epoch 19: val loss 0.6069719791412354 Epoch 20: train loss 0.5200720354914665 Epoch 20: val loss 0.6055393218994141 Epoch 21: train loss 0.5123181541760763 Epoch 21: val loss 0.6024139523506165 Epoch 22: train loss 0.5028724819421768 Epoch 22: val loss 0.6077578067779541 Epoch 23: train loss 0.4961595833301544 Epoch 23: val loss 0.608521580696106 Epoch 24: train loss 0.5338378349939982 Epoch 24: val loss 0.6101409196853638
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.710459773739179 Epoch 0: val loss 0.7097411751747131 Epoch 1: train loss 0.6933660606543223 Epoch 1: val loss 0.7074359655380249 Epoch 2: train loss 0.6808144897222519 Epoch 2: val loss 0.7050992250442505 Epoch 3: train loss 0.6725404858589172 Epoch 3: val loss 0.6963863968849182 Epoch 4: train loss 0.6691776265700659 Epoch 4: val loss 0.6863888502120972 Epoch 5: train loss 0.6569861173629761 Epoch 5: val loss 0.684165358543396 Epoch 6: train loss 0.6549762984116873 Epoch 6: val loss 0.6799028515815735 Epoch 7: train loss 0.6437314997116724 Epoch 7: val loss 0.6716063022613525 Epoch 8: train loss 0.6249877065420151 Epoch 8: val loss 0.6619570851325989 Epoch 9: train loss 0.6200285504261652 Epoch 9: val loss 0.6580402255058289 Epoch 10: train loss 0.6162596394618353 Epoch 10: val loss 0.6417841911315918 Epoch 11: train loss 0.5960733791192373 Epoch 11: val loss 0.640822172164917 Epoch 12: train loss 0.5962850948174795 Epoch 12: val loss 0.6481927037239075 Epoch 13: train loss 0.5648263096809387 Epoch 13: val loss 0.6311163306236267 Epoch 14: train loss 0.5766207526127497 Epoch 14: val loss 0.6320511102676392 Epoch 15: train loss 0.5681847458084425 Epoch 15: val loss 0.6267478466033936 Epoch 16: train loss 0.5345914562543234 Epoch 16: val loss 0.6263282895088196 Epoch 17: train loss 0.5371553003787994 Epoch 17: val loss 0.6231465339660645 Epoch 18: train loss 0.5135318810741106 Epoch 18: val loss 0.6093829870223999 Epoch 19: train loss 0.5194360862175623 Epoch 19: val loss 0.6085144877433777 Epoch 20: train loss 0.5109739527106285 Epoch 20: val loss 0.6129448413848877 Epoch 21: train loss 0.5083600804209709 Epoch 21: val loss 0.6169567108154297 Epoch 22: train loss 0.4835138867298762 Epoch 22: val loss 0.6112387180328369 Epoch 23: train loss 0.496036430199941 Epoch 23: val loss 0.5966184139251709 Epoch 24: train loss 0.49034267415603 Epoch 24: val loss 0.6015627384185791
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7115907967090607 Epoch 0: val loss 0.6900386810302734 Epoch 1: train loss 0.6742563098669052 Epoch 1: val loss 0.682739794254303 Epoch 2: train loss 0.6688281248013178 Epoch 2: val loss 0.6760540008544922 Epoch 3: train loss 0.6591452111800512 Epoch 3: val loss 0.6623629331588745 Epoch 4: train loss 0.6558736711740494 Epoch 4: val loss 0.6588801741600037 Epoch 5: train loss 0.6400123188893 Epoch 5: val loss 0.6449890732765198 Epoch 6: train loss 0.6282612532377243 Epoch 6: val loss 0.6350574493408203 Epoch 7: train loss 0.6176569362481436 Epoch 7: val loss 0.6184369325637817 Epoch 8: train loss 0.6134331673383713 Epoch 8: val loss 0.5947606563568115 Epoch 9: train loss 0.5952802250782648 Epoch 9: val loss 0.5980424284934998 Epoch 10: train loss 0.5759041160345078 Epoch 10: val loss 0.576801598072052 Epoch 11: train loss 0.5847105408708254 Epoch 11: val loss 0.5753588676452637 Epoch 12: train loss 0.5848761896292368 Epoch 12: val loss 0.582805335521698 Epoch 13: train loss 0.5760884334643682 Epoch 13: val loss 0.5646406412124634 Epoch 14: train loss 0.5727403635780016 Epoch 14: val loss 0.5670191049575806 Epoch 15: train loss 0.5476302454868952 Epoch 15: val loss 0.5545480251312256 Epoch 16: train loss 0.5389279474814733 Epoch 16: val loss 0.5569484829902649 Epoch 17: train loss 0.5291745588183403 Epoch 17: val loss 0.5521941781044006 Epoch 18: train loss 0.5252628549933434 Epoch 18: val loss 0.5518482327461243 Epoch 19: train loss 0.5202027559280396 Epoch 19: val loss 0.5455292463302612 Epoch 20: train loss 0.5219676718115807 Epoch 20: val loss 0.5573270916938782 Epoch 21: train loss 0.5103851879636446 Epoch 21: val loss 0.5394731760025024 Epoch 22: train loss 0.5276305650671324 Epoch 22: val loss 0.5447245836257935 Epoch 23: train loss 0.5154120624065399 Epoch 23: val loss 0.5460800528526306 Epoch 24: train loss 0.5264301225543022 Epoch 24: val loss 0.5578807592391968
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7061634957790375 Epoch 0: val loss 0.6826221346855164 Epoch 1: train loss 0.6749870677789053 Epoch 1: val loss 0.6757821440696716 Epoch 2: train loss 0.6675983965396881 Epoch 2: val loss 0.6689383387565613 Epoch 3: train loss 0.6417699605226517 Epoch 3: val loss 0.6656785607337952 Epoch 4: train loss 0.6503419826428095 Epoch 4: val loss 0.6582739949226379 Epoch 5: train loss 0.6168529788653055 Epoch 5: val loss 0.6526066064834595 Epoch 6: train loss 0.6086845248937607 Epoch 6: val loss 0.6454391479492188 Epoch 7: train loss 0.6086317474643389 Epoch 7: val loss 0.640580415725708 Epoch 8: train loss 0.6139113927880923 Epoch 8: val loss 0.637774646282196 Epoch 9: train loss 0.586970180273056 Epoch 9: val loss 0.636044442653656 Epoch 10: train loss 0.5869055142005285 Epoch 10: val loss 0.6295965909957886 Epoch 11: train loss 0.5734888936082522 Epoch 11: val loss 0.6248348951339722 Epoch 12: train loss 0.5691622793674469 Epoch 12: val loss 0.6315324902534485 Epoch 13: train loss 0.5619977911313375 Epoch 13: val loss 0.6316519975662231 Epoch 14: train loss 0.5611520086725553 Epoch 14: val loss 0.6304519772529602 Epoch 15: train loss 0.5337726771831512 Epoch 15: val loss 0.6228763461112976 Epoch 16: train loss 0.5327159687876701 Epoch 16: val loss 0.6232162117958069 Epoch 17: train loss 0.5381666620572408 Epoch 17: val loss 0.6320903897285461 Epoch 18: train loss 0.5372913181781769 Epoch 18: val loss 0.6307162642478943 Epoch 19: train loss 0.5170485526323318 Epoch 19: val loss 0.6309144496917725 Epoch 20: train loss 0.5233220805724462 Epoch 20: val loss 0.6312227845191956 Epoch 21: train loss 0.5338437408208847 Epoch 21: val loss 0.6364061832427979 Epoch 22: train loss 0.5013362864653269 Epoch 22: val loss 0.6339219808578491 Epoch 23: train loss 0.5139740084608396 Epoch 23: val loss 0.6295154094696045 Epoch 24: train loss 0.49768152832984924 Epoch 24: val loss 0.6158414483070374
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7160957790911198 Epoch 0: val loss 0.6923330426216125 Epoch 1: train loss 0.6940213032066822 Epoch 1: val loss 0.6903547048568726 Epoch 2: train loss 0.6704967431724072 Epoch 2: val loss 0.6876723170280457 Epoch 3: train loss 0.6729880087077618 Epoch 3: val loss 0.6821374893188477 Epoch 4: train loss 0.6629921309649944 Epoch 4: val loss 0.6731593012809753 Epoch 5: train loss 0.6532627902925014 Epoch 5: val loss 0.6663804054260254 Epoch 6: train loss 0.6317671127617359 Epoch 6: val loss 0.6575176119804382 Epoch 7: train loss 0.6288340650498867 Epoch 7: val loss 0.6451097130775452 Epoch 8: train loss 0.6054001972079277 Epoch 8: val loss 0.6329757571220398 Epoch 9: train loss 0.5922524183988571 Epoch 9: val loss 0.631531298160553 Epoch 10: train loss 0.582704259082675 Epoch 10: val loss 0.6241328120231628 Epoch 11: train loss 0.5820264648646116 Epoch 11: val loss 0.6212744116783142 Epoch 12: train loss 0.5783774331212044 Epoch 12: val loss 0.6192477345466614 Epoch 13: train loss 0.5755227822810411 Epoch 13: val loss 0.6230200529098511 Epoch 14: train loss 0.5430510547012091 Epoch 14: val loss 0.6204501390457153 Epoch 15: train loss 0.5489859022200108 Epoch 15: val loss 0.6179880499839783 Epoch 16: train loss 0.5574166942387819 Epoch 16: val loss 0.6339485049247742 Epoch 17: train loss 0.5337143894284964 Epoch 17: val loss 0.6287815570831299 Epoch 18: train loss 0.5377041194587946 Epoch 18: val loss 0.6222944259643555 Epoch 19: train loss 0.5276938267052174 Epoch 19: val loss 0.6342326998710632 Epoch 20: train loss 0.5276507027447224 Epoch 20: val loss 0.6196398735046387
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7026175608237585 Epoch 0: val loss 0.6958231925964355 Epoch 1: train loss 0.6964462051788965 Epoch 1: val loss 0.6880288124084473 Epoch 2: train loss 0.6846774419148763 Epoch 2: val loss 0.6852067112922668 Epoch 3: train loss 0.6798090636730194 Epoch 3: val loss 0.680239200592041 Epoch 4: train loss 0.6753415813048681 Epoch 4: val loss 0.6748579144477844 Epoch 5: train loss 0.666557694474856 Epoch 5: val loss 0.6741634607315063 Epoch 6: train loss 0.6581279585758845 Epoch 6: val loss 0.6715153455734253 Epoch 7: train loss 0.6522716383139292 Epoch 7: val loss 0.6593728065490723 Epoch 8: train loss 0.6413121372461319 Epoch 8: val loss 0.6557005643844604 Epoch 9: train loss 0.6205794711907705 Epoch 9: val loss 0.6466299295425415 Epoch 10: train loss 0.6084878817200661 Epoch 10: val loss 0.640169084072113 Epoch 11: train loss 0.59908194343249 Epoch 11: val loss 0.647237241268158 Epoch 12: train loss 0.5991764515638351 Epoch 12: val loss 0.6433414220809937 Epoch 13: train loss 0.5903586894273758 Epoch 13: val loss 0.643889844417572 Epoch 14: train loss 0.5894689833124479 Epoch 14: val loss 0.6529414057731628 Epoch 15: train loss 0.5725538457433382 Epoch 15: val loss 0.6691116094589233 Epoch 16: train loss 0.584635779261589 Epoch 16: val loss 0.6672701835632324 Epoch 17: train loss 0.5877230589588484 Epoch 17: val loss 0.6710431575775146 Epoch 18: train loss 0.5809334715207418 Epoch 18: val loss 0.6829472184181213 Epoch 19: train loss 0.5789535144964854 Epoch 19: val loss 0.6661737561225891 Epoch 20: train loss 0.572147806485494 Epoch 20: val loss 0.6783497333526611 Epoch 21: train loss 0.5741390486558279 Epoch 21: val loss 0.6932346820831299 Epoch 22: train loss 0.5521196946501732 Epoch 22: val loss 0.705853283405304 Epoch 23: train loss 0.5474990829825401 Epoch 23: val loss 0.6932744383811951 Epoch 24: train loss 0.5659595703085264 Epoch 24: val loss 0.7027620673179626
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7025308509667715 Epoch 0: val loss 0.6985992789268494 Epoch 1: train loss 0.6776216725508372 Epoch 1: val loss 0.702423095703125 Epoch 2: train loss 0.6589440852403641 Epoch 2: val loss 0.7099553346633911 Epoch 3: train loss 0.6490537623564402 Epoch 3: val loss 0.7094408273696899 Epoch 4: train loss 0.6442151715358099 Epoch 4: val loss 0.7115697264671326 Epoch 5: train loss 0.6247844944397608 Epoch 5: val loss 0.7201443314552307 Epoch 6: train loss 0.6335943639278412 Epoch 6: val loss 0.716523289680481 Epoch 7: train loss 0.6267539511124293 Epoch 7: val loss 0.7284426689147949 Epoch 8: train loss 0.6035853251814842 Epoch 8: val loss 0.7226172685623169 Epoch 9: train loss 0.5961845815181732 Epoch 9: val loss 0.7248104810714722 Epoch 10: train loss 0.5823405037323633 Epoch 10: val loss 0.7199895977973938 Epoch 11: train loss 0.6008890271186829 Epoch 11: val loss 0.718863844871521 Epoch 12: train loss 0.5839400961995125 Epoch 12: val loss 0.7142025828361511 Epoch 13: train loss 0.5733582352598509 Epoch 13: val loss 0.7147741317749023 Epoch 14: train loss 0.5673266500234604 Epoch 14: val loss 0.7141128182411194 Epoch 15: train loss 0.56534410516421 Epoch 15: val loss 0.7165722846984863 Epoch 16: train loss 0.559181792040666 Epoch 16: val loss 0.7389948964118958 Epoch 17: train loss 0.5946232403318087 Epoch 17: val loss 0.7257616519927979 Epoch 18: train loss 0.573573055366675 Epoch 18: val loss 0.7061792016029358 Epoch 19: train loss 0.5572162518898646 Epoch 19: val loss 0.729897677898407 Epoch 20: train loss 0.5782654409607252 Epoch 20: val loss 0.7259588241577148 Epoch 21: train loss 0.5582613994677862 Epoch 21: val loss 0.7093342542648315 Epoch 22: train loss 0.5448866312702497 Epoch 22: val loss 0.7090869545936584 Epoch 23: train loss 0.5778148646155993 Epoch 23: val loss 0.7005957961082458 Epoch 24: train loss 0.5563510432839394 Epoch 24: val loss 0.6946609616279602
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7077444444100062 Epoch 0: val loss 0.6965833306312561 Epoch 1: train loss 0.6829844216505686 Epoch 1: val loss 0.6877254247665405 Epoch 2: train loss 0.6710091729958853 Epoch 2: val loss 0.6801866888999939 Epoch 3: train loss 0.6651927828788757 Epoch 3: val loss 0.6745832562446594 Epoch 4: train loss 0.6684415638446808 Epoch 4: val loss 0.6662470102310181 Epoch 5: train loss 0.6463394264380137 Epoch 5: val loss 0.6655499935150146 Epoch 6: train loss 0.6277327040831248 Epoch 6: val loss 0.6640843152999878 Epoch 7: train loss 0.6234704852104187 Epoch 7: val loss 0.669467031955719 Epoch 8: train loss 0.6346175173918406 Epoch 8: val loss 0.6652204990386963 Epoch 9: train loss 0.6072682291269302 Epoch 9: val loss 0.6578052043914795 Epoch 10: train loss 0.6081531246503195 Epoch 10: val loss 0.66852205991745 Epoch 11: train loss 0.6040774037440618 Epoch 11: val loss 0.6654584407806396 Epoch 12: train loss 0.6003231753905615 Epoch 12: val loss 0.6583384275436401 Epoch 13: train loss 0.5849462921420733 Epoch 13: val loss 0.6739544868469238 Epoch 14: train loss 0.5746496493617693 Epoch 14: val loss 0.6751739382743835 Epoch 15: train loss 0.5813884486754736 Epoch 15: val loss 0.685324490070343 Epoch 16: train loss 0.5900275434056917 Epoch 16: val loss 0.6682310700416565 Epoch 17: train loss 0.6078073730071386 Epoch 17: val loss 0.6764121651649475 Epoch 18: train loss 0.5824148704608282 Epoch 18: val loss 0.6701824069023132 Epoch 19: train loss 0.5789683337012926 Epoch 19: val loss 0.6803673505783081 Epoch 20: train loss 0.5730522274971008 Epoch 20: val loss 0.6710151433944702 Epoch 21: train loss 0.5643959045410156 Epoch 21: val loss 0.6774724125862122 Epoch 22: train loss 0.5675059805313746 Epoch 22: val loss 0.6822082996368408 Epoch 23: train loss 0.5482745418945948 Epoch 23: val loss 0.6763135194778442 Epoch 24: train loss 0.5729383528232574 Epoch 24: val loss 0.6804909706115723
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.69963538646698 Epoch 0: val loss 0.6835063099861145 Epoch 1: train loss 0.6858728528022766 Epoch 1: val loss 0.6724613904953003 Epoch 2: train loss 0.6742588778336843 Epoch 2: val loss 0.6578052043914795 Epoch 3: train loss 0.6706342051426569 Epoch 3: val loss 0.650816798210144 Epoch 4: train loss 0.6618230839570364 Epoch 4: val loss 0.6397993564605713 Epoch 5: train loss 0.6711593419313431 Epoch 5: val loss 0.6282231211662292 Epoch 6: train loss 0.63837997118632 Epoch 6: val loss 0.6185479760169983 Epoch 7: train loss 0.6501367688179016 Epoch 7: val loss 0.6140221953392029 Epoch 8: train loss 0.6440276255210241 Epoch 8: val loss 0.6128355264663696 Epoch 9: train loss 0.6355677048365275 Epoch 9: val loss 0.6075750589370728 Epoch 10: train loss 0.6315355549256007 Epoch 10: val loss 0.6099090576171875 Epoch 11: train loss 0.621663048863411 Epoch 11: val loss 0.6029907464981079 Epoch 12: train loss 0.625937893986702 Epoch 12: val loss 0.6011202931404114 Epoch 13: train loss 0.6153243780136108 Epoch 13: val loss 0.6022306084632874 Epoch 14: train loss 0.6087022175391515 Epoch 14: val loss 0.5972663164138794 Epoch 15: train loss 0.6081401358048121 Epoch 15: val loss 0.5950254797935486 Epoch 16: train loss 0.6304825842380524 Epoch 16: val loss 0.6067014336585999 Epoch 17: train loss 0.6037691831588745 Epoch 17: val loss 0.5989776253700256 Epoch 18: train loss 0.6122148980696996 Epoch 18: val loss 0.6044721603393555 Epoch 19: train loss 0.6042666112383207 Epoch 19: val loss 0.6007764935493469 Epoch 20: train loss 0.5951969226201376 Epoch 20: val loss 0.6037100553512573 Epoch 21: train loss 0.5813151175777117 Epoch 21: val loss 0.6017229557037354 Epoch 22: train loss 0.5917068968216578 Epoch 22: val loss 0.596668004989624 Epoch 23: train loss 0.5858443404237429 Epoch 23: val loss 0.5973461866378784 Epoch 24: train loss 0.6011253048976263 Epoch 24: val loss 0.5986769795417786
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7005003057420254 Epoch 0: val loss 0.6879902482032776 Epoch 1: train loss 0.6760174222290516 Epoch 1: val loss 0.6873580813407898 Epoch 2: train loss 0.6656360290944576 Epoch 2: val loss 0.6855289340019226 Epoch 3: train loss 0.6587571762502193 Epoch 3: val loss 0.6806601285934448 Epoch 4: train loss 0.6528918407857418 Epoch 4: val loss 0.6739150285720825 Epoch 5: train loss 0.6524688825011253 Epoch 5: val loss 0.6643781065940857 Epoch 6: train loss 0.6379978097975254 Epoch 6: val loss 0.6614681482315063 Epoch 7: train loss 0.6292788721621037 Epoch 7: val loss 0.6526589393615723 Epoch 8: train loss 0.6284460462629795 Epoch 8: val loss 0.653342068195343 Epoch 9: train loss 0.6216782927513123 Epoch 9: val loss 0.652803897857666 Epoch 10: train loss 0.6100806407630444 Epoch 10: val loss 0.6421887874603271 Epoch 11: train loss 0.5969291161745787 Epoch 11: val loss 0.6455497741699219 Epoch 12: train loss 0.6101570539176464 Epoch 12: val loss 0.6531149744987488 Epoch 13: train loss 0.6052810922265053 Epoch 13: val loss 0.6560642123222351 Epoch 14: train loss 0.5812557637691498 Epoch 14: val loss 0.656782329082489 Epoch 15: train loss 0.6029903925955296 Epoch 15: val loss 0.6582912802696228 Epoch 16: train loss 0.5953388847410679 Epoch 16: val loss 0.6460081934928894
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6876108754764904 Epoch 0: val loss 0.6924775838851929 Epoch 1: train loss 0.676848292350769 Epoch 1: val loss 0.6879685521125793 Epoch 2: train loss 0.6574855175885287 Epoch 2: val loss 0.6864872574806213 Epoch 3: train loss 0.6565647341988303 Epoch 3: val loss 0.6834362745285034 Epoch 4: train loss 0.6381212093613364 Epoch 4: val loss 0.68149334192276 Epoch 5: train loss 0.6334839246489785 Epoch 5: val loss 0.6764476299285889 Epoch 6: train loss 0.6257334297353571 Epoch 6: val loss 0.6690539717674255 Epoch 7: train loss 0.6311940550804138 Epoch 7: val loss 0.6682074069976807 Epoch 8: train loss 0.6116600903597745 Epoch 8: val loss 0.671501636505127 Epoch 9: train loss 0.6192230636423285 Epoch 9: val loss 0.6654190421104431 Epoch 10: train loss 0.6138002926653082 Epoch 10: val loss 0.6639454364776611 Epoch 11: train loss 0.5927665341984142 Epoch 11: val loss 0.6613792777061462 Epoch 12: train loss 0.5949427593838085 Epoch 12: val loss 0.6596121788024902 Epoch 13: train loss 0.5988967689600858 Epoch 13: val loss 0.6646861433982849 Epoch 14: train loss 0.5795380689881064 Epoch 14: val loss 0.6485973000526428 Epoch 15: train loss 0.5788033442063765 Epoch 15: val loss 0.6493301391601562 Epoch 16: train loss 0.58853480219841 Epoch 16: val loss 0.6521217226982117 Epoch 17: train loss 0.5945310673930428 Epoch 17: val loss 0.6472305059432983 Epoch 18: train loss 0.5810166678645394 Epoch 18: val loss 0.6435374021530151 Epoch 19: train loss 0.575958872383291 Epoch 19: val loss 0.6424604654312134 Epoch 20: train loss 0.5577275184067813 Epoch 20: val loss 0.6452749371528625 Epoch 21: train loss 0.569776713848114 Epoch 21: val loss 0.6488995552062988 Epoch 22: train loss 0.5659703612327576 Epoch 22: val loss 0.643756628036499 Epoch 23: train loss 0.5428385517813943 Epoch 23: val loss 0.6334636211395264 Epoch 24: train loss 0.5385525091127916 Epoch 24: val loss 0.6454760432243347
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982919790528037 Epoch 0: val loss 0.6718266606330872 Epoch 1: train loss 0.6801372603936628 Epoch 1: val loss 0.6614686250686646 Epoch 2: train loss 0.6646387414498762 Epoch 2: val loss 0.6551458835601807 Epoch 3: train loss 0.6591774387793108 Epoch 3: val loss 0.6481500864028931 Epoch 4: train loss 0.6421615210446444 Epoch 4: val loss 0.6406625509262085 Epoch 5: train loss 0.6433765454725786 Epoch 5: val loss 0.6442261338233948 Epoch 6: train loss 0.6540093692866239 Epoch 6: val loss 0.6399962306022644 Epoch 7: train loss 0.6307343515482816 Epoch 7: val loss 0.6368534564971924 Epoch 8: train loss 0.618732213973999 Epoch 8: val loss 0.6326917409896851 Epoch 9: train loss 0.620030245997689 Epoch 9: val loss 0.6372292041778564 Epoch 10: train loss 0.6169642155820673 Epoch 10: val loss 0.6302897334098816 Epoch 11: train loss 0.6179974404248324 Epoch 11: val loss 0.6284051537513733 Epoch 12: train loss 0.6210729777812958 Epoch 12: val loss 0.6309511065483093 Epoch 13: train loss 0.5986046520146456 Epoch 13: val loss 0.6326704025268555 Epoch 14: train loss 0.5888706499880011 Epoch 14: val loss 0.6364842057228088 Epoch 15: train loss 0.5778748880733143 Epoch 15: val loss 0.6262078285217285 Epoch 16: train loss 0.5940093100070953 Epoch 16: val loss 0.6241280436515808 Epoch 17: train loss 0.5886660055680708 Epoch 17: val loss 0.6368305087089539 Epoch 18: train loss 0.5727141662077471 Epoch 18: val loss 0.6322699189186096 Epoch 19: train loss 0.5678710774941877 Epoch 19: val loss 0.629280686378479 Epoch 20: train loss 0.565231052311984 Epoch 20: val loss 0.6353166699409485 Epoch 21: train loss 0.5647130635651675 Epoch 21: val loss 0.6390023231506348 Epoch 22: train loss 0.5601850991899316 Epoch 22: val loss 0.6341623663902283 Epoch 23: train loss 0.5539370070804249 Epoch 23: val loss 0.6326602697372437 Epoch 24: train loss 0.5538168251514435 Epoch 24: val loss 0.6495907306671143
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7055575197393243 Epoch 0: val loss 0.6803725361824036 Epoch 1: train loss 0.6782447533173994 Epoch 1: val loss 0.6699541211128235 Epoch 2: train loss 0.6671112992546775 Epoch 2: val loss 0.6598179936408997 Epoch 3: train loss 0.6509446610103954 Epoch 3: val loss 0.6534664630889893 Epoch 4: train loss 0.654131065715443 Epoch 4: val loss 0.6512688398361206 Epoch 5: train loss 0.6311088692058217 Epoch 5: val loss 0.6502776145935059 Epoch 6: train loss 0.6396905671466481 Epoch 6: val loss 0.6494429707527161 Epoch 7: train loss 0.6152441122315147 Epoch 7: val loss 0.6472488641738892 Epoch 8: train loss 0.6040711890567433 Epoch 8: val loss 0.6451731324195862 Epoch 9: train loss 0.6107097864151001 Epoch 9: val loss 0.6478245854377747 Epoch 10: train loss 0.60000756112012 Epoch 10: val loss 0.6523438692092896 Epoch 11: train loss 0.5910753553563898 Epoch 11: val loss 0.655876100063324 Epoch 12: train loss 0.6034527014602314 Epoch 12: val loss 0.6575297713279724 Epoch 13: train loss 0.5903026353229176 Epoch 13: val loss 0.6592853665351868 Epoch 14: train loss 0.5863131501457908 Epoch 14: val loss 0.6535754799842834 Epoch 15: train loss 0.5735549303618345 Epoch 15: val loss 0.6588226556777954 Epoch 16: train loss 0.5866136876019564 Epoch 16: val loss 0.6609891653060913 Epoch 17: train loss 0.5738354352387515 Epoch 17: val loss 0.6692572236061096 Epoch 18: train loss 0.5792859196662903 Epoch 18: val loss 0.6737816333770752 Epoch 19: train loss 0.5666584778915752 Epoch 19: val loss 0.6797726154327393 Epoch 20: train loss 0.5633652725002982 Epoch 20: val loss 0.6839061379432678 Epoch 21: train loss 0.540947903286327 Epoch 21: val loss 0.6875313520431519 Epoch 22: train loss 0.5735134238546545 Epoch 22: val loss 0.6880432963371277 Epoch 23: train loss 0.5467383888634768 Epoch 23: val loss 0.6915506720542908 Epoch 24: train loss 0.5565903918309645 Epoch 24: val loss 0.690876841545105
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6840528358112682 Epoch 0: val loss 0.6717815399169922 Epoch 1: train loss 0.6812658580866727 Epoch 1: val loss 0.6693718433380127 Epoch 2: train loss 0.672256962819533 Epoch 2: val loss 0.66417396068573 Epoch 3: train loss 0.656690077348189 Epoch 3: val loss 0.6627982258796692 Epoch 4: train loss 0.6598158803853121 Epoch 4: val loss 0.6615676879882812 Epoch 5: train loss 0.643471278927543 Epoch 5: val loss 0.6605599522590637 Epoch 6: train loss 0.6463472409681841 Epoch 6: val loss 0.6597698926925659 Epoch 7: train loss 0.6466842239553278 Epoch 7: val loss 0.6622883677482605 Epoch 8: train loss 0.6315099000930786 Epoch 8: val loss 0.664550244808197 Epoch 9: train loss 0.6330130533738569 Epoch 9: val loss 0.6634142994880676 Epoch 10: train loss 0.6355489654974504 Epoch 10: val loss 0.6662806272506714 Epoch 11: train loss 0.6262004131620581 Epoch 11: val loss 0.6718466281890869 Epoch 12: train loss 0.6160403869368813 Epoch 12: val loss 0.6783471703529358 Epoch 13: train loss 0.6033168137073517 Epoch 13: val loss 0.6745617389678955 Epoch 14: train loss 0.6021563302386891 Epoch 14: val loss 0.6784288287162781 Epoch 15: train loss 0.6034862019798972 Epoch 15: val loss 0.6827092170715332 Epoch 16: train loss 0.5833803469484503 Epoch 16: val loss 0.6863803863525391 Epoch 17: train loss 0.5892080691727725 Epoch 17: val loss 0.685603141784668 Epoch 18: train loss 0.5848195688291029 Epoch 18: val loss 0.6885932087898254 Epoch 19: train loss 0.5653480562296781 Epoch 19: val loss 0.6850916147232056 Epoch 20: train loss 0.5736934271725741 Epoch 20: val loss 0.6811147928237915 Epoch 21: train loss 0.5862022150646556 Epoch 21: val loss 0.6850901246070862 Epoch 22: train loss 0.5540239594199441 Epoch 22: val loss 0.6756349802017212 Epoch 23: train loss 0.5608464723283594 Epoch 23: val loss 0.6776967644691467 Epoch 24: train loss 0.5448525981469587 Epoch 24: val loss 0.6895299553871155
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973746617635092 Epoch 0: val loss 0.691308319568634 Epoch 1: train loss 0.6746654351552327 Epoch 1: val loss 0.6917159557342529 Epoch 2: train loss 0.6857542872428894 Epoch 2: val loss 0.6904287338256836 Epoch 3: train loss 0.6672185818354289 Epoch 3: val loss 0.6789531111717224 Epoch 4: train loss 0.6650403261184692 Epoch 4: val loss 0.675469160079956 Epoch 5: train loss 0.633517309029897 Epoch 5: val loss 0.6730455160140991 Epoch 6: train loss 0.6387044231096903 Epoch 6: val loss 0.6745577454566956 Epoch 7: train loss 0.6336390693982442 Epoch 7: val loss 0.666578471660614 Epoch 8: train loss 0.6299984931945801 Epoch 8: val loss 0.6645057201385498 Epoch 9: train loss 0.6267242670059204 Epoch 9: val loss 0.6632951498031616 Epoch 10: train loss 0.6315013925234477 Epoch 10: val loss 0.6678659915924072 Epoch 11: train loss 0.6105622331301371 Epoch 11: val loss 0.6520331501960754 Epoch 12: train loss 0.6374793529510498 Epoch 12: val loss 0.6635482907295227 Epoch 13: train loss 0.6158563454945882 Epoch 13: val loss 0.6485158801078796 Epoch 14: train loss 0.6120050708452861 Epoch 14: val loss 0.6389927268028259 Epoch 15: train loss 0.5988750259081522 Epoch 15: val loss 0.6427738070487976 Epoch 16: train loss 0.6052846213181814 Epoch 16: val loss 0.6407216191291809 Epoch 17: train loss 0.601243007183075 Epoch 17: val loss 0.6505234241485596 Epoch 18: train loss 0.60201149781545 Epoch 18: val loss 0.6480847597122192 Epoch 19: train loss 0.6013180116812388 Epoch 19: val loss 0.6481295824050903
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7047523214266851 Epoch 0: val loss 0.6761283278465271 Epoch 1: train loss 0.6843322973984939 Epoch 1: val loss 0.6677750945091248 Epoch 2: train loss 0.6762161942628714 Epoch 2: val loss 0.6616125106811523 Epoch 3: train loss 0.658593856371366 Epoch 3: val loss 0.6508652567863464 Epoch 4: train loss 0.6538923749556909 Epoch 4: val loss 0.6442482471466064 Epoch 5: train loss 0.63933775975154 Epoch 5: val loss 0.641595721244812 Epoch 6: train loss 0.6237010313914373 Epoch 6: val loss 0.6336144804954529 Epoch 7: train loss 0.6263963855229892 Epoch 7: val loss 0.6236170530319214 Epoch 8: train loss 0.6119304666152368 Epoch 8: val loss 0.6225377321243286 Epoch 9: train loss 0.6155204818798945 Epoch 9: val loss 0.6215043067932129 Epoch 10: train loss 0.5923732473300054 Epoch 10: val loss 0.6191187500953674 Epoch 11: train loss 0.5988267843539898 Epoch 11: val loss 0.6193807721138 Epoch 12: train loss 0.5885522090471708 Epoch 12: val loss 0.6192582249641418 Epoch 13: train loss 0.5812460229947016 Epoch 13: val loss 0.6221475005149841 Epoch 14: train loss 0.5780753883031698 Epoch 14: val loss 0.624924898147583 Epoch 15: train loss 0.5657758323045877 Epoch 15: val loss 0.623223066329956 Epoch 16: train loss 0.570338065807636 Epoch 16: val loss 0.6236435174942017 Epoch 17: train loss 0.5573034653296838 Epoch 17: val loss 0.6210879683494568 Epoch 18: train loss 0.5605798707558558 Epoch 18: val loss 0.6240915060043335 Epoch 19: train loss 0.569592303954638 Epoch 19: val loss 0.6233935952186584 Epoch 20: train loss 0.5694945546296927 Epoch 20: val loss 0.6272079944610596 Epoch 21: train loss 0.5369920203318963 Epoch 21: val loss 0.6304866671562195 Epoch 22: train loss 0.5631913886620448 Epoch 22: val loss 0.631666362285614 Epoch 23: train loss 0.5679040253162384 Epoch 23: val loss 0.6354117393493652 Epoch 24: train loss 0.515376288157243 Epoch 24: val loss 0.6384122967720032
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6870597555087163 Epoch 0: val loss 0.683309018611908 Epoch 1: train loss 0.680965359394367 Epoch 1: val loss 0.6749063730239868 Epoch 2: train loss 0.661087650519151 Epoch 2: val loss 0.6670185327529907 Epoch 3: train loss 0.6521386870971093 Epoch 3: val loss 0.6654629707336426 Epoch 4: train loss 0.6455470002614535 Epoch 4: val loss 0.6644925475120544 Epoch 5: train loss 0.635458244727208 Epoch 5: val loss 0.664572536945343 Epoch 6: train loss 0.6246958420826838 Epoch 6: val loss 0.6676937341690063 Epoch 7: train loss 0.6084074882360605 Epoch 7: val loss 0.6625651717185974 Epoch 8: train loss 0.6140857568153968 Epoch 8: val loss 0.6655688285827637 Epoch 9: train loss 0.6010111570358276 Epoch 9: val loss 0.6725041270256042 Epoch 10: train loss 0.6038762927055359 Epoch 10: val loss 0.6726821064949036 Epoch 11: train loss 0.5945071623875544 Epoch 11: val loss 0.6674882769584656 Epoch 12: train loss 0.6041053716952984 Epoch 12: val loss 0.672217845916748 Epoch 13: train loss 0.582141284759228 Epoch 13: val loss 0.6742247343063354 Epoch 14: train loss 0.573696819635538 Epoch 14: val loss 0.669195294380188 Epoch 15: train loss 0.5648086048089541 Epoch 15: val loss 0.6725038886070251 Epoch 16: train loss 0.5581783400132105 Epoch 16: val loss 0.6714413166046143 Epoch 17: train loss 0.5727171485240643 Epoch 17: val loss 0.6713119745254517 Epoch 18: train loss 0.5580280927511362 Epoch 18: val loss 0.6757273077964783 Epoch 19: train loss 0.5732623957670652 Epoch 19: val loss 0.6815796494483948 Epoch 20: train loss 0.5540030300617218 Epoch 20: val loss 0.6910715103149414 Epoch 21: train loss 0.5521764388451209 Epoch 21: val loss 0.6849459409713745 Epoch 22: train loss 0.5669274605237521 Epoch 22: val loss 0.6780344247817993 Epoch 23: train loss 0.5485639274120331 Epoch 23: val loss 0.686313271522522 Epoch 24: train loss 0.5453858169225546 Epoch 24: val loss 0.7010053992271423
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883058777222266 Epoch 0: val loss 0.6871837377548218 Epoch 1: train loss 0.6819808253875146 Epoch 1: val loss 0.6817517280578613 Epoch 2: train loss 0.674501006419842 Epoch 2: val loss 0.670665442943573 Epoch 3: train loss 0.6531865963569055 Epoch 3: val loss 0.655214250087738 Epoch 4: train loss 0.6435880156663748 Epoch 4: val loss 0.6490002870559692 Epoch 5: train loss 0.6254237294197083 Epoch 5: val loss 0.6478295922279358 Epoch 6: train loss 0.6147723977382367 Epoch 6: val loss 0.6348838806152344 Epoch 7: train loss 0.5921148107602046 Epoch 7: val loss 0.6340959072113037 Epoch 8: train loss 0.6126315410320575 Epoch 8: val loss 0.6385411024093628 Epoch 9: train loss 0.613867814724262 Epoch 9: val loss 0.6355850100517273 Epoch 10: train loss 0.5915798361484821 Epoch 10: val loss 0.6341438293457031 Epoch 11: train loss 0.5824737961475666 Epoch 11: val loss 0.6400657296180725 Epoch 12: train loss 0.5789837585045741 Epoch 12: val loss 0.6341947317123413 Epoch 13: train loss 0.584977938578679 Epoch 13: val loss 0.6369653940200806 Epoch 14: train loss 0.5846545489934775 Epoch 14: val loss 0.6375517845153809 Epoch 15: train loss 0.5791393976945144 Epoch 15: val loss 0.6345499157905579 Epoch 16: train loss 0.5847280300580538 Epoch 16: val loss 0.6420432329177856 Epoch 17: train loss 0.5574911351387317 Epoch 17: val loss 0.6543397903442383 Epoch 18: train loss 0.5414305787820083 Epoch 18: val loss 0.6477512121200562 Epoch 19: train loss 0.5445723533630371 Epoch 19: val loss 0.6535457968711853 Epoch 20: train loss 0.5617981484303107 Epoch 20: val loss 0.663655698299408 Epoch 21: train loss 0.565498446042721 Epoch 21: val loss 0.6589576601982117 Epoch 22: train loss 0.5510041278142196 Epoch 22: val loss 0.6596750617027283 Epoch 23: train loss 0.5251616996068221 Epoch 23: val loss 0.6595978736877441 Epoch 24: train loss 0.5540614013488476 Epoch 24: val loss 0.6650657057762146
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7058445398624127 Epoch 0: val loss 0.6819117069244385 Epoch 1: train loss 0.6838144797545213 Epoch 1: val loss 0.6730657815933228 Epoch 2: train loss 0.6619162421960098 Epoch 2: val loss 0.6694297194480896 Epoch 3: train loss 0.6510484631244953 Epoch 3: val loss 0.6677525043487549 Epoch 4: train loss 0.6451352834701538 Epoch 4: val loss 0.6672545671463013 Epoch 5: train loss 0.6386957672926096 Epoch 5: val loss 0.6648288369178772 Epoch 6: train loss 0.6302978625664344 Epoch 6: val loss 0.6700171232223511 Epoch 7: train loss 0.619893688421983 Epoch 7: val loss 0.6705378890037537 Epoch 8: train loss 0.6066960738255427 Epoch 8: val loss 0.6826157569885254 Epoch 9: train loss 0.6076955382640545 Epoch 9: val loss 0.6905686259269714 Epoch 10: train loss 0.6000417929429275 Epoch 10: val loss 0.688498318195343 Epoch 11: train loss 0.5983026279852941 Epoch 11: val loss 0.6910470128059387 Epoch 12: train loss 0.5807973490311549 Epoch 12: val loss 0.6869487166404724 Epoch 13: train loss 0.5975407774631794 Epoch 13: val loss 0.6868921518325806 Epoch 14: train loss 0.5703614262434152 Epoch 14: val loss 0.6836540102958679 Epoch 15: train loss 0.5865512261023889 Epoch 15: val loss 0.6885247230529785 Epoch 16: train loss 0.583407842195951 Epoch 16: val loss 0.6878868937492371 Epoch 17: train loss 0.5833882964574374 Epoch 17: val loss 0.6813220381736755 Epoch 18: train loss 0.5834221220933474 Epoch 18: val loss 0.7013044357299805 Epoch 19: train loss 0.5613847970962524 Epoch 19: val loss 0.6883522868156433 Epoch 20: train loss 0.5611304549070505 Epoch 20: val loss 0.6884312629699707 Epoch 21: train loss 0.5475859183531541 Epoch 21: val loss 0.6930598020553589 Epoch 22: train loss 0.568806570309859 Epoch 22: val loss 0.6978213787078857 Epoch 23: train loss 0.5622139916970179 Epoch 23: val loss 0.6879765391349792 Epoch 24: train loss 0.5477641247786008 Epoch 24: val loss 0.6990765929222107
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7006897330284119 Epoch 0: val loss 0.6757311820983887 Epoch 1: train loss 0.6663404107093811 Epoch 1: val loss 0.665354311466217 Epoch 2: train loss 0.6540211719625136 Epoch 2: val loss 0.6585063338279724 Epoch 3: train loss 0.6411443037145278 Epoch 3: val loss 0.6540457010269165 Epoch 4: train loss 0.6416206605294171 Epoch 4: val loss 0.6500533223152161 Epoch 5: train loss 0.6291084394735449 Epoch 5: val loss 0.6473291516304016 Epoch 6: train loss 0.6262415086521822 Epoch 6: val loss 0.6381737589836121 Epoch 7: train loss 0.6240295557414784 Epoch 7: val loss 0.6411849856376648 Epoch 8: train loss 0.6193879246711731 Epoch 8: val loss 0.6417702436447144 Epoch 9: train loss 0.6126257987583384 Epoch 9: val loss 0.6434313058853149 Epoch 10: train loss 0.6127323823816636 Epoch 10: val loss 0.6458595395088196 Epoch 11: train loss 0.6092031019575456 Epoch 11: val loss 0.6450062394142151 Epoch 12: train loss 0.6001633861485649 Epoch 12: val loss 0.6477603316307068 Epoch 13: train loss 0.5971713872516856 Epoch 13: val loss 0.6564568877220154 Epoch 14: train loss 0.6021636899779824 Epoch 14: val loss 0.6389281153678894
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7110678454240164 Epoch 0: val loss 0.6937469244003296 Epoch 1: train loss 0.6890513946612676 Epoch 1: val loss 0.6916646957397461 Epoch 2: train loss 0.6774052182833353 Epoch 2: val loss 0.6901293992996216 Epoch 3: train loss 0.6785150667031606 Epoch 3: val loss 0.690291702747345 Epoch 4: train loss 0.6622397651274999 Epoch 4: val loss 0.6930580139160156 Epoch 5: train loss 0.6611081212759018 Epoch 5: val loss 0.6946743726730347 Epoch 6: train loss 0.6514530181884766 Epoch 6: val loss 0.6964985132217407 Epoch 7: train loss 0.652030681570371 Epoch 7: val loss 0.6974208354949951 Epoch 8: train loss 0.6523011177778244 Epoch 8: val loss 0.6953102946281433 Epoch 9: train loss 0.6443589727083842 Epoch 9: val loss 0.6968311667442322 Epoch 10: train loss 0.6266998499631882 Epoch 10: val loss 0.6953088641166687 Epoch 11: train loss 0.6160479883352915 Epoch 11: val loss 0.6987855434417725 Epoch 12: train loss 0.6249417960643768 Epoch 12: val loss 0.6979466676712036 Epoch 13: train loss 0.6166362216075262 Epoch 13: val loss 0.6942229270935059 Epoch 14: train loss 0.6226510256528854 Epoch 14: val loss 0.6907037496566772 Epoch 15: train loss 0.6070776979128519 Epoch 15: val loss 0.6833764314651489 Epoch 16: train loss 0.6081059873104095 Epoch 16: val loss 0.6833701729774475 Epoch 17: train loss 0.61742036541303 Epoch 17: val loss 0.6807437539100647 Epoch 18: train loss 0.6025894532601038 Epoch 18: val loss 0.6804033517837524 Epoch 19: train loss 0.6117921223243078 Epoch 19: val loss 0.6805579662322998 Epoch 20: train loss 0.6031239728132883 Epoch 20: val loss 0.6774848103523254 Epoch 21: train loss 0.6104042629400889 Epoch 21: val loss 0.6765104532241821 Epoch 22: train loss 0.6047680079936981 Epoch 22: val loss 0.677695631980896 Epoch 23: train loss 0.5746409098307291 Epoch 23: val loss 0.6746214032173157 Epoch 24: train loss 0.5924442311127981 Epoch 24: val loss 0.6768614053726196
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6968351999918619 Epoch 0: val loss 0.6894949674606323 Epoch 1: train loss 0.6796995202700297 Epoch 1: val loss 0.6869817972183228 Epoch 2: train loss 0.6727950672308604 Epoch 2: val loss 0.6867072582244873 Epoch 3: train loss 0.6665964474280676 Epoch 3: val loss 0.6885547041893005 Epoch 4: train loss 0.6555665135383606 Epoch 4: val loss 0.6799113154411316 Epoch 5: train loss 0.6573856174945831 Epoch 5: val loss 0.676730751991272 Epoch 6: train loss 0.6467287341753641 Epoch 6: val loss 0.6797219514846802 Epoch 7: train loss 0.6461090793212255 Epoch 7: val loss 0.6846827268600464 Epoch 8: train loss 0.6423696279525757 Epoch 8: val loss 0.6858345866203308 Epoch 9: train loss 0.6451160858074824 Epoch 9: val loss 0.6875832676887512 Epoch 10: train loss 0.622656320532163 Epoch 10: val loss 0.6858224272727966 Epoch 11: train loss 0.6297378440697988 Epoch 11: val loss 0.6875118613243103 Epoch 12: train loss 0.6416322340567907 Epoch 12: val loss 0.6944053173065186 Epoch 13: train loss 0.6368963023026785 Epoch 13: val loss 0.6920146346092224 Epoch 14: train loss 0.6323947211106619 Epoch 14: val loss 0.6936467885971069 Epoch 15: train loss 0.6106058731675148 Epoch 15: val loss 0.7028847336769104 Epoch 16: train loss 0.615538015961647 Epoch 16: val loss 0.7042444348335266 Epoch 17: train loss 0.6175796687602997 Epoch 17: val loss 0.7067262530326843 Epoch 18: train loss 0.6075568248828253 Epoch 18: val loss 0.7114991545677185 Epoch 19: train loss 0.6380306929349899 Epoch 19: val loss 0.7136033177375793 Epoch 20: train loss 0.6034233669439951 Epoch 20: val loss 0.7155821323394775 Epoch 21: train loss 0.6093797087669373 Epoch 21: val loss 0.7121794819831848 Epoch 22: train loss 0.6015023986498514 Epoch 22: val loss 0.7203034162521362 Epoch 23: train loss 0.5941242650151253 Epoch 23: val loss 0.7227213978767395 Epoch 24: train loss 0.5930801977713903 Epoch 24: val loss 0.7223052382469177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883735954761505 Epoch 0: val loss 0.69891756772995 Epoch 1: train loss 0.6954086969296137 Epoch 1: val loss 0.7029314637184143 Epoch 2: train loss 0.6752451707919439 Epoch 2: val loss 0.7039222121238708 Epoch 3: train loss 0.6664672841628393 Epoch 3: val loss 0.707134485244751 Epoch 4: train loss 0.6705455034971237 Epoch 4: val loss 0.7007637619972229 Epoch 5: train loss 0.6552852143843969 Epoch 5: val loss 0.7024295926094055 Epoch 6: train loss 0.6533359785874685 Epoch 6: val loss 0.704555332660675 Epoch 7: train loss 0.6488769302765528 Epoch 7: val loss 0.7032312750816345 Epoch 8: train loss 0.6458294639984766 Epoch 8: val loss 0.7013468146324158 Epoch 9: train loss 0.6347674628098806 Epoch 9: val loss 0.701418936252594 Epoch 10: train loss 0.6312093486388525 Epoch 10: val loss 0.7052793502807617 Epoch 11: train loss 0.6185122479995092 Epoch 11: val loss 0.70554119348526 Epoch 12: train loss 0.6072921554247538 Epoch 12: val loss 0.7097334861755371 Epoch 13: train loss 0.619801844159762 Epoch 13: val loss 0.7085232734680176 Epoch 14: train loss 0.6137602105736732 Epoch 14: val loss 0.7154427170753479 Epoch 15: train loss 0.6010296692450842 Epoch 15: val loss 0.7132369875907898 Epoch 16: train loss 0.5945378442605337 Epoch 16: val loss 0.7115204334259033 Epoch 17: train loss 0.5966295500596365 Epoch 17: val loss 0.7114267945289612 Epoch 18: train loss 0.5879557803273201 Epoch 18: val loss 0.714552104473114 Epoch 19: train loss 0.5793982545534769 Epoch 19: val loss 0.7204840183258057 Epoch 20: train loss 0.5913169284661611 Epoch 20: val loss 0.7253621220588684 Epoch 21: train loss 0.605929767092069 Epoch 21: val loss 0.7242214679718018 Epoch 22: train loss 0.5889567087093989 Epoch 22: val loss 0.7312576770782471 Epoch 23: train loss 0.5964114665985107 Epoch 23: val loss 0.7273582816123962 Epoch 24: train loss 0.5593813608090082 Epoch 24: val loss 0.7236701250076294
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7043766180674235 Epoch 0: val loss 0.6761531233787537 Epoch 1: train loss 0.6988324671983719 Epoch 1: val loss 0.6720453500747681 Epoch 2: train loss 0.6858539481957754 Epoch 2: val loss 0.6701072454452515 Epoch 3: train loss 0.675830235083898 Epoch 3: val loss 0.6700916886329651 Epoch 4: train loss 0.6698400378227234 Epoch 4: val loss 0.6702896356582642 Epoch 5: train loss 0.6563977201779684 Epoch 5: val loss 0.6705901026725769 Epoch 6: train loss 0.6743608464797338 Epoch 6: val loss 0.6700692176818848 Epoch 7: train loss 0.6549491087595621 Epoch 7: val loss 0.6723557114601135 Epoch 8: train loss 0.6613834202289581 Epoch 8: val loss 0.6745564341545105 Epoch 9: train loss 0.6576385051012039 Epoch 9: val loss 0.6741930842399597 Epoch 10: train loss 0.6471953094005585 Epoch 10: val loss 0.6746076941490173 Epoch 11: train loss 0.6462917774915695 Epoch 11: val loss 0.6767925024032593 Epoch 12: train loss 0.6245298286279043 Epoch 12: val loss 0.6811203956604004 Epoch 13: train loss 0.6435361007849375 Epoch 13: val loss 0.6867963671684265 Epoch 14: train loss 0.6231760233640671 Epoch 14: val loss 0.6890555620193481 Epoch 15: train loss 0.6165879120429357 Epoch 15: val loss 0.6855254173278809 Epoch 16: train loss 0.635281835993131 Epoch 16: val loss 0.683695912361145 Epoch 17: train loss 0.6321618109941483 Epoch 17: val loss 0.6845407485961914 Epoch 18: train loss 0.60749984284242 Epoch 18: val loss 0.6899313926696777 Epoch 19: train loss 0.6197789659102758 Epoch 19: val loss 0.6970072388648987 Epoch 20: train loss 0.6055131355921427 Epoch 20: val loss 0.7061643004417419 Epoch 21: train loss 0.6018377145131429 Epoch 21: val loss 0.7045671343803406 Epoch 22: train loss 0.6040441244840622 Epoch 22: val loss 0.7002657651901245 Epoch 23: train loss 0.6057104965051016 Epoch 23: val loss 0.6993795037269592 Epoch 24: train loss 0.5963352223237356 Epoch 24: val loss 0.706696629524231
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.702227521687746 Epoch 0: val loss 0.6789746284484863 Epoch 1: train loss 0.7032196074724197 Epoch 1: val loss 0.674718976020813 Epoch 2: train loss 0.6697251461446285 Epoch 2: val loss 0.673213005065918 Epoch 3: train loss 0.6808194145560265 Epoch 3: val loss 0.6712347269058228 Epoch 4: train loss 0.6702374443411827 Epoch 4: val loss 0.6729782223701477 Epoch 5: train loss 0.6696355566382408 Epoch 5: val loss 0.6697152853012085 Epoch 6: train loss 0.6469246670603752 Epoch 6: val loss 0.6662346720695496 Epoch 7: train loss 0.658792644739151 Epoch 7: val loss 0.6651448011398315 Epoch 8: train loss 0.6541532538831234 Epoch 8: val loss 0.6676570177078247 Epoch 9: train loss 0.6482186540961266 Epoch 9: val loss 0.6729963421821594 Epoch 10: train loss 0.6407982371747494 Epoch 10: val loss 0.6678081154823303 Epoch 11: train loss 0.6470877230167389 Epoch 11: val loss 0.6639922261238098 Epoch 12: train loss 0.638172198086977 Epoch 12: val loss 0.671294629573822 Epoch 13: train loss 0.6297182589769363 Epoch 13: val loss 0.6601977944374084 Epoch 14: train loss 0.6296265535056591 Epoch 14: val loss 0.6668581962585449
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
10 Epoch 0: train loss 0.6830798217228481 Epoch 0: val loss 0.6532164216041565 Epoch 1: train loss 0.6296213950429644 Epoch 1: val loss 0.6376595497131348 Epoch 2: train loss 0.5970578619412014 Epoch 2: val loss 0.6268969774246216 Epoch 3: train loss 0.566859130348478 Epoch 3: val loss 0.6187771558761597 Epoch 4: train loss 0.5636588931083679 Epoch 4: val loss 0.6089949607849121 Epoch 5: train loss 0.5797487667628697 Epoch 5: val loss 0.6038575172424316 Epoch 6: train loss 0.5466326900890895 Epoch 6: val loss 0.6010868549346924 Epoch 7: train loss 0.6062391826084682 Epoch 7: val loss 0.5990623831748962 Epoch 8: train loss 0.5854204339640481 Epoch 8: val loss 0.6017696261405945 Epoch 9: train loss 0.5441163693155561 Epoch 9: val loss 0.5987873077392578 Epoch 10: train loss 0.5640468767711094 Epoch 10: val loss 0.5982957482337952 Epoch 11: train loss 0.5514922823224749 Epoch 11: val loss 0.5976612567901611 Epoch 12: train loss 0.5211692111832755 Epoch 12: val loss 0.59674072265625 Epoch 13: train loss 0.48888051935604643 Epoch 13: val loss 0.6004877090454102 Epoch 14: train loss 0.6407537502901894 Epoch 14: val loss 0.6026337742805481 Epoch 15: train loss 0.5417805016040802 Epoch 15: val loss 0.6059883236885071 Epoch 16: train loss 0.5234345921448299 Epoch 16: val loss 0.6116005182266235 Epoch 17: train loss 0.522706253187997 Epoch 17: val loss 0.6141172051429749 Epoch 18: train loss 0.4761327462536948 Epoch 18: val loss 0.6175687909126282 Epoch 19: train loss 0.521836655480521 Epoch 19: val loss 0.6191083788871765 Epoch 20: train loss 0.5200503894260952 Epoch 20: val loss 0.6202914714813232 Epoch 21: train loss 0.4991163696561541 Epoch 21: val loss 0.6200320720672607 Epoch 22: train loss 0.5706339861665454 Epoch 22: val loss 0.6197962164878845 Epoch 23: train loss 0.5284771919250488 Epoch 23: val loss 0.6214922070503235 Epoch 24: train loss 0.46276780111449106 Epoch 24: val loss 0.6182610988616943
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686897507735661 Epoch 0: val loss 0.6583331227302551 Epoch 1: train loss 0.6415905271257673 Epoch 1: val loss 0.6353468298912048 Epoch 2: train loss 0.6158660990851266 Epoch 2: val loss 0.616199791431427 Epoch 3: train loss 0.6189597845077515 Epoch 3: val loss 0.6072473526000977 Epoch 4: train loss 0.6043770398412432 Epoch 4: val loss 0.6025032997131348 Epoch 5: train loss 0.5576737012181964 Epoch 5: val loss 0.5985833406448364 Epoch 6: train loss 0.6288028955459595 Epoch 6: val loss 0.5959254503250122 Epoch 7: train loss 0.5637351444789341 Epoch 7: val loss 0.5884345173835754 Epoch 8: train loss 0.5307807156017849 Epoch 8: val loss 0.584821343421936 Epoch 9: train loss 0.5421849957534245 Epoch 9: val loss 0.5863761305809021 Epoch 10: train loss 0.5411620012351445 Epoch 10: val loss 0.5868118405342102 Epoch 11: train loss 0.539457768201828 Epoch 11: val loss 0.5935925245285034 Epoch 12: train loss 0.5388118496962956 Epoch 12: val loss 0.6007558703422546 Epoch 13: train loss 0.5473201189722333 Epoch 13: val loss 0.6052842140197754 Epoch 14: train loss 0.5394046902656555 Epoch 14: val loss 0.6026013493537903 Epoch 15: train loss 0.48581385612487793 Epoch 15: val loss 0.6017134785652161 Epoch 16: train loss 0.5639264157840184 Epoch 16: val loss 0.6032362580299377 Epoch 17: train loss 0.5227464139461517 Epoch 17: val loss 0.602016031742096 Epoch 18: train loss 0.5176294829164233 Epoch 18: val loss 0.598404049873352 Epoch 19: train loss 0.5074352025985718 Epoch 19: val loss 0.6069789528846741 Epoch 20: train loss 0.49115187781197683 Epoch 20: val loss 0.6108422875404358 Epoch 21: train loss 0.4697965681552887 Epoch 21: val loss 0.6110174059867859 Epoch 22: train loss 0.4918183173452105 Epoch 22: val loss 0.6119686365127563 Epoch 23: train loss 0.5024336235863822 Epoch 23: val loss 0.6139019727706909 Epoch 24: train loss 0.5134920179843903 Epoch 24: val loss 0.6097898483276367
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6521696959223066 Epoch 0: val loss 0.6342407464981079 Epoch 1: train loss 0.6029099481446403 Epoch 1: val loss 0.6238460540771484 Epoch 2: train loss 0.6114685535430908 Epoch 2: val loss 0.6149030923843384 Epoch 3: train loss 0.5971858245985848 Epoch 3: val loss 0.6088427305221558 Epoch 4: train loss 0.588518466268267 Epoch 4: val loss 0.6095657348632812 Epoch 5: train loss 0.6026547295706612 Epoch 5: val loss 0.6066147685050964 Epoch 6: train loss 0.5599695656980787 Epoch 6: val loss 0.6072639226913452 Epoch 7: train loss 0.5291988721915654 Epoch 7: val loss 0.6056405901908875 Epoch 8: train loss 0.5347039571830204 Epoch 8: val loss 0.6070839762687683 Epoch 9: train loss 0.5542919933795929 Epoch 9: val loss 0.6056169271469116 Epoch 10: train loss 0.5232769463743482 Epoch 10: val loss 0.605925440788269 Epoch 11: train loss 0.5654297513621194 Epoch 11: val loss 0.6034835577011108 Epoch 12: train loss 0.5418868107455117 Epoch 12: val loss 0.6069014668464661 Epoch 13: train loss 0.5357896302427564 Epoch 13: val loss 0.6039793491363525 Epoch 14: train loss 0.5580284978662219 Epoch 14: val loss 0.6045019030570984 Epoch 15: train loss 0.520686958517347 Epoch 15: val loss 0.6095052361488342 Epoch 16: train loss 0.5133249546800341 Epoch 16: val loss 0.6062454581260681 Epoch 17: train loss 0.4977813788822719 Epoch 17: val loss 0.6044514179229736 Epoch 18: train loss 0.5129295672689166 Epoch 18: val loss 0.6061294078826904 Epoch 19: train loss 0.5498055517673492 Epoch 19: val loss 0.6066442131996155 Epoch 20: train loss 0.5002276769706181 Epoch 20: val loss 0.6098055839538574 Epoch 21: train loss 0.5775466433593205 Epoch 21: val loss 0.6174625158309937 Epoch 22: train loss 0.4709808613572802 Epoch 22: val loss 0.6209794878959656 Epoch 23: train loss 0.4817319895539965 Epoch 23: val loss 0.6140264868736267 Epoch 24: train loss 0.4703607090881893 Epoch 24: val loss 0.6153644323348999
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6994108642850604 Epoch 0: val loss 0.6704201698303223 Epoch 1: train loss 0.660060431276049 Epoch 1: val loss 0.6489063501358032 Epoch 2: train loss 0.6321107574871608 Epoch 2: val loss 0.6381168365478516 Epoch 3: train loss 0.6158537609236581 Epoch 3: val loss 0.6372573375701904 Epoch 4: train loss 0.59929130758558 Epoch 4: val loss 0.6363639831542969 Epoch 5: train loss 0.5666381589003971 Epoch 5: val loss 0.6260456442832947 Epoch 6: train loss 0.5839793128626687 Epoch 6: val loss 0.6170986294746399 Epoch 7: train loss 0.5785560437611171 Epoch 7: val loss 0.615710437297821 Epoch 8: train loss 0.576221261705671 Epoch 8: val loss 0.6145085096359253 Epoch 9: train loss 0.5433180545057569 Epoch 9: val loss 0.5968233346939087 Epoch 10: train loss 0.5534089377948216 Epoch 10: val loss 0.5917538404464722 Epoch 11: train loss 0.525874525308609 Epoch 11: val loss 0.5897958874702454 Epoch 12: train loss 0.5386462552206857 Epoch 12: val loss 0.5954271554946899 Epoch 13: train loss 0.5277820612703051 Epoch 13: val loss 0.6092561483383179 Epoch 14: train loss 0.5416914522647858 Epoch 14: val loss 0.6200907230377197 Epoch 15: train loss 0.49681295667375835 Epoch 15: val loss 0.6051505208015442 Epoch 16: train loss 0.5429384665829795 Epoch 16: val loss 0.5915595889091492 Epoch 17: train loss 0.5493854284286499 Epoch 17: val loss 0.6022794842720032 Epoch 18: train loss 0.5266709668295724 Epoch 18: val loss 0.6143280267715454 Epoch 19: train loss 0.534801470381873 Epoch 19: val loss 0.6362928152084351 Epoch 20: train loss 0.48550747122083393 Epoch 20: val loss 0.6327172517776489 Epoch 21: train loss 0.5235290740217481 Epoch 21: val loss 0.6262763738632202 Epoch 22: train loss 0.5547875165939331 Epoch 22: val loss 0.6256251335144043 Epoch 23: train loss 0.5397803911140987 Epoch 23: val loss 0.6164938807487488 Epoch 24: train loss 0.5196102389267513 Epoch 24: val loss 0.6079469919204712
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6995947890811496 Epoch 0: val loss 0.6634870767593384 Epoch 1: train loss 0.6506313416692946 Epoch 1: val loss 0.6170153021812439 Epoch 2: train loss 0.5879953503608704 Epoch 2: val loss 0.5904410481452942 Epoch 3: train loss 0.5617282920413547 Epoch 3: val loss 0.5842733383178711 Epoch 4: train loss 0.5480296181307899 Epoch 4: val loss 0.5962912440299988 Epoch 5: train loss 0.5293987890084585 Epoch 5: val loss 0.6104984879493713 Epoch 6: train loss 0.5524738199181027 Epoch 6: val loss 0.6325079798698425 Epoch 7: train loss 0.5522650811407301 Epoch 7: val loss 0.6449388861656189 Epoch 8: train loss 0.5067358977264829 Epoch 8: val loss 0.641056478023529 Epoch 9: train loss 0.5574557648764716 Epoch 9: val loss 0.6653035283088684
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962252482771873 Epoch 0: val loss 0.7028586864471436 Epoch 1: train loss 0.6357765793800354 Epoch 1: val loss 0.6696149110794067 Epoch 2: train loss 0.6007669568061829 Epoch 2: val loss 0.6312721371650696 Epoch 3: train loss 0.5561140850186348 Epoch 3: val loss 0.5814053416252136 Epoch 4: train loss 0.5462199337780476 Epoch 4: val loss 0.54941326379776 Epoch 5: train loss 0.518769234418869 Epoch 5: val loss 0.5337525010108948 Epoch 6: train loss 0.49947551637887955 Epoch 6: val loss 0.5293002724647522 Epoch 7: train loss 0.4910768084228039 Epoch 7: val loss 0.5344060659408569 Epoch 8: train loss 0.48883720487356186 Epoch 8: val loss 0.536534309387207 Epoch 9: train loss 0.47230423241853714 Epoch 9: val loss 0.5309615135192871 Epoch 10: train loss 0.4814315177500248 Epoch 10: val loss 0.5303470492362976 Epoch 11: train loss 0.4789891131222248 Epoch 11: val loss 0.5355088710784912 Epoch 12: train loss 0.46131015568971634 Epoch 12: val loss 0.535190999507904 Epoch 13: train loss 0.46103545278310776 Epoch 13: val loss 0.5338631868362427 Epoch 14: train loss 0.46397558972239494 Epoch 14: val loss 0.5278056859970093 Epoch 15: train loss 0.43495820835232735 Epoch 15: val loss 0.5357165336608887 Epoch 16: train loss 0.4605097621679306 Epoch 16: val loss 0.5265197157859802 Epoch 17: train loss 0.4458695575594902 Epoch 17: val loss 0.5285676121711731 Epoch 18: train loss 0.42287272587418556 Epoch 18: val loss 0.5189605355262756 Epoch 19: train loss 0.42596327885985374 Epoch 19: val loss 0.5228499174118042 Epoch 20: train loss 0.42764971777796745 Epoch 20: val loss 0.5218083262443542 Epoch 21: train loss 0.43977416679263115 Epoch 21: val loss 0.5275226831436157 Epoch 22: train loss 0.42652588337659836 Epoch 22: val loss 0.5437604188919067 Epoch 23: train loss 0.4072691723704338 Epoch 23: val loss 0.5513033866882324 Epoch 24: train loss 0.38433483988046646 Epoch 24: val loss 0.5302309989929199
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6878733187913895 Epoch 0: val loss 0.7050195932388306 Epoch 1: train loss 0.6609747633337975 Epoch 1: val loss 0.669812798500061 Epoch 2: train loss 0.6175463423132896 Epoch 2: val loss 0.6336907148361206 Epoch 3: train loss 0.6058468371629715 Epoch 3: val loss 0.5991283059120178 Epoch 4: train loss 0.5577786341309547 Epoch 4: val loss 0.5697010159492493 Epoch 5: train loss 0.5129452869296074 Epoch 5: val loss 0.5397982001304626 Epoch 6: train loss 0.5128190629184246 Epoch 6: val loss 0.5224536061286926 Epoch 7: train loss 0.50660764798522 Epoch 7: val loss 0.5346506237983704 Epoch 8: train loss 0.4789495952427387 Epoch 8: val loss 0.5247577428817749 Epoch 9: train loss 0.4791872613132 Epoch 9: val loss 0.5330767035484314 Epoch 10: train loss 0.47520851716399193 Epoch 10: val loss 0.5458223819732666 Epoch 11: train loss 0.48513856530189514 Epoch 11: val loss 0.5431246757507324 Epoch 12: train loss 0.4525980241596699 Epoch 12: val loss 0.5516093373298645 Epoch 13: train loss 0.4677858017385006 Epoch 13: val loss 0.5421912670135498 Epoch 14: train loss 0.44637730345129967 Epoch 14: val loss 0.5305074453353882 Epoch 15: train loss 0.47440046444535255 Epoch 15: val loss 0.5300927758216858 Epoch 16: train loss 0.4360855780541897 Epoch 16: val loss 0.5308964252471924 Epoch 17: train loss 0.44055428355932236 Epoch 17: val loss 0.545591413974762 Epoch 18: train loss 0.4180245064198971 Epoch 18: val loss 0.5548147559165955 Epoch 19: train loss 0.41035790741443634 Epoch 19: val loss 0.5631507635116577 Epoch 20: train loss 0.42402566596865654 Epoch 20: val loss 0.5484440326690674 Epoch 21: train loss 0.418709360063076 Epoch 21: val loss 0.5690234899520874 Epoch 22: train loss 0.40940680354833603 Epoch 22: val loss 0.563618004322052 Epoch 23: train loss 0.4264090731739998 Epoch 23: val loss 0.5435308218002319 Epoch 24: train loss 0.4249201752245426 Epoch 24: val loss 0.5523133277893066
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941175907850266 Epoch 0: val loss 0.681026816368103 Epoch 1: train loss 0.6407696977257729 Epoch 1: val loss 0.6545308232307434 Epoch 2: train loss 0.6088003069162369 Epoch 2: val loss 0.6271095871925354 Epoch 3: train loss 0.5719825178384781 Epoch 3: val loss 0.6055972576141357 Epoch 4: train loss 0.544866755604744 Epoch 4: val loss 0.5854201912879944 Epoch 5: train loss 0.5191291943192482 Epoch 5: val loss 0.5832454562187195 Epoch 6: train loss 0.514790017157793 Epoch 6: val loss 0.5651739239692688 Epoch 7: train loss 0.5087368078529835 Epoch 7: val loss 0.5526553988456726 Epoch 8: train loss 0.4883287437260151 Epoch 8: val loss 0.5570356845855713 Epoch 9: train loss 0.4627615734934807 Epoch 9: val loss 0.5537749528884888 Epoch 10: train loss 0.4849420450627804 Epoch 10: val loss 0.5714694857597351 Epoch 11: train loss 0.4716743938624859 Epoch 11: val loss 0.5813608765602112 Epoch 12: train loss 0.4570450782775879 Epoch 12: val loss 0.5726963877677917 Epoch 13: train loss 0.44573237001895905 Epoch 13: val loss 0.5698524713516235 Epoch 14: train loss 0.46783051639795303 Epoch 14: val loss 0.5928994417190552 Epoch 15: train loss 0.4674811474978924 Epoch 15: val loss 0.5868585705757141 Epoch 16: train loss 0.4540487714111805 Epoch 16: val loss 0.5830256342887878 Epoch 17: train loss 0.4298848994076252 Epoch 17: val loss 0.5919591784477234 Epoch 18: train loss 0.4264453798532486 Epoch 18: val loss 0.6054154634475708 Epoch 19: train loss 0.4296172484755516 Epoch 19: val loss 0.6069870591163635 Epoch 20: train loss 0.4428796023130417 Epoch 20: val loss 0.6010143160820007 Epoch 21: train loss 0.4255559556186199 Epoch 21: val loss 0.6076359152793884 Epoch 22: train loss 0.4210556149482727 Epoch 22: val loss 0.6057081818580627 Epoch 23: train loss 0.4100359231233597 Epoch 23: val loss 0.611434817314148 Epoch 24: train loss 0.4269225634634495 Epoch 24: val loss 0.6158953309059143
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6786799803376198 Epoch 0: val loss 0.6714989542961121 Epoch 1: train loss 0.6415176913142204 Epoch 1: val loss 0.6391986608505249 Epoch 2: train loss 0.6102768108248711 Epoch 2: val loss 0.6051772236824036 Epoch 3: train loss 0.5689674951136112 Epoch 3: val loss 0.5751346349716187 Epoch 4: train loss 0.5477416850626469 Epoch 4: val loss 0.5525301694869995 Epoch 5: train loss 0.5278725810348988 Epoch 5: val loss 0.5447795391082764 Epoch 6: train loss 0.5293881148099899 Epoch 6: val loss 0.5472716093063354 Epoch 7: train loss 0.5234724394977093 Epoch 7: val loss 0.5522726774215698 Epoch 8: train loss 0.5028392039239407 Epoch 8: val loss 0.5462899804115295 Epoch 9: train loss 0.4988940805196762 Epoch 9: val loss 0.5386106967926025 Epoch 10: train loss 0.4989530183374882 Epoch 10: val loss 0.5416358113288879 Epoch 11: train loss 0.4734775722026825 Epoch 11: val loss 0.5406948328018188 Epoch 12: train loss 0.48829827830195427 Epoch 12: val loss 0.5381799340248108 Epoch 13: train loss 0.5008683390915394 Epoch 13: val loss 0.5228700041770935 Epoch 14: train loss 0.4805918149650097 Epoch 14: val loss 0.5206664800643921 Epoch 15: train loss 0.46579083427786827 Epoch 15: val loss 0.5204199552536011 Epoch 16: train loss 0.44908909499645233 Epoch 16: val loss 0.5172516703605652 Epoch 17: train loss 0.47357477992773056 Epoch 17: val loss 0.5239468812942505 Epoch 18: train loss 0.45502782240509987 Epoch 18: val loss 0.5202256441116333 Epoch 19: train loss 0.45455435663461685 Epoch 19: val loss 0.524676501750946 Epoch 20: train loss 0.45006013661623 Epoch 20: val loss 0.5298942923545837 Epoch 21: train loss 0.45254121720790863 Epoch 21: val loss 0.5244505405426025 Epoch 22: train loss 0.41921018064022064 Epoch 22: val loss 0.529826819896698 Epoch 23: train loss 0.42168862372636795 Epoch 23: val loss 0.5447909832000732 Epoch 24: train loss 0.4159546382725239 Epoch 24: val loss 0.5433146953582764
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6681863990696993 Epoch 0: val loss 0.6593173146247864 Epoch 1: train loss 0.6108424988659945 Epoch 1: val loss 0.623059093952179 Epoch 2: train loss 0.582385393706235 Epoch 2: val loss 0.5912348628044128 Epoch 3: train loss 0.5523259124972604 Epoch 3: val loss 0.5731469988822937 Epoch 4: train loss 0.532183590260419 Epoch 4: val loss 0.5442771315574646 Epoch 5: train loss 0.5413253090598367 Epoch 5: val loss 0.5271344780921936 Epoch 6: train loss 0.5196073922243986 Epoch 6: val loss 0.5348471403121948 Epoch 7: train loss 0.49924679777838965 Epoch 7: val loss 0.5343636274337769 Epoch 8: train loss 0.49487490545619617 Epoch 8: val loss 0.521612823009491 Epoch 9: train loss 0.4950276965444738 Epoch 9: val loss 0.5291455984115601 Epoch 10: train loss 0.4745480093089017 Epoch 10: val loss 0.5152438282966614 Epoch 11: train loss 0.48816184022209863 Epoch 11: val loss 0.50251704454422
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902713537216186 Epoch 0: val loss 0.6391035318374634 Epoch 1: train loss 0.6264790534973145 Epoch 1: val loss 0.5879396200180054 Epoch 2: train loss 0.5837634027004241 Epoch 2: val loss 0.5582451224327087 Epoch 3: train loss 0.5442431062459946 Epoch 3: val loss 0.5426867008209229 Epoch 4: train loss 0.529716569185257 Epoch 4: val loss 0.5397781133651733 Epoch 5: train loss 0.5125417858362198 Epoch 5: val loss 0.5358419418334961 Epoch 6: train loss 0.5096475392580032 Epoch 6: val loss 0.5346964001655579 Epoch 7: train loss 0.5186627388000489 Epoch 7: val loss 0.5358536839485168 Epoch 8: train loss 0.5077781081199646 Epoch 8: val loss 0.5325679183006287 Epoch 9: train loss 0.49772187769412995 Epoch 9: val loss 0.5325567126274109 Epoch 10: train loss 0.49277064204216003 Epoch 10: val loss 0.5383855104446411 Epoch 11: train loss 0.4904431253671646 Epoch 11: val loss 0.5414361953735352 Epoch 12: train loss 0.4965250462293625 Epoch 12: val loss 0.5416831970214844 Epoch 13: train loss 0.48098614513874055 Epoch 13: val loss 0.5473073720932007 Epoch 14: train loss 0.4839863538742065 Epoch 14: val loss 0.5401309728622437 Epoch 15: train loss 0.483010858297348 Epoch 15: val loss 0.5396902561187744 Epoch 16: train loss 0.45535657107830046 Epoch 16: val loss 0.5403342247009277 Epoch 17: train loss 0.47364564836025236 Epoch 17: val loss 0.5410295724868774 Epoch 18: train loss 0.45001238882541655 Epoch 18: val loss 0.5388564467430115 Epoch 19: train loss 0.46859028935432434 Epoch 19: val loss 0.5479530096054077 Epoch 20: train loss 0.4563837289810181 Epoch 20: val loss 0.553061842918396 Epoch 21: train loss 0.49668473601341245 Epoch 21: val loss 0.53980553150177 Epoch 22: train loss 0.47162734270095824 Epoch 22: val loss 0.5446867942810059 Epoch 23: train loss 0.44035119414329527 Epoch 23: val loss 0.5509092211723328 Epoch 24: train loss 0.44614775776863097 Epoch 24: val loss 0.552124559879303
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6912281692028046 Epoch 0: val loss 0.6421108245849609 Epoch 1: train loss 0.6283287465572357 Epoch 1: val loss 0.5934783816337585 Epoch 2: train loss 0.5823311626911163 Epoch 2: val loss 0.5576879382133484 Epoch 3: train loss 0.5514554411172867 Epoch 3: val loss 0.5463336706161499 Epoch 4: train loss 0.524571880698204 Epoch 4: val loss 0.5401010513305664 Epoch 5: train loss 0.5489029467105866 Epoch 5: val loss 0.5281549096107483 Epoch 6: train loss 0.5150157034397125 Epoch 6: val loss 0.527664303779602 Epoch 7: train loss 0.5011540830135346 Epoch 7: val loss 0.5267331600189209 Epoch 8: train loss 0.4942581593990326 Epoch 8: val loss 0.5290382504463196 Epoch 9: train loss 0.5136647790670394 Epoch 9: val loss 0.530951976776123 Epoch 10: train loss 0.4802922815084457 Epoch 10: val loss 0.5291115045547485 Epoch 11: train loss 0.4841770112514496 Epoch 11: val loss 0.5279304385185242 Epoch 12: train loss 0.47896299958229066 Epoch 12: val loss 0.5396114587783813 Epoch 13: train loss 0.47213823199272154 Epoch 13: val loss 0.5457967519760132 Epoch 14: train loss 0.46778165102005004 Epoch 14: val loss 0.549561083316803 Epoch 15: train loss 0.44099530279636384 Epoch 15: val loss 0.5519875884056091 Epoch 16: train loss 0.46457626223564147 Epoch 16: val loss 0.5604839324951172 Epoch 17: train loss 0.4736652195453644 Epoch 17: val loss 0.5686283111572266 Epoch 18: train loss 0.46007796823978425 Epoch 18: val loss 0.5666580200195312 Epoch 19: train loss 0.4246621489524841 Epoch 19: val loss 0.5660898685455322 Epoch 20: train loss 0.43239133059978485 Epoch 20: val loss 0.5714065432548523 Epoch 21: train loss 0.4512228429317474 Epoch 21: val loss 0.5703333020210266 Epoch 22: train loss 0.445954167842865 Epoch 22: val loss 0.5742074847221375 Epoch 23: train loss 0.42383347153663636 Epoch 23: val loss 0.5772016644477844 Epoch 24: train loss 0.42551466524600984 Epoch 24: val loss 0.577275812625885
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6768116474151611 Epoch 0: val loss 0.6485347151756287 Epoch 1: train loss 0.6232238650321961 Epoch 1: val loss 0.6189786791801453 Epoch 2: train loss 0.5658045768737793 Epoch 2: val loss 0.5903864502906799 Epoch 3: train loss 0.5313799858093262 Epoch 3: val loss 0.5786982178688049 Epoch 4: train loss 0.526304429769516 Epoch 4: val loss 0.5787584781646729 Epoch 5: train loss 0.508816835284233 Epoch 5: val loss 0.5936342477798462 Epoch 6: train loss 0.520027369260788 Epoch 6: val loss 0.5841411352157593 Epoch 7: train loss 0.4687842488288879 Epoch 7: val loss 0.5673007369041443 Epoch 8: train loss 0.5102874398231506 Epoch 8: val loss 0.5781380534172058 Epoch 9: train loss 0.5053263396024704 Epoch 9: val loss 0.5876972079277039 Epoch 10: train loss 0.48421650826931 Epoch 10: val loss 0.5796929001808167 Epoch 11: train loss 0.49239020943641665 Epoch 11: val loss 0.5798931121826172 Epoch 12: train loss 0.49153360426425935 Epoch 12: val loss 0.5630764365196228 Epoch 13: train loss 0.4638630568981171 Epoch 13: val loss 0.5703544020652771 Epoch 14: train loss 0.4743337005376816 Epoch 14: val loss 0.573164165019989 Epoch 15: train loss 0.4508310467004776 Epoch 15: val loss 0.5703097581863403 Epoch 16: train loss 0.45658655762672423 Epoch 16: val loss 0.5701080560684204 Epoch 17: train loss 0.46171178817749026 Epoch 17: val loss 0.5812591910362244 Epoch 18: train loss 0.44261673986911776 Epoch 18: val loss 0.5697991847991943 Epoch 19: train loss 0.44818430542945864 Epoch 19: val loss 0.5842704772949219 Epoch 20: train loss 0.44724959433078765 Epoch 20: val loss 0.5864872932434082 Epoch 21: train loss 0.451286318898201 Epoch 21: val loss 0.5690029263496399 Epoch 22: train loss 0.3906692698597908 Epoch 22: val loss 0.5639522075653076 Epoch 23: train loss 0.4127848893404007 Epoch 23: val loss 0.5789329409599304 Epoch 24: train loss 0.4252826631069183 Epoch 24: val loss 0.6016049385070801
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6753749072551727 Epoch 0: val loss 0.6370567679405212 Epoch 1: train loss 0.6207353830337524 Epoch 1: val loss 0.6054370403289795 Epoch 2: train loss 0.5664300352334977 Epoch 2: val loss 0.5748163461685181 Epoch 3: train loss 0.5394000351428986 Epoch 3: val loss 0.5569854378700256 Epoch 4: train loss 0.5185880213975906 Epoch 4: val loss 0.5623714327812195 Epoch 5: train loss 0.5173530340194702 Epoch 5: val loss 0.5656011700630188 Epoch 6: train loss 0.507110595703125 Epoch 6: val loss 0.5766774415969849 Epoch 7: train loss 0.4909087926149368 Epoch 7: val loss 0.577250063419342 Epoch 8: train loss 0.48961539566516876 Epoch 8: val loss 0.5792385339736938 Epoch 9: train loss 0.506723091006279 Epoch 9: val loss 0.5918020009994507 Epoch 10: train loss 0.478386664390564 Epoch 10: val loss 0.5915368795394897 Epoch 11: train loss 0.4878158509731293 Epoch 11: val loss 0.5995631217956543 Epoch 12: train loss 0.47466339766979215 Epoch 12: val loss 0.6054233908653259 Epoch 13: train loss 0.4659161031246185 Epoch 13: val loss 0.5934972763061523 Epoch 14: train loss 0.47305521965026853 Epoch 14: val loss 0.5829061269760132 Epoch 15: train loss 0.4456102132797241 Epoch 15: val loss 0.5909655094146729 Epoch 16: train loss 0.4435346186161041 Epoch 16: val loss 0.6056222319602966 Epoch 17: train loss 0.4418397456407547 Epoch 17: val loss 0.6107209324836731 Epoch 18: train loss 0.42911250293254855 Epoch 18: val loss 0.6192891001701355 Epoch 19: train loss 0.42610499262809753 Epoch 19: val loss 0.6247007846832275 Epoch 20: train loss 0.42094993889331817 Epoch 20: val loss 0.6208439469337463 Epoch 21: train loss 0.42152816951274874 Epoch 21: val loss 0.6255687475204468 Epoch 22: train loss 0.41429915130138395 Epoch 22: val loss 0.6398953795433044 Epoch 23: train loss 0.4209859400987625 Epoch 23: val loss 0.644146740436554 Epoch 24: train loss 0.3948638439178467 Epoch 24: val loss 0.6367313265800476
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921938703610346 Epoch 0: val loss 0.6465597152709961 Epoch 1: train loss 0.6026242604622474 Epoch 1: val loss 0.6089208126068115 Epoch 2: train loss 0.5696723277752216 Epoch 2: val loss 0.5797308087348938 Epoch 3: train loss 0.5400940959270184 Epoch 3: val loss 0.5788300037384033 Epoch 4: train loss 0.5356758626607748 Epoch 4: val loss 0.553769588470459 Epoch 5: train loss 0.5147375143491305 Epoch 5: val loss 0.5602139830589294 Epoch 6: train loss 0.5027505457401276 Epoch 6: val loss 0.5509981513023376 Epoch 7: train loss 0.507351272381269 Epoch 7: val loss 0.5440367460250854
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962803337309096 Epoch 0: val loss 0.6732053160667419 Epoch 1: train loss 0.6755585471789042 Epoch 1: val loss 0.6668358445167542 Epoch 2: train loss 0.6592283712493049 Epoch 2: val loss 0.6594160199165344 Epoch 3: train loss 0.6425816350513034 Epoch 3: val loss 0.6514390707015991 Epoch 4: train loss 0.6306161085764567 Epoch 4: val loss 0.6463293433189392 Epoch 5: train loss 0.6283699009153578 Epoch 5: val loss 0.6387578248977661 Epoch 6: train loss 0.601027078098721 Epoch 6: val loss 0.6330370903015137 Epoch 7: train loss 0.589208702246348 Epoch 7: val loss 0.6291647553443909 Epoch 8: train loss 0.5866910881466336 Epoch 8: val loss 0.626535177230835 Epoch 9: train loss 0.5731014344427321 Epoch 9: val loss 0.6225963234901428 Epoch 10: train loss 0.5632772809929318 Epoch 10: val loss 0.6207571029663086 Epoch 11: train loss 0.560067269537184 Epoch 11: val loss 0.6211103200912476 Epoch 12: train loss 0.5253719058301713 Epoch 12: val loss 0.6272267699241638 Epoch 13: train loss 0.5290094282892015 Epoch 13: val loss 0.6310660243034363 Epoch 14: train loss 0.5306805504692925 Epoch 14: val loss 0.6357459425926208 Epoch 15: train loss 0.5165856248802609 Epoch 15: val loss 0.6363566517829895 Epoch 16: train loss 0.5040290455023447 Epoch 16: val loss 0.6449254155158997 Epoch 17: train loss 0.4863831003506978 Epoch 17: val loss 0.6501347422599792 Epoch 18: train loss 0.4711700777212779 Epoch 18: val loss 0.650266170501709 Epoch 19: train loss 0.47537897692786324 Epoch 19: val loss 0.6474190354347229 Epoch 20: train loss 0.4729677008257972 Epoch 20: val loss 0.6481359601020813 Epoch 21: train loss 0.4620470404624939 Epoch 21: val loss 0.6563584804534912 Epoch 22: train loss 0.476101600461536 Epoch 22: val loss 0.6607217192649841 Epoch 23: train loss 0.4402223593658871 Epoch 23: val loss 0.6667866110801697 Epoch 24: train loss 0.451299120982488 Epoch 24: val loss 0.6714507937431335
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6910729474491544 Epoch 0: val loss 0.6951000094413757 Epoch 1: train loss 0.6850109232796563 Epoch 1: val loss 0.6914562582969666 Epoch 2: train loss 0.662367754512363 Epoch 2: val loss 0.6882217526435852 Epoch 3: train loss 0.6475661993026733 Epoch 3: val loss 0.6857878565788269 Epoch 4: train loss 0.6313240859243605 Epoch 4: val loss 0.6822183728218079 Epoch 5: train loss 0.6272049016422696 Epoch 5: val loss 0.6765525341033936 Epoch 6: train loss 0.6133526894781325 Epoch 6: val loss 0.6699138283729553 Epoch 7: train loss 0.6174380448129442 Epoch 7: val loss 0.6638008952140808 Epoch 8: train loss 0.5962067113982307 Epoch 8: val loss 0.6574814915657043 Epoch 9: train loss 0.5762826634777917 Epoch 9: val loss 0.6507528424263 Epoch 10: train loss 0.5867383215162489 Epoch 10: val loss 0.648108720779419 Epoch 11: train loss 0.5714704824818505 Epoch 11: val loss 0.6522775292396545 Epoch 12: train loss 0.5595262977812026 Epoch 12: val loss 0.653829038143158 Epoch 13: train loss 0.5660404927200742 Epoch 13: val loss 0.6593722701072693 Epoch 14: train loss 0.5502077109283872 Epoch 14: val loss 0.6389235854148865 Epoch 15: train loss 0.5445510711934831 Epoch 15: val loss 0.6308686137199402 Epoch 16: train loss 0.5336892306804657 Epoch 16: val loss 0.6427647471427917 Epoch 17: train loss 0.5190855264663696 Epoch 17: val loss 0.6417145133018494 Epoch 18: train loss 0.5151737663480971 Epoch 18: val loss 0.6312130093574524 Epoch 19: train loss 0.5083059403631423 Epoch 19: val loss 0.6402265429496765 Epoch 20: train loss 0.5069694717725118 Epoch 20: val loss 0.63069087266922 Epoch 21: train loss 0.5128394597106509 Epoch 21: val loss 0.6224560737609863 Epoch 22: train loss 0.4916940960619185 Epoch 22: val loss 0.6294593214988708 Epoch 23: train loss 0.4993540214167701 Epoch 23: val loss 0.6262514591217041 Epoch 24: train loss 0.4877028266588847 Epoch 24: val loss 0.6237221360206604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6870619919564989 Epoch 0: val loss 0.6928896307945251 Epoch 1: train loss 0.6733014848497179 Epoch 1: val loss 0.6850767135620117 Epoch 2: train loss 0.6679808232519362 Epoch 2: val loss 0.6783502697944641 Epoch 3: train loss 0.6666830910576714 Epoch 3: val loss 0.6719439625740051 Epoch 4: train loss 0.6285177403026156 Epoch 4: val loss 0.6645460724830627 Epoch 5: train loss 0.6093424558639526 Epoch 5: val loss 0.6568670868873596 Epoch 6: train loss 0.6138473153114319 Epoch 6: val loss 0.6550529599189758 Epoch 7: train loss 0.5923546685112847 Epoch 7: val loss 0.6536083817481995 Epoch 8: train loss 0.58547400103675 Epoch 8: val loss 0.6481178402900696 Epoch 9: train loss 0.5772231618563334 Epoch 9: val loss 0.6427412033081055 Epoch 10: train loss 0.5697516567177243 Epoch 10: val loss 0.6363804936408997 Epoch 11: train loss 0.5485070910718706 Epoch 11: val loss 0.6328408122062683 Epoch 12: train loss 0.5521370967229208 Epoch 12: val loss 0.6343135237693787 Epoch 13: train loss 0.5351747373739878 Epoch 13: val loss 0.6261758804321289 Epoch 14: train loss 0.5149278243382772 Epoch 14: val loss 0.628761887550354 Epoch 15: train loss 0.5072899129655626 Epoch 15: val loss 0.6285954713821411 Epoch 16: train loss 0.5252081553141276 Epoch 16: val loss 0.6299415230751038 Epoch 17: train loss 0.5267127851645151 Epoch 17: val loss 0.6260911822319031 Epoch 18: train loss 0.5249037709501054 Epoch 18: val loss 0.6279402375221252 Epoch 19: train loss 0.4918130040168762 Epoch 19: val loss 0.6263480186462402 Epoch 20: train loss 0.513111756907569 Epoch 20: val loss 0.6296460032463074 Epoch 21: train loss 0.4945570429166158 Epoch 21: val loss 0.6268504858016968 Epoch 22: train loss 0.48980918857786393 Epoch 22: val loss 0.6308653950691223 Epoch 23: train loss 0.4776608513461219 Epoch 23: val loss 0.629835307598114 Epoch 24: train loss 0.468445791138543 Epoch 24: val loss 0.633237361907959
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700702256626553 Epoch 0: val loss 0.6953039169311523 Epoch 1: train loss 0.6785050961706374 Epoch 1: val loss 0.6900594234466553 Epoch 2: train loss 0.666896641254425 Epoch 2: val loss 0.6841080188751221 Epoch 3: train loss 0.648172464635637 Epoch 3: val loss 0.6765298247337341 Epoch 4: train loss 0.6528881722026401 Epoch 4: val loss 0.6715704798698425 Epoch 5: train loss 0.6373757852448357 Epoch 5: val loss 0.6621300578117371 Epoch 6: train loss 0.6294693748156229 Epoch 6: val loss 0.6561630368232727 Epoch 7: train loss 0.6147242652045356 Epoch 7: val loss 0.6504649519920349 Epoch 8: train loss 0.6188586619165208 Epoch 8: val loss 0.644157350063324 Epoch 9: train loss 0.6057843168576559 Epoch 9: val loss 0.6382132172584534 Epoch 10: train loss 0.6027701364623176 Epoch 10: val loss 0.6324717402458191 Epoch 11: train loss 0.5917464428477817 Epoch 11: val loss 0.6250138878822327 Epoch 12: train loss 0.5748444530698988 Epoch 12: val loss 0.6185687184333801 Epoch 13: train loss 0.5908585654364692 Epoch 13: val loss 0.6183696389198303 Epoch 14: train loss 0.5524740748935275 Epoch 14: val loss 0.6139722466468811 Epoch 15: train loss 0.5519147747092776 Epoch 15: val loss 0.6139255166053772 Epoch 16: train loss 0.5360204809241824 Epoch 16: val loss 0.6141108870506287 Epoch 17: train loss 0.5440432396199968 Epoch 17: val loss 0.6128135323524475 Epoch 18: train loss 0.5184680223464966 Epoch 18: val loss 0.6080387234687805 Epoch 19: train loss 0.5111576682991452 Epoch 19: val loss 0.6020734906196594 Epoch 20: train loss 0.5239740047189925 Epoch 20: val loss 0.6019200682640076 Epoch 21: train loss 0.5208694338798523 Epoch 21: val loss 0.607008159160614 Epoch 22: train loss 0.521360006597307 Epoch 22: val loss 0.6048813462257385 Epoch 23: train loss 0.5349842177497016 Epoch 23: val loss 0.6055978536605835 Epoch 24: train loss 0.4979461928208669 Epoch 24: val loss 0.6138202548027039
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7113202859958013 Epoch 0: val loss 0.678152322769165 Epoch 1: train loss 0.6800557325283686 Epoch 1: val loss 0.6629371047019958 Epoch 2: train loss 0.6651208649079005 Epoch 2: val loss 0.6495961546897888 Epoch 3: train loss 0.6485912998517355 Epoch 3: val loss 0.6327093243598938 Epoch 4: train loss 0.641703188419342 Epoch 4: val loss 0.6184908151626587 Epoch 5: train loss 0.6216120272874832 Epoch 5: val loss 0.6033286452293396 Epoch 6: train loss 0.6074724694093069 Epoch 6: val loss 0.5913043022155762 Epoch 7: train loss 0.5854464173316956 Epoch 7: val loss 0.5867326259613037 Epoch 8: train loss 0.5890520413716634 Epoch 8: val loss 0.5770242214202881 Epoch 9: train loss 0.5813262661298116 Epoch 9: val loss 0.5630219578742981 Epoch 10: train loss 0.5697714810570081 Epoch 10: val loss 0.5678894519805908 Epoch 11: train loss 0.5571832209825516 Epoch 11: val loss 0.567192018032074 Epoch 12: train loss 0.5457196310162544 Epoch 12: val loss 0.567760169506073 Epoch 13: train loss 0.5376571267843246 Epoch 13: val loss 0.5614249110221863 Epoch 14: train loss 0.5415634363889694 Epoch 14: val loss 0.5692239999771118 Epoch 15: train loss 0.5284845183293024 Epoch 15: val loss 0.5528551340103149 Epoch 16: train loss 0.517287107805411 Epoch 16: val loss 0.556694746017456 Epoch 17: train loss 0.5232988372445107 Epoch 17: val loss 0.5577681064605713 Epoch 18: train loss 0.5072198634346327 Epoch 18: val loss 0.5594395995140076
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7112136754122648 Epoch 0: val loss 0.6821942925453186 Epoch 1: train loss 0.66211768172004 Epoch 1: val loss 0.6651197075843811 Epoch 2: train loss 0.664460994980552 Epoch 2: val loss 0.6512771844863892 Epoch 3: train loss 0.6270245963876898 Epoch 3: val loss 0.6407719254493713 Epoch 4: train loss 0.6067883805795149 Epoch 4: val loss 0.6310752034187317 Epoch 5: train loss 0.5834923820062117 Epoch 5: val loss 0.6242826581001282 Epoch 6: train loss 0.5779887654564597 Epoch 6: val loss 0.6227125525474548 Epoch 7: train loss 0.5687197067520835 Epoch 7: val loss 0.6148126125335693 Epoch 8: train loss 0.5383982279083945 Epoch 8: val loss 0.6161248683929443 Epoch 9: train loss 0.5485788123174147 Epoch 9: val loss 0.6097412109375 Epoch 10: train loss 0.5628348263827238 Epoch 10: val loss 0.6022354364395142 Epoch 11: train loss 0.5293006029996005 Epoch 11: val loss 0.5830509066581726 Epoch 12: train loss 0.522989110513167 Epoch 12: val loss 0.5871462821960449 Epoch 13: train loss 0.5205530984835192 Epoch 13: val loss 0.5888518691062927 Epoch 14: train loss 0.5243162241849032 Epoch 14: val loss 0.5829786062240601 Epoch 15: train loss 0.5004212151874196 Epoch 15: val loss 0.5911036133766174 Epoch 16: train loss 0.480922820893201 Epoch 16: val loss 0.592265784740448 Epoch 17: train loss 0.5310040007938038 Epoch 17: val loss 0.586372435092926 Epoch 18: train loss 0.48108931563117285 Epoch 18: val loss 0.5874295830726624 Epoch 19: train loss 0.4850133467804302 Epoch 19: val loss 0.5761877298355103 Epoch 20: train loss 0.47138747572898865 Epoch 20: val loss 0.5710881948471069 Epoch 21: train loss 0.45321778004819696 Epoch 21: val loss 0.5717400908470154 Epoch 22: train loss 0.4751502140001817 Epoch 22: val loss 0.5652011632919312 Epoch 23: train loss 0.4978093694556843 Epoch 23: val loss 0.5917370915412903 Epoch 24: train loss 0.4727216254581105 Epoch 24: val loss 0.5745050311088562
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962637792934071 Epoch 0: val loss 0.6782007813453674 Epoch 1: train loss 0.667383914644068 Epoch 1: val loss 0.6634876132011414 Epoch 2: train loss 0.6464937925338745 Epoch 2: val loss 0.6497729420661926 Epoch 3: train loss 0.6280433643947948 Epoch 3: val loss 0.6387456655502319 Epoch 4: train loss 0.6145424030043862 Epoch 4: val loss 0.631255567073822 Epoch 5: train loss 0.6057124354622581 Epoch 5: val loss 0.6231805682182312 Epoch 6: train loss 0.5919139005921104 Epoch 6: val loss 0.6236132979393005 Epoch 7: train loss 0.5807143287225203 Epoch 7: val loss 0.6223708987236023 Epoch 8: train loss 0.5634844276038083 Epoch 8: val loss 0.6107621192932129 Epoch 9: train loss 0.54261668974703 Epoch 9: val loss 0.6070927977561951 Epoch 10: train loss 0.5470455451445146 Epoch 10: val loss 0.6161508560180664 Epoch 11: train loss 0.5272908535870638 Epoch 11: val loss 0.6099126935005188 Epoch 12: train loss 0.5048873207785867 Epoch 12: val loss 0.6065207123756409 Epoch 13: train loss 0.5112026631832123 Epoch 13: val loss 0.607814610004425 Epoch 14: train loss 0.5084635750813917 Epoch 14: val loss 0.5900026559829712 Epoch 15: train loss 0.5006596364758231 Epoch 15: val loss 0.5939694046974182 Epoch 16: train loss 0.48129030249335547 Epoch 16: val loss 0.5916396379470825 Epoch 17: train loss 0.4893643612211401 Epoch 17: val loss 0.6033743023872375 Epoch 18: train loss 0.45451677387410944 Epoch 18: val loss 0.6006328463554382 Epoch 19: train loss 0.4630943699316545 Epoch 19: val loss 0.6017707586288452 Epoch 20: train loss 0.46446367556398566 Epoch 20: val loss 0.6050576567649841 Epoch 21: train loss 0.44276274605230853 Epoch 21: val loss 0.6072636842727661 Epoch 22: train loss 0.4386743957346136 Epoch 22: val loss 0.5994225740432739 Epoch 23: train loss 0.45948035608638416 Epoch 23: val loss 0.6003493070602417 Epoch 24: train loss 0.4085874178192832 Epoch 24: val loss 0.5873127579689026
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6913009556857023 Epoch 0: val loss 0.6726111173629761 Epoch 1: train loss 0.6609129363840277 Epoch 1: val loss 0.6618699431419373 Epoch 2: train loss 0.6384463635357943 Epoch 2: val loss 0.6601699590682983 Epoch 3: train loss 0.6497477943247015 Epoch 3: val loss 0.658072829246521 Epoch 4: train loss 0.6170856627550992 Epoch 4: val loss 0.6451597213745117 Epoch 5: train loss 0.5999576070091941 Epoch 5: val loss 0.6302327513694763 Epoch 6: train loss 0.5860941193320535 Epoch 6: val loss 0.614094078540802 Epoch 7: train loss 0.5573956126516516 Epoch 7: val loss 0.6016579866409302 Epoch 8: train loss 0.5640271495689045 Epoch 8: val loss 0.6027120351791382 Epoch 9: train loss 0.5496131831949408 Epoch 9: val loss 0.6016323566436768 Epoch 10: train loss 0.5078791840509935 Epoch 10: val loss 0.5800824761390686 Epoch 11: train loss 0.5311145809563723 Epoch 11: val loss 0.6003370881080627 Epoch 12: train loss 0.5067786357619546 Epoch 12: val loss 0.6061224937438965 Epoch 13: train loss 0.5074980719522997 Epoch 13: val loss 0.6055797338485718 Epoch 14: train loss 0.5128369195894762 Epoch 14: val loss 0.6106923818588257 Epoch 15: train loss 0.4927361553365534 Epoch 15: val loss 0.639043927192688 Epoch 16: train loss 0.4633970721201463 Epoch 16: val loss 0.6002156138420105 Epoch 17: train loss 0.4676260921088132 Epoch 17: val loss 0.6018763184547424 Epoch 18: train loss 0.46434382687915454 Epoch 18: val loss 0.6131781339645386 Epoch 19: train loss 0.46425841613249347 Epoch 19: val loss 0.6221405267715454 Epoch 20: train loss 0.4520136388865384 Epoch 20: val loss 0.6242383122444153 Epoch 21: train loss 0.4367056461897763 Epoch 21: val loss 0.607944667339325 Epoch 22: train loss 0.45091895081780176 Epoch 22: val loss 0.611660361289978 Epoch 23: train loss 0.43400276926430786 Epoch 23: val loss 0.62125563621521 Epoch 24: train loss 0.4236686500636014 Epoch 24: val loss 0.6135214567184448
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692585061896931 Epoch 0: val loss 0.6741949319839478 Epoch 1: train loss 0.6700013442472978 Epoch 1: val loss 0.6537811160087585 Epoch 2: train loss 0.6509226235476407 Epoch 2: val loss 0.6366477012634277 Epoch 3: train loss 0.62773658470674 Epoch 3: val loss 0.6113481521606445 Epoch 4: train loss 0.6072614084590565 Epoch 4: val loss 0.591537594795227 Epoch 5: train loss 0.6149905838749625 Epoch 5: val loss 0.5730847716331482 Epoch 6: train loss 0.5981647318059747 Epoch 6: val loss 0.5631331205368042 Epoch 7: train loss 0.5732767581939697 Epoch 7: val loss 0.5519641637802124 Epoch 8: train loss 0.5549208684401079 Epoch 8: val loss 0.547450065612793 Epoch 9: train loss 0.5636022226376967 Epoch 9: val loss 0.5393835306167603 Epoch 10: train loss 0.5623882385817441 Epoch 10: val loss 0.5378706455230713 Epoch 11: train loss 0.5385848419232802 Epoch 11: val loss 0.5366504192352295 Epoch 12: train loss 0.5281754325736653 Epoch 12: val loss 0.5384840369224548 Epoch 13: train loss 0.5023396557027643 Epoch 13: val loss 0.5335798263549805 Epoch 14: train loss 0.5380711853504181 Epoch 14: val loss 0.5282947421073914 Epoch 15: train loss 0.4822002351284027 Epoch 15: val loss 0.5366939902305603 Epoch 16: train loss 0.5199098072268746 Epoch 16: val loss 0.5346377491950989 Epoch 17: train loss 0.4821468537504023 Epoch 17: val loss 0.5370434522628784 Epoch 18: train loss 0.49297995188019494 Epoch 18: val loss 0.537652313709259 Epoch 19: train loss 0.4919819560917941 Epoch 19: val loss 0.5463128685951233 Epoch 20: train loss 0.47030946612358093 Epoch 20: val loss 0.5470831990242004 Epoch 21: train loss 0.4783578569238836 Epoch 21: val loss 0.544048547744751 Epoch 22: train loss 0.4756835157221014 Epoch 22: val loss 0.5400729179382324 Epoch 23: train loss 0.47716286507519806 Epoch 23: val loss 0.5429277420043945 Epoch 24: train loss 0.44388576258312573 Epoch 24: val loss 0.5466554164886475
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6895751569952283 Epoch 0: val loss 0.6725766062736511 Epoch 1: train loss 0.6564727468150002 Epoch 1: val loss 0.6617476344108582 Epoch 2: train loss 0.625331061226981 Epoch 2: val loss 0.6502594351768494 Epoch 3: train loss 0.6198253461292812 Epoch 3: val loss 0.6412723660469055 Epoch 4: train loss 0.595091638820512 Epoch 4: val loss 0.6384538412094116 Epoch 5: train loss 0.5850204953125545 Epoch 5: val loss 0.6379027366638184 Epoch 6: train loss 0.5830971258027213 Epoch 6: val loss 0.6421141624450684 Epoch 7: train loss 0.5752209488834653 Epoch 7: val loss 0.6332044005393982 Epoch 8: train loss 0.5637198580162865 Epoch 8: val loss 0.6193687319755554 Epoch 9: train loss 0.5489610284566879 Epoch 9: val loss 0.6344119310379028 Epoch 10: train loss 0.5297708681651524 Epoch 10: val loss 0.6227682828903198 Epoch 11: train loss 0.5282710364886692 Epoch 11: val loss 0.6227194666862488 Epoch 12: train loss 0.5248346030712128 Epoch 12: val loss 0.6253045201301575 Epoch 13: train loss 0.5131470475878034 Epoch 13: val loss 0.6182349324226379 Epoch 14: train loss 0.4963336693389075 Epoch 14: val loss 0.6193981170654297 Epoch 15: train loss 0.4889766148158482 Epoch 15: val loss 0.6085652112960815 Epoch 16: train loss 0.4814873401607786 Epoch 16: val loss 0.6486074328422546 Epoch 17: train loss 0.46788827223437174 Epoch 17: val loss 0.6254978775978088
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7073844869931539 Epoch 0: val loss 0.6768380999565125 Epoch 1: train loss 0.6599260634846158 Epoch 1: val loss 0.670086145401001 Epoch 2: train loss 0.647187179989285 Epoch 2: val loss 0.6713283658027649 Epoch 3: train loss 0.6348637342453003 Epoch 3: val loss 0.6710646152496338 Epoch 4: train loss 0.6336744493908353 Epoch 4: val loss 0.6677416563034058 Epoch 5: train loss 0.6090914805730184 Epoch 5: val loss 0.6568625569343567 Epoch 6: train loss 0.6071436603864034 Epoch 6: val loss 0.6496899724006653 Epoch 7: train loss 0.5986577570438385 Epoch 7: val loss 0.6442713737487793 Epoch 8: train loss 0.6083982984224955 Epoch 8: val loss 0.6386873126029968 Epoch 9: train loss 0.5821297897232903 Epoch 9: val loss 0.6330515146255493 Epoch 10: train loss 0.577985813220342 Epoch 10: val loss 0.6348181962966919 Epoch 11: train loss 0.5772796173890432 Epoch 11: val loss 0.6298384070396423 Epoch 12: train loss 0.5514543586307101 Epoch 12: val loss 0.6277221441268921 Epoch 13: train loss 0.5360150403446622 Epoch 13: val loss 0.6437082290649414 Epoch 14: train loss 0.5249645478195615 Epoch 14: val loss 0.6360825300216675 Epoch 15: train loss 0.5338274538516998 Epoch 15: val loss 0.6342189311981201 Epoch 16: train loss 0.5631944570276473 Epoch 16: val loss 0.6513243317604065 Epoch 17: train loss 0.5340369641780853 Epoch 17: val loss 0.6331661939620972 Epoch 18: train loss 0.5127185185750326 Epoch 18: val loss 0.6519182324409485 Epoch 19: train loss 0.5164862076441447 Epoch 19: val loss 0.6438589096069336 Epoch 20: train loss 0.5150718722078536 Epoch 20: val loss 0.6417942047119141 Epoch 21: train loss 0.4919791917006175 Epoch 21: val loss 0.6510301828384399 Epoch 22: train loss 0.5430316726366679 Epoch 22: val loss 0.6482938528060913 Epoch 23: train loss 0.5173210071192847 Epoch 23: val loss 0.6346179246902466 Epoch 24: train loss 0.5132413539621565 Epoch 24: val loss 0.6505622267723083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947853631443448 Epoch 0: val loss 0.6745506525039673 Epoch 1: train loss 0.6585989197095236 Epoch 1: val loss 0.6617743372917175 Epoch 2: train loss 0.6618211799197726 Epoch 2: val loss 0.6551275849342346 Epoch 3: train loss 0.6373380952411227 Epoch 3: val loss 0.649785578250885 Epoch 4: train loss 0.6305878361066183 Epoch 4: val loss 0.6457977890968323 Epoch 5: train loss 0.6331216560469733 Epoch 5: val loss 0.6416028141975403 Epoch 6: train loss 0.6253522170914544 Epoch 6: val loss 0.6371868848800659 Epoch 7: train loss 0.6191857523388333 Epoch 7: val loss 0.6367536187171936 Epoch 8: train loss 0.630669116973877 Epoch 8: val loss 0.6339797377586365 Epoch 9: train loss 0.6068718367152743 Epoch 9: val loss 0.6368136405944824 Epoch 10: train loss 0.6039718323283725 Epoch 10: val loss 0.6395416259765625 Epoch 11: train loss 0.5817027390003204 Epoch 11: val loss 0.6384629011154175 Epoch 12: train loss 0.59605539838473 Epoch 12: val loss 0.63737553358078 Epoch 13: train loss 0.5800520280996958 Epoch 13: val loss 0.639483630657196 Epoch 14: train loss 0.591556966304779 Epoch 14: val loss 0.6370536684989929 Epoch 15: train loss 0.5672724081410302 Epoch 15: val loss 0.6290287375450134 Epoch 16: train loss 0.5572954581843482 Epoch 16: val loss 0.6278517246246338 Epoch 17: train loss 0.5548292497793833 Epoch 17: val loss 0.6289728879928589 Epoch 18: train loss 0.5517890188429091 Epoch 18: val loss 0.6297229528427124 Epoch 19: train loss 0.5737962789005704 Epoch 19: val loss 0.6305460333824158 Epoch 20: train loss 0.520678182442983 Epoch 20: val loss 0.6260778903961182 Epoch 21: train loss 0.5194734136263529 Epoch 21: val loss 0.6313286423683167 Epoch 22: train loss 0.544143772787518 Epoch 22: val loss 0.6472138166427612 Epoch 23: train loss 0.49488429890738594 Epoch 23: val loss 0.634860634803772 Epoch 24: train loss 0.5139855013953315 Epoch 24: val loss 0.6392925381660461
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035156753328111 Epoch 0: val loss 0.6683353185653687 Epoch 1: train loss 0.6648052069875929 Epoch 1: val loss 0.6515989303588867 Epoch 2: train loss 0.6468494865629408 Epoch 2: val loss 0.6304478645324707 Epoch 3: train loss 0.636325889163547 Epoch 3: val loss 0.6171509027481079 Epoch 4: train loss 0.6532906558778551 Epoch 4: val loss 0.6190230250358582 Epoch 5: train loss 0.6167908906936646 Epoch 5: val loss 0.6253841519355774 Epoch 6: train loss 0.6157398124535879 Epoch 6: val loss 0.6132841110229492 Epoch 7: train loss 0.6238200730747647 Epoch 7: val loss 0.6098514199256897 Epoch 8: train loss 0.5840652353233762 Epoch 8: val loss 0.6099573373794556 Epoch 9: train loss 0.6061910854445564 Epoch 9: val loss 0.6014805436134338 Epoch 10: train loss 0.6059773365656534 Epoch 10: val loss 0.5995515584945679 Epoch 11: train loss 0.603451755311754 Epoch 11: val loss 0.5969269275665283 Epoch 12: train loss 0.5642294817500644 Epoch 12: val loss 0.604726254940033 Epoch 13: train loss 0.5547968745231628 Epoch 13: val loss 0.6099194288253784 Epoch 14: train loss 0.5761214229795668 Epoch 14: val loss 0.5891133546829224 Epoch 15: train loss 0.5719031095504761 Epoch 15: val loss 0.5865649580955505 Epoch 16: train loss 0.5568333168824514 Epoch 16: val loss 0.5878881812095642 Epoch 17: train loss 0.532486574517356 Epoch 17: val loss 0.5739970207214355 Epoch 18: train loss 0.5319370660516951 Epoch 18: val loss 0.5600259900093079 Epoch 19: train loss 0.5157325168450674 Epoch 19: val loss 0.5700362920761108 Epoch 20: train loss 0.511807554297977 Epoch 20: val loss 0.5600554347038269 Epoch 21: train loss 0.5126781264940897 Epoch 21: val loss 0.5552768111228943 Epoch 22: train loss 0.4968762695789337 Epoch 22: val loss 0.5615372657775879 Epoch 23: train loss 0.4830588201681773 Epoch 23: val loss 0.5642011165618896 Epoch 24: train loss 0.5171070463127561 Epoch 24: val loss 0.5720742344856262
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6920626560846964 Epoch 0: val loss 0.6776648163795471 Epoch 1: train loss 0.6670187181896634 Epoch 1: val loss 0.66773521900177 Epoch 2: train loss 0.6281860007180108 Epoch 2: val loss 0.661474883556366 Epoch 3: train loss 0.635831892490387 Epoch 3: val loss 0.6627614498138428 Epoch 4: train loss 0.6244689159923129 Epoch 4: val loss 0.662979245185852 Epoch 5: train loss 0.626700050301022 Epoch 5: val loss 0.663581371307373 Epoch 6: train loss 0.5987799101405673 Epoch 6: val loss 0.6592478156089783 Epoch 7: train loss 0.605777876244651 Epoch 7: val loss 0.6597675085067749 Epoch 8: train loss 0.6155712670750089 Epoch 8: val loss 0.6577981114387512 Epoch 9: train loss 0.5693964097234938 Epoch 9: val loss 0.6594595909118652 Epoch 10: train loss 0.567020833492279 Epoch 10: val loss 0.6613978743553162 Epoch 11: train loss 0.5716917117436727 Epoch 11: val loss 0.6585098505020142 Epoch 12: train loss 0.5553358561462827 Epoch 12: val loss 0.6524548530578613 Epoch 13: train loss 0.5322921342319913 Epoch 13: val loss 0.6445412039756775 Epoch 14: train loss 0.5432486600346036 Epoch 14: val loss 0.6402860283851624 Epoch 15: train loss 0.5507832103305392 Epoch 15: val loss 0.6362369060516357 Epoch 16: train loss 0.5248923632833693 Epoch 16: val loss 0.6208823919296265 Epoch 17: train loss 0.5328438017103407 Epoch 17: val loss 0.6217009425163269 Epoch 18: train loss 0.5136505862077078 Epoch 18: val loss 0.6250616312026978 Epoch 19: train loss 0.4806123409006331 Epoch 19: val loss 0.6230655908584595 Epoch 20: train loss 0.4955514834986793 Epoch 20: val loss 0.6297141909599304 Epoch 21: train loss 0.5147321853372786 Epoch 21: val loss 0.6334666609764099 Epoch 22: train loss 0.501488165722953 Epoch 22: val loss 0.6303569078445435 Epoch 23: train loss 0.45657167500919765 Epoch 23: val loss 0.6344989538192749 Epoch 24: train loss 0.4717214239968194 Epoch 24: val loss 0.6376956701278687
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7086552331844965 Epoch 0: val loss 0.6718685030937195 Epoch 1: train loss 0.680535023411115 Epoch 1: val loss 0.6516974568367004 Epoch 2: train loss 0.654499759276708 Epoch 2: val loss 0.638498067855835 Epoch 3: train loss 0.6510841896136602 Epoch 3: val loss 0.6294624209403992 Epoch 4: train loss 0.6482944637537003 Epoch 4: val loss 0.6208838820457458 Epoch 5: train loss 0.633779431382815 Epoch 5: val loss 0.6131864190101624 Epoch 6: train loss 0.6221136947472891 Epoch 6: val loss 0.6104090213775635 Epoch 7: train loss 0.6324590593576431 Epoch 7: val loss 0.6043439507484436 Epoch 8: train loss 0.6224460030595461 Epoch 8: val loss 0.600800633430481 Epoch 9: train loss 0.6261270840962728 Epoch 9: val loss 0.598172128200531 Epoch 10: train loss 0.6093792021274567 Epoch 10: val loss 0.5927369594573975 Epoch 11: train loss 0.6005571608742079 Epoch 11: val loss 0.5950907468795776 Epoch 12: train loss 0.5858445564905802 Epoch 12: val loss 0.5993849635124207 Epoch 13: train loss 0.5837546065449715 Epoch 13: val loss 0.5905596613883972 Epoch 14: train loss 0.5733379522959391 Epoch 14: val loss 0.5983309745788574 Epoch 15: train loss 0.5704920738935471 Epoch 15: val loss 0.5928615927696228 Epoch 16: train loss 0.5559224039316177 Epoch 16: val loss 0.6013395190238953 Epoch 17: train loss 0.565594919025898 Epoch 17: val loss 0.6003878116607666 Epoch 18: train loss 0.5461558674772581 Epoch 18: val loss 0.5879634618759155 Epoch 19: train loss 0.5488681669036547 Epoch 19: val loss 0.5855323672294617 Epoch 20: train loss 0.5445573429266611 Epoch 20: val loss 0.6067474484443665 Epoch 21: train loss 0.5459414770205816 Epoch 21: val loss 0.5952334403991699 Epoch 22: train loss 0.5611866638064384 Epoch 22: val loss 0.5862312316894531
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6495359539985657 Epoch 0: val loss 0.6169652938842773 Epoch 1: train loss 0.5685391306877137 Epoch 1: val loss 0.5645468235015869 Epoch 2: train loss 0.5081435114145278 Epoch 2: val loss 0.49489521980285645 Epoch 3: train loss 0.4488937586545944 Epoch 3: val loss 0.444076806306839 Epoch 4: train loss 0.4215837478637695 Epoch 4: val loss 0.4321470558643341 Epoch 5: train loss 0.43790058195590975 Epoch 5: val loss 0.42769551277160645 Epoch 6: train loss 0.43642224818468095 Epoch 6: val loss 0.42299866676330566 Epoch 7: train loss 0.3948398604989052 Epoch 7: val loss 0.41175737977027893 Epoch 8: train loss 0.3996798038482666 Epoch 8: val loss 0.4202163815498352 Epoch 9: train loss 0.4711067944765091 Epoch 9: val loss 0.45015832781791687 Epoch 10: train loss 0.49614293277263644 Epoch 10: val loss 0.4262120723724365 Epoch 11: train loss 0.36207831352949144 Epoch 11: val loss 0.42186418175697327 Epoch 12: train loss 0.382324780523777 Epoch 12: val loss 0.4234538972377777 Epoch 13: train loss 0.39567617475986483 Epoch 13: val loss 0.4273330271244049 Epoch 14: train loss 0.37479049265384673 Epoch 14: val loss 0.44311004877090454 Epoch 15: train loss 0.35804719626903536 Epoch 15: val loss 0.4327309727668762 Epoch 16: train loss 0.3966448217630386 Epoch 16: val loss 0.43286389112472534 Epoch 17: train loss 0.3737418994307518 Epoch 17: val loss 0.4371110498905182 Epoch 18: train loss 0.35604654252529144 Epoch 18: val loss 0.4294299781322479 Epoch 19: train loss 0.36006815284490584 Epoch 19: val loss 0.43857038021087646 Epoch 20: train loss 0.42109612822532655 Epoch 20: val loss 0.4545273780822754 Epoch 21: train loss 0.4118381544947624 Epoch 21: val loss 0.43266984820365906 Epoch 22: train loss 0.40341378152370455 Epoch 22: val loss 0.433666467666626 Epoch 23: train loss 0.3604895606637001 Epoch 23: val loss 0.4409389793872833 Epoch 24: train loss 0.44915964603424074 Epoch 24: val loss 0.43200162053108215
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7071936070919037 Epoch 0: val loss 0.6820325255393982 Epoch 1: train loss 0.6599804759025574 Epoch 1: val loss 0.6445775032043457 Epoch 2: train loss 0.6078872323036194 Epoch 2: val loss 0.6053661704063416 Epoch 3: train loss 0.5465350061655044 Epoch 3: val loss 0.5486893653869629 Epoch 4: train loss 0.4951030403375626 Epoch 4: val loss 0.503270149230957 Epoch 5: train loss 0.49956083595752715 Epoch 5: val loss 0.46673670411109924 Epoch 6: train loss 0.4805846869945526 Epoch 6: val loss 0.43783578276634216 Epoch 7: train loss 0.42317514419555663 Epoch 7: val loss 0.429067462682724 Epoch 8: train loss 0.40608846098184587 Epoch 8: val loss 0.4286840260028839 Epoch 9: train loss 0.43558848798274996 Epoch 9: val loss 0.421991765499115 Epoch 10: train loss 0.38672401309013366 Epoch 10: val loss 0.42388442158699036 Epoch 11: train loss 0.38603485375642776 Epoch 11: val loss 0.4255136251449585 Epoch 12: train loss 0.4411798149347305 Epoch 12: val loss 0.4148603677749634 Epoch 13: train loss 0.38343888968229295 Epoch 13: val loss 0.4430054724216461 Epoch 14: train loss 0.36858887374401095 Epoch 14: val loss 0.4241536557674408 Epoch 15: train loss 0.38754884600639344 Epoch 15: val loss 0.4165794849395752 Epoch 16: train loss 0.37752076983451843 Epoch 16: val loss 0.4121893346309662 Epoch 17: train loss 0.4381038278341293 Epoch 17: val loss 0.41121619939804077 Epoch 18: train loss 0.38374834358692167 Epoch 18: val loss 0.4268864095211029 Epoch 19: train loss 0.35304762721061705 Epoch 19: val loss 0.4080107808113098 Epoch 20: train loss 0.414453849196434 Epoch 20: val loss 0.40906375646591187 Epoch 21: train loss 0.3466542065143585 Epoch 21: val loss 0.4198850393295288 Epoch 22: train loss 0.5004133999347686 Epoch 22: val loss 0.4190889894962311 Epoch 23: train loss 0.3523310124874115 Epoch 23: val loss 0.41513484716415405 Epoch 24: train loss 0.3895924001932144 Epoch 24: val loss 0.40724533796310425
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6693540453910828 Epoch 0: val loss 0.6438220143318176 Epoch 1: train loss 0.6128257215023041 Epoch 1: val loss 0.5828225016593933 Epoch 2: train loss 0.5690173506736755 Epoch 2: val loss 0.5276170372962952 Epoch 3: train loss 0.5396835207939148 Epoch 3: val loss 0.49165987968444824 Epoch 4: train loss 0.501518628001213 Epoch 4: val loss 0.4667682945728302 Epoch 5: train loss 0.4485902965068817 Epoch 5: val loss 0.4697670638561249 Epoch 6: train loss 0.47672874927520753 Epoch 6: val loss 0.4601174294948578 Epoch 7: train loss 0.4232757747173309 Epoch 7: val loss 0.47398316860198975 Epoch 8: train loss 0.38926332294940946 Epoch 8: val loss 0.4632608890533447 Epoch 9: train loss 0.3835392132401466 Epoch 9: val loss 0.4586837589740753 Epoch 10: train loss 0.368658272922039 Epoch 10: val loss 0.45520007610321045 Epoch 11: train loss 0.43302238285541533 Epoch 11: val loss 0.4762633442878723 Epoch 12: train loss 0.3677343472838402 Epoch 12: val loss 0.4637505114078522 Epoch 13: train loss 0.3729561686515808 Epoch 13: val loss 0.46183937788009644 Epoch 14: train loss 0.37257757782936096 Epoch 14: val loss 0.4636191427707672 Epoch 15: train loss 0.41074196845293043 Epoch 15: val loss 0.4895896911621094 Epoch 16: train loss 0.3521180063486099 Epoch 16: val loss 0.4640558063983917 Epoch 17: train loss 0.33545315712690355 Epoch 17: val loss 0.45869728922843933 Epoch 18: train loss 0.30938744992017747 Epoch 18: val loss 0.4648868143558502 Epoch 19: train loss 0.3635767787694931 Epoch 19: val loss 0.472080260515213 Epoch 20: train loss 0.31529585942626 Epoch 20: val loss 0.49691247940063477 Epoch 21: train loss 0.37638600170612335 Epoch 21: val loss 0.48370450735092163 Epoch 22: train loss 0.4082020863890648 Epoch 22: val loss 0.4770340919494629 Epoch 23: train loss 0.39342992603778837 Epoch 23: val loss 0.4843049943447113 Epoch 24: train loss 0.33235072195529936 Epoch 24: val loss 0.4849500060081482
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6574093997478485 Epoch 0: val loss 0.623980700969696 Epoch 1: train loss 0.5879851698875427 Epoch 1: val loss 0.5645808577537537 Epoch 2: train loss 0.5249650925397873 Epoch 2: val loss 0.4997118413448334 Epoch 3: train loss 0.47608740627765656 Epoch 3: val loss 0.46388760209083557 Epoch 4: train loss 0.4630392700433731 Epoch 4: val loss 0.44477859139442444 Epoch 5: train loss 0.40687992572784426 Epoch 5: val loss 0.43329039216041565 Epoch 6: train loss 0.44974765181541443 Epoch 6: val loss 0.4198437035083771 Epoch 7: train loss 0.4349318265914917 Epoch 7: val loss 0.4192424714565277 Epoch 8: train loss 0.37475704699754714 Epoch 8: val loss 0.44758325815200806 Epoch 9: train loss 0.41150255799293517 Epoch 9: val loss 0.42275264859199524 Epoch 10: train loss 0.3907897353172302 Epoch 10: val loss 0.41994908452033997 Epoch 11: train loss 0.45351070910692215 Epoch 11: val loss 0.41170284152030945 Epoch 12: train loss 0.3905656486749649 Epoch 12: val loss 0.4115137755870819 Epoch 13: train loss 0.38915238380432127 Epoch 13: val loss 0.4172351062297821 Epoch 14: train loss 0.39494424760341645 Epoch 14: val loss 0.4115968942642212 Epoch 15: train loss 0.36454207003116607 Epoch 15: val loss 0.4228207767009735 Epoch 16: train loss 0.3593383073806763 Epoch 16: val loss 0.4378650188446045 Epoch 17: train loss 0.35872855558991434 Epoch 17: val loss 0.4496862590312958 Epoch 18: train loss 0.3667257934808731 Epoch 18: val loss 0.4499005973339081 Epoch 19: train loss 0.3414283737540245 Epoch 19: val loss 0.44309478998184204 Epoch 20: train loss 0.3405809044837952 Epoch 20: val loss 0.44921812415122986 Epoch 21: train loss 0.33153575360774995 Epoch 21: val loss 0.45326095819473267 Epoch 22: train loss 0.33805857598781586 Epoch 22: val loss 0.44887644052505493 Epoch 23: train loss 0.32356340661644933 Epoch 23: val loss 0.45460543036460876 Epoch 24: train loss 0.34715967178344725 Epoch 24: val loss 0.4656723141670227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6548000482412485 Epoch 0: val loss 0.6065370440483093 Epoch 1: train loss 0.531044425872656 Epoch 1: val loss 0.5078054666519165 Epoch 2: train loss 0.47543442478546727 Epoch 2: val loss 0.4586779475212097 Epoch 3: train loss 0.41642274077122027 Epoch 3: val loss 0.44616496562957764 Epoch 4: train loss 0.42217406172018784 Epoch 4: val loss 0.43932148814201355 Epoch 5: train loss 0.4133043759144269 Epoch 5: val loss 0.4601150453090668 Epoch 6: train loss 0.4013976019162398 Epoch 6: val loss 0.44748207926750183 Epoch 7: train loss 0.4225432460124676 Epoch 7: val loss 0.44084227085113525 Epoch 8: train loss 0.40314385065665614 Epoch 8: val loss 0.45053669810295105 Epoch 9: train loss 0.38791193125339657 Epoch 9: val loss 0.4516908824443817 Epoch 10: train loss 0.3935716897249222 Epoch 10: val loss 0.44612181186676025 Epoch 11: train loss 0.4030903233931615 Epoch 11: val loss 0.4659005403518677 Epoch 12: train loss 0.41315481754449696 Epoch 12: val loss 0.4559655487537384 Epoch 13: train loss 0.3621842465721644 Epoch 13: val loss 0.44236743450164795 Epoch 14: train loss 0.40000092410124266 Epoch 14: val loss 0.46582841873168945 Epoch 15: train loss 0.4327588975429535 Epoch 15: val loss 0.48397326469421387 Epoch 16: train loss 0.3959301389180697 Epoch 16: val loss 0.4644467830657959
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963584097948942 Epoch 0: val loss 0.666663646697998 Epoch 1: train loss 0.6803389245813544 Epoch 1: val loss 0.651347279548645 Epoch 2: train loss 0.6547548445788297 Epoch 2: val loss 0.6382129788398743 Epoch 3: train loss 0.642433068969033 Epoch 3: val loss 0.6282479763031006 Epoch 4: train loss 0.6177752451463179 Epoch 4: val loss 0.614829957485199 Epoch 5: train loss 0.6151201725006104 Epoch 5: val loss 0.6061595678329468 Epoch 6: train loss 0.6056974530220032 Epoch 6: val loss 0.6008305549621582 Epoch 7: train loss 0.5970985347574408 Epoch 7: val loss 0.5921417474746704 Epoch 8: train loss 0.5882043188268488 Epoch 8: val loss 0.5920416116714478 Epoch 9: train loss 0.5720003734935414 Epoch 9: val loss 0.5886673927307129 Epoch 10: train loss 0.55625765432011 Epoch 10: val loss 0.5889790058135986 Epoch 11: train loss 0.5615182708610188 Epoch 11: val loss 0.5742005109786987 Epoch 12: train loss 0.5537152317437258 Epoch 12: val loss 0.5712085962295532 Epoch 13: train loss 0.5480969223109159 Epoch 13: val loss 0.5802301168441772 Epoch 14: train loss 0.5153633437373422 Epoch 14: val loss 0.5709732174873352 Epoch 15: train loss 0.515716636722738 Epoch 15: val loss 0.5606549978256226 Epoch 16: train loss 0.5104819590395148 Epoch 16: val loss 0.5581432580947876 Epoch 17: train loss 0.5132868073203347 Epoch 17: val loss 0.5587124824523926 Epoch 18: train loss 0.4984410621903159 Epoch 18: val loss 0.5545586347579956 Epoch 19: train loss 0.513718995180997 Epoch 19: val loss 0.5591115355491638 Epoch 20: train loss 0.4862775585868142 Epoch 20: val loss 0.566478967666626 Epoch 21: train loss 0.47772094336423004 Epoch 21: val loss 0.5569102168083191 Epoch 22: train loss 0.4805297472260215 Epoch 22: val loss 0.5596509575843811 Epoch 23: train loss 0.49217733469876374 Epoch 23: val loss 0.5597797632217407 Epoch 24: train loss 0.4887600134719502 Epoch 24: val loss 0.5582132935523987
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906995502385226 Epoch 0: val loss 0.6727235913276672 Epoch 1: train loss 0.6434020670977506 Epoch 1: val loss 0.6493127346038818 Epoch 2: train loss 0.6273216171698137 Epoch 2: val loss 0.6306114792823792 Epoch 3: train loss 0.6089244484901428 Epoch 3: val loss 0.6242314577102661 Epoch 4: train loss 0.6058848771181974 Epoch 4: val loss 0.6237732172012329 Epoch 5: train loss 0.5947427316145464 Epoch 5: val loss 0.6183138489723206 Epoch 6: train loss 0.6009666432033886 Epoch 6: val loss 0.6226831674575806 Epoch 7: train loss 0.5815389969132163 Epoch 7: val loss 0.6238089203834534 Epoch 8: train loss 0.5733542252670635 Epoch 8: val loss 0.6250196099281311 Epoch 9: train loss 0.5647886964407834 Epoch 9: val loss 0.6208407878875732 Epoch 10: train loss 0.5507057905197144 Epoch 10: val loss 0.623292088508606 Epoch 11: train loss 0.5363692505793138 Epoch 11: val loss 0.6304656863212585 Epoch 12: train loss 0.5337981364943765 Epoch 12: val loss 0.6335486769676208 Epoch 13: train loss 0.5424284772439436 Epoch 13: val loss 0.6260598301887512 Epoch 14: train loss 0.5086100209843029 Epoch 14: val loss 0.6349257230758667 Epoch 15: train loss 0.4892146641557867 Epoch 15: val loss 0.64157634973526 Epoch 16: train loss 0.49653639034791425 Epoch 16: val loss 0.6492449045181274 Epoch 17: train loss 0.49335357546806335 Epoch 17: val loss 0.6441436409950256 Epoch 18: train loss 0.49666687033393164 Epoch 18: val loss 0.6522406935691833 Epoch 19: train loss 0.48847427422350104 Epoch 19: val loss 0.6524507403373718 Epoch 20: train loss 0.4833003201267936 Epoch 20: val loss 0.6436689496040344 Epoch 21: train loss 0.4803300879218362 Epoch 21: val loss 0.6445885896682739 Epoch 22: train loss 0.46535044637593354 Epoch 22: val loss 0.6514204144477844 Epoch 23: train loss 0.47549357739361847 Epoch 23: val loss 0.6469494104385376 Epoch 24: train loss 0.44336429238319397 Epoch 24: val loss 0.6396059393882751
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6966091665354642 Epoch 0: val loss 0.6804198622703552 Epoch 1: train loss 0.6665969924493269 Epoch 1: val loss 0.6764854192733765 Epoch 2: train loss 0.6524132327599959 Epoch 2: val loss 0.6768903136253357 Epoch 3: train loss 0.6329099265011874 Epoch 3: val loss 0.6820839047431946 Epoch 4: train loss 0.6114593961022117 Epoch 4: val loss 0.6829949617385864 Epoch 5: train loss 0.5990753282200206 Epoch 5: val loss 0.6913840770721436 Epoch 6: train loss 0.5751586177132346 Epoch 6: val loss 0.6971452236175537 Epoch 7: train loss 0.5652038509195502 Epoch 7: val loss 0.7059988975524902 Epoch 8: train loss 0.5764049670913003 Epoch 8: val loss 0.7122247219085693 Epoch 9: train loss 0.5702247186140581 Epoch 9: val loss 0.7150521278381348 Epoch 10: train loss 0.5493552901528098 Epoch 10: val loss 0.7081120014190674 Epoch 11: train loss 0.5410827696323395 Epoch 11: val loss 0.7106571793556213 Epoch 12: train loss 0.5275520628148859 Epoch 12: val loss 0.7078247666358948 Epoch 13: train loss 0.5338893830776215 Epoch 13: val loss 0.7040452361106873 Epoch 14: train loss 0.5482779903845354 Epoch 14: val loss 0.7011894583702087 Epoch 15: train loss 0.5249073288657449 Epoch 15: val loss 0.7030729055404663 Epoch 16: train loss 0.5168638662858442 Epoch 16: val loss 0.6943495273590088 Epoch 17: train loss 0.5146170095963911 Epoch 17: val loss 0.6896086931228638 Epoch 18: train loss 0.5028382377191023 Epoch 18: val loss 0.6862170696258545 Epoch 19: train loss 0.4877554476261139 Epoch 19: val loss 0.6904392838478088 Epoch 20: train loss 0.5089799517934973 Epoch 20: val loss 0.6705977916717529 Epoch 21: train loss 0.4911430207165805 Epoch 21: val loss 0.6687208414077759 Epoch 22: train loss 0.46829293261874805 Epoch 22: val loss 0.6786196231842041 Epoch 23: train loss 0.4809952513738112 Epoch 23: val loss 0.6675599217414856 Epoch 24: train loss 0.4902197610248219 Epoch 24: val loss 0.6604512333869934
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7054860646074469 Epoch 0: val loss 0.6695175170898438 Epoch 1: train loss 0.6718521280722185 Epoch 1: val loss 0.6527587175369263 Epoch 2: train loss 0.6513918258927085 Epoch 2: val loss 0.6330361366271973 Epoch 3: train loss 0.6548526937311346 Epoch 3: val loss 0.6180660128593445 Epoch 4: train loss 0.631688117980957 Epoch 4: val loss 0.607236385345459 Epoch 5: train loss 0.6235341375524347 Epoch 5: val loss 0.5941818952560425 Epoch 6: train loss 0.6180865493687716 Epoch 6: val loss 0.5867303609848022 Epoch 7: train loss 0.5999381054531444 Epoch 7: val loss 0.5767244696617126 Epoch 8: train loss 0.605227833444422 Epoch 8: val loss 0.574460506439209 Epoch 9: train loss 0.5944143696264788 Epoch 9: val loss 0.570501983165741 Epoch 10: train loss 0.5612913017923181 Epoch 10: val loss 0.5673584938049316 Epoch 11: train loss 0.5641455108469183 Epoch 11: val loss 0.5596774816513062 Epoch 12: train loss 0.5882026119665666 Epoch 12: val loss 0.5576313138008118 Epoch 13: train loss 0.5511448789726604 Epoch 13: val loss 0.5610657930374146 Epoch 14: train loss 0.549139841036363 Epoch 14: val loss 0.5525268316268921 Epoch 15: train loss 0.5477760407057676 Epoch 15: val loss 0.549770712852478 Epoch 16: train loss 0.5256859605962579 Epoch 16: val loss 0.5433732271194458 Epoch 17: train loss 0.5209128396077589 Epoch 17: val loss 0.5444796681404114 Epoch 18: train loss 0.5225853459401564 Epoch 18: val loss 0.539530336856842 Epoch 19: train loss 0.5213711234656248 Epoch 19: val loss 0.541890561580658 Epoch 20: train loss 0.5217227123000405 Epoch 20: val loss 0.5351576805114746 Epoch 21: train loss 0.482339699159969 Epoch 21: val loss 0.5339493751525879 Epoch 22: train loss 0.4860580428080125 Epoch 22: val loss 0.535794734954834 Epoch 23: train loss 0.4700962007045746 Epoch 23: val loss 0.5436478853225708 Epoch 24: train loss 0.4730335636572404 Epoch 24: val loss 0.5377261638641357
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917322754859925 Epoch 0: val loss 0.6621937155723572 Epoch 1: train loss 0.6463398178418477 Epoch 1: val loss 0.633438766002655 Epoch 2: train loss 0.6268778403600057 Epoch 2: val loss 0.6082847714424133 Epoch 3: train loss 0.6109617908795675 Epoch 3: val loss 0.5971509218215942 Epoch 4: train loss 0.5956112543741862 Epoch 4: val loss 0.5877307057380676 Epoch 5: train loss 0.5919140915075938 Epoch 5: val loss 0.580834686756134 Epoch 6: train loss 0.5877493063608805 Epoch 6: val loss 0.5726962089538574 Epoch 7: train loss 0.5615028242270151 Epoch 7: val loss 0.5706841349601746 Epoch 8: train loss 0.5507665137449901 Epoch 8: val loss 0.56292325258255 Epoch 9: train loss 0.548302294810613 Epoch 9: val loss 0.5521994829177856 Epoch 10: train loss 0.5299377719561259 Epoch 10: val loss 0.5479970574378967 Epoch 11: train loss 0.5363883674144745 Epoch 11: val loss 0.5440134406089783 Epoch 12: train loss 0.5261403103669484 Epoch 12: val loss 0.5447444915771484 Epoch 13: train loss 0.5156921128431956 Epoch 13: val loss 0.5321527719497681 Epoch 14: train loss 0.49742950598398844 Epoch 14: val loss 0.5326744318008423 Epoch 15: train loss 0.48613143563270567 Epoch 15: val loss 0.5304075479507446 Epoch 16: train loss 0.4813544193903605 Epoch 16: val loss 0.5266976356506348 Epoch 17: train loss 0.4765750686327616 Epoch 17: val loss 0.5353344678878784 Epoch 18: train loss 0.46397401491800944 Epoch 18: val loss 0.5428814888000488
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914642155170441 Epoch 0: val loss 0.6906721591949463 Epoch 1: train loss 0.6890227993329366 Epoch 1: val loss 0.6882278919219971 Epoch 2: train loss 0.6664920151233673 Epoch 2: val loss 0.6824436187744141 Epoch 3: train loss 0.6425741314888 Epoch 3: val loss 0.6765663027763367 Epoch 4: train loss 0.6323484977086385 Epoch 4: val loss 0.6701707243919373 Epoch 5: train loss 0.6171673834323883 Epoch 5: val loss 0.6703110337257385 Epoch 6: train loss 0.5895091444253922 Epoch 6: val loss 0.6696890592575073 Epoch 7: train loss 0.5830183923244476 Epoch 7: val loss 0.6719797849655151 Epoch 8: train loss 0.5722368657588959 Epoch 8: val loss 0.6735726594924927 Epoch 9: train loss 0.5645575970411301 Epoch 9: val loss 0.6866458654403687 Epoch 10: train loss 0.5601746340592703 Epoch 10: val loss 0.6820774078369141 Epoch 11: train loss 0.5409599815805753 Epoch 11: val loss 0.6807314157485962 Epoch 12: train loss 0.5581193839510282 Epoch 12: val loss 0.6930820941925049 Epoch 13: train loss 0.5453632399439812 Epoch 13: val loss 0.6879439949989319 Epoch 14: train loss 0.5162081196904182 Epoch 14: val loss 0.6777968406677246 Epoch 15: train loss 0.503165639936924 Epoch 15: val loss 0.6895256042480469 Epoch 16: train loss 0.5244005769491196 Epoch 16: val loss 0.7022380828857422 Epoch 17: train loss 0.48613107452789944 Epoch 17: val loss 0.6893859505653381 Epoch 18: train loss 0.5034119163950285 Epoch 18: val loss 0.701401948928833 Epoch 19: train loss 0.48764893660942715 Epoch 19: val loss 0.7129580974578857 Epoch 20: train loss 0.48942428827285767 Epoch 20: val loss 0.7006252408027649 Epoch 21: train loss 0.46755819022655487 Epoch 21: val loss 0.707844078540802 Epoch 22: train loss 0.46631061534086865 Epoch 22: val loss 0.7073937654495239 Epoch 23: train loss 0.4758558049798012 Epoch 23: val loss 0.7307464480400085 Epoch 24: train loss 0.4742737089594205 Epoch 24: val loss 0.729678213596344
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692252849539121 Epoch 0: val loss 0.7185919880867004 Epoch 1: train loss 0.6675714651743571 Epoch 1: val loss 0.7327963709831238 Epoch 2: train loss 0.6526052256425222 Epoch 2: val loss 0.7367705702781677 Epoch 3: train loss 0.6470421552658081 Epoch 3: val loss 0.7304823994636536 Epoch 4: train loss 0.634895587960879 Epoch 4: val loss 0.7399765849113464 Epoch 5: train loss 0.6164041459560394 Epoch 5: val loss 0.7313684225082397 Epoch 6: train loss 0.6005255728960037 Epoch 6: val loss 0.7470591068267822 Epoch 7: train loss 0.5832217335700989 Epoch 7: val loss 0.7187408804893494 Epoch 8: train loss 0.5745455821355184 Epoch 8: val loss 0.7198398113250732 Epoch 9: train loss 0.5508172139525414 Epoch 9: val loss 0.7283387184143066 Epoch 10: train loss 0.5564476052920023 Epoch 10: val loss 0.7166372537612915 Epoch 11: train loss 0.5496912548939387 Epoch 11: val loss 0.7166212201118469 Epoch 12: train loss 0.5196011985341707 Epoch 12: val loss 0.6997377872467041 Epoch 13: train loss 0.5268698086341222 Epoch 13: val loss 0.695237398147583 Epoch 14: train loss 0.5108182777961096 Epoch 14: val loss 0.683080792427063 Epoch 15: train loss 0.5049672822157542 Epoch 15: val loss 0.6980322599411011 Epoch 16: train loss 0.49912047882874805 Epoch 16: val loss 0.7077189683914185 Epoch 17: train loss 0.4950145110487938 Epoch 17: val loss 0.6936165690422058 Epoch 18: train loss 0.5019632776578268 Epoch 18: val loss 0.6940339803695679 Epoch 19: train loss 0.4791242852807045 Epoch 19: val loss 0.6963063478469849 Epoch 20: train loss 0.48725011199712753 Epoch 20: val loss 0.6968293190002441 Epoch 21: train loss 0.47397494812806445 Epoch 21: val loss 0.7017253041267395 Epoch 22: train loss 0.45055058350165683 Epoch 22: val loss 0.6946486234664917 Epoch 23: train loss 0.4667009140054385 Epoch 23: val loss 0.7272340059280396 Epoch 24: train loss 0.46658175190289813 Epoch 24: val loss 0.7254337668418884
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7071615159511566 Epoch 0: val loss 0.6888484954833984 Epoch 1: train loss 0.6927405347426733 Epoch 1: val loss 0.681138277053833 Epoch 2: train loss 0.6783322244882584 Epoch 2: val loss 0.6765840649604797 Epoch 3: train loss 0.6643582334121069 Epoch 3: val loss 0.6656152606010437 Epoch 4: train loss 0.6600702504316965 Epoch 4: val loss 0.656035304069519 Epoch 5: train loss 0.6375123560428619 Epoch 5: val loss 0.6418035626411438 Epoch 6: train loss 0.6155494252840678 Epoch 6: val loss 0.6310836672782898 Epoch 7: train loss 0.5986494372288386 Epoch 7: val loss 0.624721109867096 Epoch 8: train loss 0.5772581944863001 Epoch 8: val loss 0.6275482773780823 Epoch 9: train loss 0.5698067049185435 Epoch 9: val loss 0.6134509444236755 Epoch 10: train loss 0.5644294818242391 Epoch 10: val loss 0.6124635338783264 Epoch 11: train loss 0.5694585715730985 Epoch 11: val loss 0.6168855428695679 Epoch 12: train loss 0.552081195016702 Epoch 12: val loss 0.6084855198860168 Epoch 13: train loss 0.5466221248110136 Epoch 13: val loss 0.6211479902267456 Epoch 14: train loss 0.5453666547934214 Epoch 14: val loss 0.6069533228874207 Epoch 15: train loss 0.543273851275444 Epoch 15: val loss 0.618204653263092 Epoch 16: train loss 0.5271033023794492 Epoch 16: val loss 0.6160642504692078 Epoch 17: train loss 0.5201532070835432 Epoch 17: val loss 0.6210793256759644 Epoch 18: train loss 0.5160623316963514 Epoch 18: val loss 0.6151028871536255 Epoch 19: train loss 0.5135213484366735 Epoch 19: val loss 0.62236487865448 Epoch 20: train loss 0.5088712324698766 Epoch 20: val loss 0.6327753067016602 Epoch 21: train loss 0.5109031448761622 Epoch 21: val loss 0.6267209053039551 Epoch 22: train loss 0.4964044615626335 Epoch 22: val loss 0.6203768849372864 Epoch 23: train loss 0.5073191151022911 Epoch 23: val loss 0.6254872679710388 Epoch 24: train loss 0.49291428178548813 Epoch 24: val loss 0.6348309516906738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022056033213934 Epoch 0: val loss 0.6697428822517395 Epoch 1: train loss 0.6785609672466913 Epoch 1: val loss 0.6672896146774292 Epoch 2: train loss 0.6717462589343389 Epoch 2: val loss 0.6545819640159607 Epoch 3: train loss 0.6528634081284205 Epoch 3: val loss 0.6445868015289307 Epoch 4: train loss 0.6398394604523977 Epoch 4: val loss 0.6292376518249512 Epoch 5: train loss 0.6224532177050909 Epoch 5: val loss 0.61107337474823 Epoch 6: train loss 0.6194793879985809 Epoch 6: val loss 0.5960878133773804 Epoch 7: train loss 0.6112661014000574 Epoch 7: val loss 0.5709561705589294 Epoch 8: train loss 0.5630638127525648 Epoch 8: val loss 0.5554912686347961 Epoch 9: train loss 0.5830444594224294 Epoch 9: val loss 0.5423278212547302 Epoch 10: train loss 0.5659317374229431 Epoch 10: val loss 0.541772723197937 Epoch 11: train loss 0.5637844428420067 Epoch 11: val loss 0.551476001739502 Epoch 12: train loss 0.5680445258816084 Epoch 12: val loss 0.5486437678337097 Epoch 13: train loss 0.5427746176719666 Epoch 13: val loss 0.5501609444618225 Epoch 14: train loss 0.5498292942841848 Epoch 14: val loss 0.5454423427581787 Epoch 15: train loss 0.5419200857480367 Epoch 15: val loss 0.5445665717124939 Epoch 16: train loss 0.5566633741060892 Epoch 16: val loss 0.5410723090171814 Epoch 17: train loss 0.5386251012484232 Epoch 17: val loss 0.5416947603225708 Epoch 18: train loss 0.5384592240055402 Epoch 18: val loss 0.5473430156707764 Epoch 19: train loss 0.5196585978070895 Epoch 19: val loss 0.5381501913070679 Epoch 20: train loss 0.5077372963229815 Epoch 20: val loss 0.5376041531562805 Epoch 21: train loss 0.506084755063057 Epoch 21: val loss 0.522950291633606 Epoch 22: train loss 0.5431330079833666 Epoch 22: val loss 0.5302379727363586 Epoch 23: train loss 0.5162467161814371 Epoch 23: val loss 0.5380451083183289 Epoch 24: train loss 0.5068190221985182 Epoch 24: val loss 0.5359165072441101
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7036674469709396 Epoch 0: val loss 0.6854711771011353 Epoch 1: train loss 0.6817287728190422 Epoch 1: val loss 0.6673799157142639 Epoch 2: train loss 0.6741392016410828 Epoch 2: val loss 0.6499520540237427 Epoch 3: train loss 0.6501459442079067 Epoch 3: val loss 0.6258549094200134 Epoch 4: train loss 0.6344414874911308 Epoch 4: val loss 0.6175035834312439 Epoch 5: train loss 0.6287623904645443 Epoch 5: val loss 0.6101824045181274 Epoch 6: train loss 0.6125513128936291 Epoch 6: val loss 0.6093618273735046 Epoch 7: train loss 0.5974402241408825 Epoch 7: val loss 0.5988759398460388 Epoch 8: train loss 0.5999556798487902 Epoch 8: val loss 0.6019774079322815 Epoch 9: train loss 0.5895579177886248 Epoch 9: val loss 0.6062572598457336 Epoch 10: train loss 0.555322477594018 Epoch 10: val loss 0.5964257121086121 Epoch 11: train loss 0.5637579448521137 Epoch 11: val loss 0.5977430939674377 Epoch 12: train loss 0.5679484829306602 Epoch 12: val loss 0.5979629755020142 Epoch 13: train loss 0.5417653787881136 Epoch 13: val loss 0.6103423833847046 Epoch 14: train loss 0.538458788767457 Epoch 14: val loss 0.6070986390113831 Epoch 15: train loss 0.5524112191051245 Epoch 15: val loss 0.6060373187065125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686906228462855 Epoch 0: val loss 0.6945390701293945 Epoch 1: train loss 0.6622893114884695 Epoch 1: val loss 0.6905360817909241 Epoch 2: train loss 0.6459439893563589 Epoch 2: val loss 0.6889829635620117 Epoch 3: train loss 0.631034309665362 Epoch 3: val loss 0.6886129379272461 Epoch 4: train loss 0.6234813630580902 Epoch 4: val loss 0.6920503377914429 Epoch 5: train loss 0.5887141401569048 Epoch 5: val loss 0.6985975503921509 Epoch 6: train loss 0.6042658115426699 Epoch 6: val loss 0.7078785300254822 Epoch 7: train loss 0.586596722404162 Epoch 7: val loss 0.7126395106315613 Epoch 8: train loss 0.5840335587660471 Epoch 8: val loss 0.7142484188079834 Epoch 9: train loss 0.5579095929861069 Epoch 9: val loss 0.7124046683311462 Epoch 10: train loss 0.5784181505441666 Epoch 10: val loss 0.7179011106491089 Epoch 11: train loss 0.5720648914575577 Epoch 11: val loss 0.7195141315460205 Epoch 12: train loss 0.5657664959629377 Epoch 12: val loss 0.7185713648796082 Epoch 13: train loss 0.5596998532613119 Epoch 13: val loss 0.7184829115867615 Epoch 14: train loss 0.5722906912366549 Epoch 14: val loss 0.7245133519172668 Epoch 15: train loss 0.554410291214784 Epoch 15: val loss 0.7228155136108398 Epoch 16: train loss 0.5431929379701614 Epoch 16: val loss 0.7298057079315186 Epoch 17: train loss 0.5151624654730161 Epoch 17: val loss 0.7258126735687256 Epoch 18: train loss 0.5148478349049886 Epoch 18: val loss 0.729647159576416 Epoch 19: train loss 0.5128357708454132 Epoch 19: val loss 0.7410849332809448 Epoch 20: train loss 0.5115260630846024 Epoch 20: val loss 0.7355082631111145 Epoch 21: train loss 0.4935331592957179 Epoch 21: val loss 0.7505093812942505 Epoch 22: train loss 0.5166322762767473 Epoch 22: val loss 0.7648516297340393 Epoch 23: train loss 0.5218954036633173 Epoch 23: val loss 0.761138916015625 Epoch 24: train loss 0.499973530570666 Epoch 24: val loss 0.7580371499061584
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.694834440946579 Epoch 0: val loss 0.6922602653503418 Epoch 1: train loss 0.6813458055257797 Epoch 1: val loss 0.6753727197647095 Epoch 2: train loss 0.6666029393672943 Epoch 2: val loss 0.6682339906692505 Epoch 3: train loss 0.6456142713626226 Epoch 3: val loss 0.661802351474762 Epoch 4: train loss 0.6439210226138433 Epoch 4: val loss 0.6606116890907288 Epoch 5: train loss 0.6296902894973755 Epoch 5: val loss 0.662112295627594 Epoch 6: train loss 0.6355710724989573 Epoch 6: val loss 0.6623229384422302 Epoch 7: train loss 0.6150970309972763 Epoch 7: val loss 0.6599411368370056 Epoch 8: train loss 0.6116934070984522 Epoch 8: val loss 0.6696144938468933 Epoch 9: train loss 0.6139424592256546 Epoch 9: val loss 0.6700097918510437 Epoch 10: train loss 0.6028661827246348 Epoch 10: val loss 0.6674962043762207 Epoch 11: train loss 0.59992283085982 Epoch 11: val loss 0.67532879114151 Epoch 12: train loss 0.6052832454442978 Epoch 12: val loss 0.6723401546478271 Epoch 13: train loss 0.5812332332134247 Epoch 13: val loss 0.6764138340950012 Epoch 14: train loss 0.6054113209247589 Epoch 14: val loss 0.679778516292572 Epoch 15: train loss 0.574772834777832 Epoch 15: val loss 0.6700011491775513 Epoch 16: train loss 0.5752133131027222 Epoch 16: val loss 0.6741681694984436 Epoch 17: train loss 0.5750233282645544 Epoch 17: val loss 0.6800903081893921 Epoch 18: train loss 0.5504216278592745 Epoch 18: val loss 0.6887491345405579 Epoch 19: train loss 0.5530336971084276 Epoch 19: val loss 0.6899983286857605 Epoch 20: train loss 0.5612150679032007 Epoch 20: val loss 0.6966423988342285 Epoch 21: train loss 0.547738273938497 Epoch 21: val loss 0.7033717632293701 Epoch 22: train loss 0.5502291272083918 Epoch 22: val loss 0.7064130306243896 Epoch 23: train loss 0.548022153476874 Epoch 23: val loss 0.7120406031608582 Epoch 24: train loss 0.547589398920536 Epoch 24: val loss 0.7080894112586975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917642205953598 Epoch 0: val loss 0.6884948015213013 Epoch 1: train loss 0.6794905414183935 Epoch 1: val loss 0.6835116744041443 Epoch 2: train loss 0.6677355964978536 Epoch 2: val loss 0.6763187050819397 Epoch 3: train loss 0.6491998980442683 Epoch 3: val loss 0.6671209931373596 Epoch 4: train loss 0.6574259102344513 Epoch 4: val loss 0.6642671227455139 Epoch 5: train loss 0.6420761495828629 Epoch 5: val loss 0.6585169434547424 Epoch 6: train loss 0.6398786852757136 Epoch 6: val loss 0.6607571244239807 Epoch 7: train loss 0.6363964180151621 Epoch 7: val loss 0.6559186577796936 Epoch 8: train loss 0.6463220665852228 Epoch 8: val loss 0.6463901400566101 Epoch 9: train loss 0.6132473448912302 Epoch 9: val loss 0.6386255621910095 Epoch 10: train loss 0.6227981795867285 Epoch 10: val loss 0.6390030384063721 Epoch 11: train loss 0.603384534517924 Epoch 11: val loss 0.6412598490715027 Epoch 12: train loss 0.6135941793521246 Epoch 12: val loss 0.6430255174636841 Epoch 13: train loss 0.5915953268607458 Epoch 13: val loss 0.636601984500885 Epoch 14: train loss 0.5939881205558777 Epoch 14: val loss 0.6324312090873718 Epoch 15: train loss 0.6124969025452932 Epoch 15: val loss 0.63327556848526 Epoch 16: train loss 0.5901092936595281 Epoch 16: val loss 0.6394823789596558 Epoch 17: train loss 0.6063950136303902 Epoch 17: val loss 0.6320433020591736 Epoch 18: train loss 0.5633495698372523 Epoch 18: val loss 0.6461071372032166 Epoch 19: train loss 0.5688309123118719 Epoch 19: val loss 0.6411949396133423 Epoch 20: train loss 0.5585893442233404 Epoch 20: val loss 0.6524969339370728 Epoch 21: train loss 0.5675876388947169 Epoch 21: val loss 0.651744544506073 Epoch 22: train loss 0.5675832505027453 Epoch 22: val loss 0.6546765565872192 Epoch 23: train loss 0.5367418378591537 Epoch 23: val loss 0.646341860294342 Epoch 24: train loss 0.5744394063949585 Epoch 24: val loss 0.6407886743545532
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.694676915804545 Epoch 0: val loss 0.6954150199890137 Epoch 1: train loss 0.6642159769932429 Epoch 1: val loss 0.6792066693305969 Epoch 2: train loss 0.6687604387601217 Epoch 2: val loss 0.6668271422386169 Epoch 3: train loss 0.6540317237377167 Epoch 3: val loss 0.6570343971252441 Epoch 4: train loss 0.659021332859993 Epoch 4: val loss 0.647774875164032 Epoch 5: train loss 0.6329071273406347 Epoch 5: val loss 0.6423540115356445 Epoch 6: train loss 0.6144624749819437 Epoch 6: val loss 0.6298391222953796 Epoch 7: train loss 0.6349244862794876 Epoch 7: val loss 0.6180817484855652 Epoch 8: train loss 0.6239162087440491 Epoch 8: val loss 0.6083284616470337 Epoch 9: train loss 0.6177796969811121 Epoch 9: val loss 0.608585000038147 Epoch 10: train loss 0.5949764599402746 Epoch 10: val loss 0.6145503520965576 Epoch 11: train loss 0.6012406423687935 Epoch 11: val loss 0.608392596244812 Epoch 12: train loss 0.5905890564123789 Epoch 12: val loss 0.6044607758522034 Epoch 13: train loss 0.5973019152879715 Epoch 13: val loss 0.5943410992622375 Epoch 14: train loss 0.6029703070720037 Epoch 14: val loss 0.5901340246200562 Epoch 15: train loss 0.5969021618366241 Epoch 15: val loss 0.5874817371368408 Epoch 16: train loss 0.5881828268369039 Epoch 16: val loss 0.5866132974624634 Epoch 17: train loss 0.6021828651428223 Epoch 17: val loss 0.5883415341377258 Epoch 18: train loss 0.5928094685077667 Epoch 18: val loss 0.5920151472091675 Epoch 19: train loss 0.5824870243668556 Epoch 19: val loss 0.5751764178276062 Epoch 20: train loss 0.5767909437417984 Epoch 20: val loss 0.5824241042137146 Epoch 21: train loss 0.5668783957759539 Epoch 21: val loss 0.5854690074920654 Epoch 22: train loss 0.5636270890633265 Epoch 22: val loss 0.5958710312843323 Epoch 23: train loss 0.576256605486075 Epoch 23: val loss 0.5972753167152405 Epoch 24: train loss 0.560335469742616 Epoch 24: val loss 0.5932722687721252
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.696154709905386 Epoch 0: val loss 0.7224318385124207 Epoch 1: train loss 0.686450120061636 Epoch 1: val loss 0.7146263718605042 Epoch 2: train loss 0.6668612062931061 Epoch 2: val loss 0.7089056372642517 Epoch 3: train loss 0.6681814156472683 Epoch 3: val loss 0.6992542147636414 Epoch 4: train loss 0.6560421027243137 Epoch 4: val loss 0.690436601638794 Epoch 5: train loss 0.642265934497118 Epoch 5: val loss 0.6798423528671265 Epoch 6: train loss 0.6420849859714508 Epoch 6: val loss 0.6696071028709412 Epoch 7: train loss 0.6144203133881092 Epoch 7: val loss 0.6530808806419373 Epoch 8: train loss 0.6200479716062546 Epoch 8: val loss 0.6501086950302124 Epoch 9: train loss 0.6211907342076302 Epoch 9: val loss 0.6474003195762634 Epoch 10: train loss 0.5929126553237438 Epoch 10: val loss 0.6426600813865662 Epoch 11: train loss 0.5893308501690626 Epoch 11: val loss 0.638680636882782 Epoch 12: train loss 0.5869823340326548 Epoch 12: val loss 0.6352354288101196 Epoch 13: train loss 0.5893031973391771 Epoch 13: val loss 0.6410664916038513 Epoch 14: train loss 0.5964966528117657 Epoch 14: val loss 0.6365564465522766
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6808889779177579 Epoch 0: val loss 0.6881008744239807 Epoch 1: train loss 0.6635786294937134 Epoch 1: val loss 0.6960264444351196 Epoch 2: train loss 0.6422487551515753 Epoch 2: val loss 0.6989419460296631 Epoch 3: train loss 0.6277434717525135 Epoch 3: val loss 0.7055948376655579 Epoch 4: train loss 0.628133313222365 Epoch 4: val loss 0.708404541015625 Epoch 5: train loss 0.6000498208132657 Epoch 5: val loss 0.7125810980796814 Epoch 6: train loss 0.6001672338355671 Epoch 6: val loss 0.7193601727485657 Epoch 7: train loss 0.5980915264649824 Epoch 7: val loss 0.7299063205718994 Epoch 8: train loss 0.5864784609187733 Epoch 8: val loss 0.7367138266563416 Epoch 9: train loss 0.572549738667228 Epoch 9: val loss 0.7304218411445618 Epoch 10: train loss 0.5884216481989081 Epoch 10: val loss 0.7299990057945251 Epoch 11: train loss 0.5664255673235113 Epoch 11: val loss 0.7354614734649658 Epoch 12: train loss 0.5565368343483318 Epoch 12: val loss 0.7488812804222107 Epoch 13: train loss 0.5503247461535714 Epoch 13: val loss 0.7604190707206726 Epoch 14: train loss 0.5470325350761414 Epoch 14: val loss 0.7420408725738525 Epoch 15: train loss 0.5186844928698107 Epoch 15: val loss 0.7338166236877441 Epoch 16: train loss 0.5157645832408558 Epoch 16: val loss 0.7514285445213318 Epoch 17: train loss 0.5515313852917064 Epoch 17: val loss 0.7500528693199158 Epoch 18: train loss 0.5212345990267667 Epoch 18: val loss 0.7358821630477905 Epoch 19: train loss 0.5257809243418954 Epoch 19: val loss 0.7347345948219299 Epoch 20: train loss 0.499110148711638 Epoch 20: val loss 0.7392075657844543 Epoch 21: train loss 0.4991184825246984 Epoch 21: val loss 0.7409862875938416 Epoch 22: train loss 0.49641038341955707 Epoch 22: val loss 0.7347056865692139 Epoch 23: train loss 0.4922179796478965 Epoch 23: val loss 0.7361904382705688 Epoch 24: train loss 0.4967756921594793 Epoch 24: val loss 0.7285450100898743
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6882675831968134 Epoch 0: val loss 0.6638479232788086 Epoch 1: train loss 0.6790129542350769 Epoch 1: val loss 0.6602277755737305 Epoch 2: train loss 0.6633687181906267 Epoch 2: val loss 0.6577783823013306 Epoch 3: train loss 0.6416492624716326 Epoch 3: val loss 0.658345103263855 Epoch 4: train loss 0.6501383131200617 Epoch 4: val loss 0.6610020995140076 Epoch 5: train loss 0.645981257612055 Epoch 5: val loss 0.6622626185417175 Epoch 6: train loss 0.6403134790333834 Epoch 6: val loss 0.6588398218154907 Epoch 7: train loss 0.6489686153151772 Epoch 7: val loss 0.6586528420448303 Epoch 8: train loss 0.6363903880119324 Epoch 8: val loss 0.6573686599731445 Epoch 9: train loss 0.6355015581304376 Epoch 9: val loss 0.651053786277771 Epoch 10: train loss 0.6230426647446372 Epoch 10: val loss 0.6467723846435547 Epoch 11: train loss 0.606367674740878 Epoch 11: val loss 0.6462353467941284 Epoch 12: train loss 0.6059808351776816 Epoch 12: val loss 0.6441105008125305 Epoch 13: train loss 0.6103741472417658 Epoch 13: val loss 0.643478512763977 Epoch 14: train loss 0.6142496575008739 Epoch 14: val loss 0.6488211154937744 Epoch 15: train loss 0.6145117878913879 Epoch 15: val loss 0.645322859287262 Epoch 16: train loss 0.6055977181954817 Epoch 16: val loss 0.6416583061218262 Epoch 17: train loss 0.5959348570216786 Epoch 17: val loss 0.637519121170044 Epoch 18: train loss 0.5975862307982012 Epoch 18: val loss 0.634921133518219 Epoch 19: train loss 0.5819054354320873 Epoch 19: val loss 0.6392465829849243 Epoch 20: train loss 0.6013691885904833 Epoch 20: val loss 0.6420080661773682 Epoch 21: train loss 0.5840009992772882 Epoch 21: val loss 0.6432846188545227 Epoch 22: train loss 0.5706069659103047 Epoch 22: val loss 0.6431015133857727 Epoch 23: train loss 0.5625763806429777 Epoch 23: val loss 0.6400143504142761 Epoch 24: train loss 0.5660210929133676 Epoch 24: val loss 0.6452739834785461
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6959290992129933 Epoch 0: val loss 0.675155520439148 Epoch 1: train loss 0.6675054593519731 Epoch 1: val loss 0.6699258685112 Epoch 2: train loss 0.6533102068034086 Epoch 2: val loss 0.6629577875137329 Epoch 3: train loss 0.6507095694541931 Epoch 3: val loss 0.6526716947555542 Epoch 4: train loss 0.6488525759090077 Epoch 4: val loss 0.6430917978286743 Epoch 5: train loss 0.6464185552163557 Epoch 5: val loss 0.6344365477561951 Epoch 6: train loss 0.6342994624918158 Epoch 6: val loss 0.6284169554710388 Epoch 7: train loss 0.618828372521834 Epoch 7: val loss 0.620881199836731 Epoch 8: train loss 0.6146709648045626 Epoch 8: val loss 0.6147345900535583 Epoch 9: train loss 0.6144262606447394 Epoch 9: val loss 0.6052100658416748 Epoch 10: train loss 0.5994644435969266 Epoch 10: val loss 0.6020797491073608 Epoch 11: train loss 0.5949304808269847 Epoch 11: val loss 0.5959417819976807 Epoch 12: train loss 0.5897791060534391 Epoch 12: val loss 0.5923919677734375 Epoch 13: train loss 0.5771437097679485 Epoch 13: val loss 0.5926752686500549 Epoch 14: train loss 0.5711214488202875 Epoch 14: val loss 0.584140956401825 Epoch 15: train loss 0.5675856145945463 Epoch 15: val loss 0.5823701620101929 Epoch 16: train loss 0.5434697460044514 Epoch 16: val loss 0.5852758288383484 Epoch 17: train loss 0.5435292016376149 Epoch 17: val loss 0.5786480903625488 Epoch 18: train loss 0.5544906773350455 Epoch 18: val loss 0.583491325378418 Epoch 19: train loss 0.5366764854301106 Epoch 19: val loss 0.5838398933410645 Epoch 20: train loss 0.554624159227718 Epoch 20: val loss 0.5843330025672913 Epoch 21: train loss 0.5378586649894714 Epoch 21: val loss 0.5945464372634888 Epoch 22: train loss 0.5312229692935944 Epoch 22: val loss 0.5819268822669983 Epoch 23: train loss 0.5493377528407357 Epoch 23: val loss 0.5873525738716125 Epoch 24: train loss 0.530035292560404 Epoch 24: val loss 0.6012928485870361
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856894926591353 Epoch 0: val loss 0.6786786913871765 Epoch 1: train loss 0.6747523654590953 Epoch 1: val loss 0.6710415482521057 Epoch 2: train loss 0.6541380069472573 Epoch 2: val loss 0.6679449677467346 Epoch 3: train loss 0.6499014605175365 Epoch 3: val loss 0.6606705188751221 Epoch 4: train loss 0.6404067928140814 Epoch 4: val loss 0.6540867686271667 Epoch 5: train loss 0.6289371631362222 Epoch 5: val loss 0.6528528332710266 Epoch 6: train loss 0.6162549690766768 Epoch 6: val loss 0.6592356562614441 Epoch 7: train loss 0.6268013661557977 Epoch 7: val loss 0.6609182953834534 Epoch 8: train loss 0.6240355643359098 Epoch 8: val loss 0.663330078125 Epoch 9: train loss 0.6044467254118486 Epoch 9: val loss 0.6644735932350159 Epoch 10: train loss 0.608807314525951 Epoch 10: val loss 0.6709359288215637 Epoch 11: train loss 0.6079667237671939 Epoch 11: val loss 0.68004310131073 Epoch 12: train loss 0.5916490879925814 Epoch 12: val loss 0.6687060594558716 Epoch 13: train loss 0.5823545889420942 Epoch 13: val loss 0.662609338760376 Epoch 14: train loss 0.5827749534086748 Epoch 14: val loss 0.6617539525032043 Epoch 15: train loss 0.5982240655205466 Epoch 15: val loss 0.6597632169723511 Epoch 16: train loss 0.5716760348189961 Epoch 16: val loss 0.6640114784240723 Epoch 17: train loss 0.569770794023167 Epoch 17: val loss 0.6669384241104126 Epoch 18: train loss 0.5721007693897594 Epoch 18: val loss 0.6636484861373901 Epoch 19: train loss 0.5691059800711545 Epoch 19: val loss 0.6667700409889221 Epoch 20: train loss 0.559762334281748 Epoch 20: val loss 0.6658298969268799 Epoch 21: train loss 0.5418928428129717 Epoch 21: val loss 0.6586437821388245 Epoch 22: train loss 0.5416066158901561 Epoch 22: val loss 0.6475583910942078 Epoch 23: train loss 0.5469093214381825 Epoch 23: val loss 0.6579543948173523 Epoch 24: train loss 0.5417264591563832 Epoch 24: val loss 0.6597076058387756
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.701201327641805 Epoch 0: val loss 0.6956725716590881 Epoch 1: train loss 0.6702494700749715 Epoch 1: val loss 0.6931257843971252 Epoch 2: train loss 0.6746348182360331 Epoch 2: val loss 0.6939458250999451 Epoch 3: train loss 0.6606162230173747 Epoch 3: val loss 0.6887333393096924 Epoch 4: train loss 0.6612923343976339 Epoch 4: val loss 0.6772035360336304 Epoch 5: train loss 0.6631479183832805 Epoch 5: val loss 0.6809042692184448 Epoch 6: train loss 0.647623602549235 Epoch 6: val loss 0.6813299059867859 Epoch 7: train loss 0.6384492516517639 Epoch 7: val loss 0.682927668094635 Epoch 8: train loss 0.6410376946131389 Epoch 8: val loss 0.6770332455635071 Epoch 9: train loss 0.6265361150105794 Epoch 9: val loss 0.6733327507972717 Epoch 10: train loss 0.647148581345876 Epoch 10: val loss 0.6702871322631836 Epoch 11: train loss 0.6124919692675272 Epoch 11: val loss 0.6618657112121582 Epoch 12: train loss 0.6259674628575643 Epoch 12: val loss 0.6632688045501709 Epoch 13: train loss 0.6197616378466289 Epoch 13: val loss 0.6529940962791443 Epoch 14: train loss 0.617589020729065 Epoch 14: val loss 0.6647886037826538 Epoch 15: train loss 0.6138705253601074 Epoch 15: val loss 0.6575806140899658 Epoch 16: train loss 0.5878083984057109 Epoch 16: val loss 0.6564214825630188 Epoch 17: train loss 0.5927593946456909 Epoch 17: val loss 0.6413712501525879 Epoch 18: train loss 0.5987144529819488 Epoch 18: val loss 0.6538169384002686 Epoch 19: train loss 0.5866462548573812 Epoch 19: val loss 0.6573610901832581 Epoch 20: train loss 0.5858096599578857 Epoch 20: val loss 0.631395161151886
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7031400799751282 Epoch 0: val loss 0.6810863018035889 Epoch 1: train loss 0.6740549023334796 Epoch 1: val loss 0.6812740564346313 Epoch 2: train loss 0.6556662275240972 Epoch 2: val loss 0.6822317838668823 Epoch 3: train loss 0.6516161836110629 Epoch 3: val loss 0.6836137175559998 Epoch 4: train loss 0.6287348316265986 Epoch 4: val loss 0.6892883777618408 Epoch 5: train loss 0.6180082192787757 Epoch 5: val loss 0.6970332264900208 Epoch 6: train loss 0.6221072627947881 Epoch 6: val loss 0.6970030665397644 Epoch 7: train loss 0.5955256017354819 Epoch 7: val loss 0.6992965340614319 Epoch 8: train loss 0.6147463596784152 Epoch 8: val loss 0.7104187607765198 Epoch 9: train loss 0.5857175175960248 Epoch 9: val loss 0.7100946307182312 Epoch 10: train loss 0.601547360420227 Epoch 10: val loss 0.7123375535011292 Epoch 11: train loss 0.5882013119184054 Epoch 11: val loss 0.7135319113731384 Epoch 12: train loss 0.5848721632590661 Epoch 12: val loss 0.718769371509552 Epoch 13: train loss 0.5771823892226586 Epoch 13: val loss 0.7225813865661621 Epoch 14: train loss 0.5980724348471715 Epoch 14: val loss 0.7198938131332397 Epoch 15: train loss 0.5663797419804794 Epoch 15: val loss 0.7103311419487 Epoch 16: train loss 0.567236256140929 Epoch 16: val loss 0.7128051519393921 Epoch 17: train loss 0.5807237166624802 Epoch 17: val loss 0.720759928226471 Epoch 18: train loss 0.5510274561551901 Epoch 18: val loss 0.7291641235351562 Epoch 19: train loss 0.5542474847573501 Epoch 19: val loss 0.730211615562439 Epoch 20: train loss 0.56161446754749 Epoch 20: val loss 0.7346674799919128 Epoch 21: train loss 0.5423598977235647 Epoch 21: val loss 0.7324966788291931 Epoch 22: train loss 0.5486510762801537 Epoch 22: val loss 0.7391819953918457 Epoch 23: train loss 0.5365265699533316 Epoch 23: val loss 0.7383005619049072 Epoch 24: train loss 0.5655379570447482 Epoch 24: val loss 0.7376616597175598
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001102062372061 Epoch 0: val loss 0.6823563575744629 Epoch 1: train loss 0.6745474155132587 Epoch 1: val loss 0.6529776453971863 Epoch 2: train loss 0.6621607083540696 Epoch 2: val loss 0.6342152953147888 Epoch 3: train loss 0.6490031985136179 Epoch 3: val loss 0.6287897825241089 Epoch 4: train loss 0.6453922207538898 Epoch 4: val loss 0.6241264939308167 Epoch 5: train loss 0.6371205219855676 Epoch 5: val loss 0.6220399141311646 Epoch 6: train loss 0.6291304230690002 Epoch 6: val loss 0.6192870736122131 Epoch 7: train loss 0.6264700385240408 Epoch 7: val loss 0.615156352519989 Epoch 8: train loss 0.6289821083729084 Epoch 8: val loss 0.6151736378669739 Epoch 9: train loss 0.6142499492718623 Epoch 9: val loss 0.6137642860412598 Epoch 10: train loss 0.6027254737340487 Epoch 10: val loss 0.6135942339897156 Epoch 11: train loss 0.6007778598712041 Epoch 11: val loss 0.6140785217285156 Epoch 12: train loss 0.589742376254155 Epoch 12: val loss 0.6144819259643555 Epoch 13: train loss 0.5977765505130475 Epoch 13: val loss 0.6159619688987732 Epoch 14: train loss 0.5854218923128568 Epoch 14: val loss 0.6186359524726868 Epoch 15: train loss 0.5794230447365687 Epoch 15: val loss 0.6179044246673584 Epoch 16: train loss 0.5727248512781583 Epoch 16: val loss 0.6203988194465637 Epoch 17: train loss 0.562126331604444 Epoch 17: val loss 0.6282591819763184 Epoch 18: train loss 0.5549123860322512 Epoch 18: val loss 0.6353834867477417 Epoch 19: train loss 0.5432422780073606 Epoch 19: val loss 0.6385588049888611 Epoch 20: train loss 0.5666233599185944 Epoch 20: val loss 0.6445196866989136 Epoch 21: train loss 0.5478722361417917 Epoch 21: val loss 0.6551731824874878 Epoch 22: train loss 0.5581425038667825 Epoch 22: val loss 0.6553452610969543 Epoch 23: train loss 0.5402153271895188 Epoch 23: val loss 0.6589885950088501 Epoch 24: train loss 0.5382986733546624 Epoch 24: val loss 0.660384476184845
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6997440503193781 Epoch 0: val loss 0.6890270113945007 Epoch 1: train loss 0.6951265197533828 Epoch 1: val loss 0.6837229132652283 Epoch 2: train loss 0.6746678306506231 Epoch 2: val loss 0.6789229512214661 Epoch 3: train loss 0.6783458086160513 Epoch 3: val loss 0.6744173169136047 Epoch 4: train loss 0.6664280616320096 Epoch 4: val loss 0.6650480031967163 Epoch 5: train loss 0.6638902058968177 Epoch 5: val loss 0.6624925136566162 Epoch 6: train loss 0.6408258080482483 Epoch 6: val loss 0.6573649048805237 Epoch 7: train loss 0.630137026309967 Epoch 7: val loss 0.6531923413276672 Epoch 8: train loss 0.6390500618861272 Epoch 8: val loss 0.6492213010787964 Epoch 9: train loss 0.6170211113416232 Epoch 9: val loss 0.6528692841529846 Epoch 10: train loss 0.610202317054455 Epoch 10: val loss 0.6461297273635864 Epoch 11: train loss 0.6131469974151025 Epoch 11: val loss 0.6460383534431458 Epoch 12: train loss 0.6056027870911819 Epoch 12: val loss 0.6433486342430115 Epoch 13: train loss 0.6050623334371127 Epoch 13: val loss 0.63716721534729 Epoch 14: train loss 0.5807825166445512 Epoch 14: val loss 0.6335911154747009 Epoch 15: train loss 0.5828503278585581 Epoch 15: val loss 0.6404334902763367 Epoch 16: train loss 0.5572890455906208 Epoch 16: val loss 0.6333779692649841 Epoch 17: train loss 0.5688391488332015 Epoch 17: val loss 0.6403198838233948 Epoch 18: train loss 0.563061943420997 Epoch 18: val loss 0.6324341893196106 Epoch 19: train loss 0.5696637882636144 Epoch 19: val loss 0.6364202499389648 Epoch 20: train loss 0.5726415056448716 Epoch 20: val loss 0.6362099647521973 Epoch 21: train loss 0.5639570172016437 Epoch 21: val loss 0.6389391422271729 Epoch 22: train loss 0.5590346386799445 Epoch 22: val loss 0.6531516313552856 Epoch 23: train loss 0.5496273453419025 Epoch 23: val loss 0.6586183309555054 Epoch 24: train loss 0.5426815862839038 Epoch 24: val loss 0.6539877653121948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6937836500314566 Epoch 0: val loss 0.686860203742981 Epoch 1: train loss 0.6708389841593229 Epoch 1: val loss 0.68982994556427 Epoch 2: train loss 0.6527043076661917 Epoch 2: val loss 0.6899877786636353 Epoch 3: train loss 0.646377159998967 Epoch 3: val loss 0.6868633031845093 Epoch 4: train loss 0.6451030236024123 Epoch 4: val loss 0.6781647801399231 Epoch 5: train loss 0.6276978896214411 Epoch 5: val loss 0.6754980087280273 Epoch 6: train loss 0.6210678815841675 Epoch 6: val loss 0.6753141283988953 Epoch 7: train loss 0.6222862876378573 Epoch 7: val loss 0.6706869006156921 Epoch 8: train loss 0.6305928551233732 Epoch 8: val loss 0.6699477434158325 Epoch 9: train loss 0.6143244092281048 Epoch 9: val loss 0.6641196608543396 Epoch 10: train loss 0.6053627454317533 Epoch 10: val loss 0.6703364849090576 Epoch 11: train loss 0.60914146900177 Epoch 11: val loss 0.6664815545082092 Epoch 12: train loss 0.6128090436641986 Epoch 12: val loss 0.6608113050460815 Epoch 13: train loss 0.5913232519076421 Epoch 13: val loss 0.6672379970550537 Epoch 14: train loss 0.5784018223102276 Epoch 14: val loss 0.6632832884788513 Epoch 15: train loss 0.5913122846530035 Epoch 15: val loss 0.6667515635490417 Epoch 16: train loss 0.5861766521747296 Epoch 16: val loss 0.6613378524780273 Epoch 17: train loss 0.567751909677799 Epoch 17: val loss 0.6631554365158081 Epoch 18: train loss 0.5713183352580438 Epoch 18: val loss 0.6630535125732422 Epoch 19: train loss 0.5603347168518946 Epoch 19: val loss 0.6645057201385498 Epoch 20: train loss 0.5702857833642226 Epoch 20: val loss 0.6689179539680481 Epoch 21: train loss 0.5399249425301185 Epoch 21: val loss 0.6681413650512695 Epoch 22: train loss 0.5376899104851943 Epoch 22: val loss 0.6650180816650391 Epoch 23: train loss 0.5548235086294321 Epoch 23: val loss 0.6671239733695984 Epoch 24: train loss 0.5247754936034863 Epoch 24: val loss 0.6598056554794312
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6968924298005945 Epoch 0: val loss 0.6855497360229492 Epoch 1: train loss 0.684292263844434 Epoch 1: val loss 0.6763812899589539 Epoch 2: train loss 0.6640518588178298 Epoch 2: val loss 0.6621997356414795 Epoch 3: train loss 0.6577023968977087 Epoch 3: val loss 0.6569472551345825 Epoch 4: train loss 0.6531755082747516 Epoch 4: val loss 0.6517000794410706 Epoch 5: train loss 0.6420318028506111 Epoch 5: val loss 0.6534416675567627 Epoch 6: train loss 0.6323664258508122 Epoch 6: val loss 0.6461032032966614 Epoch 7: train loss 0.614759154179517 Epoch 7: val loss 0.6539350152015686 Epoch 8: train loss 0.6223386736477122 Epoch 8: val loss 0.6460124850273132 Epoch 9: train loss 0.6070936918258667 Epoch 9: val loss 0.6615768074989319 Epoch 10: train loss 0.5973774545332965 Epoch 10: val loss 0.6580030918121338 Epoch 11: train loss 0.6119586124139673 Epoch 11: val loss 0.6510000228881836 Epoch 12: train loss 0.6079377567066866 Epoch 12: val loss 0.6596605181694031 Epoch 13: train loss 0.5911621801993426 Epoch 13: val loss 0.6733648777008057 Epoch 14: train loss 0.5816480342079612 Epoch 14: val loss 0.6654912829399109 Epoch 15: train loss 0.5994045068235958 Epoch 15: val loss 0.6676813364028931 Epoch 16: train loss 0.573881645413006 Epoch 16: val loss 0.6811119318008423 Epoch 17: train loss 0.5663877462639528 Epoch 17: val loss 0.6833292841911316 Epoch 18: train loss 0.5806809698834139 Epoch 18: val loss 0.6893200278282166 Epoch 19: train loss 0.5765422196949229 Epoch 19: val loss 0.6853587627410889
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957191824913025 Epoch 0: val loss 0.6861458420753479 Epoch 1: train loss 0.6911411732435226 Epoch 1: val loss 0.6829289197921753 Epoch 2: train loss 0.6859821975231171 Epoch 2: val loss 0.680601179599762 Epoch 3: train loss 0.6771359592676163 Epoch 3: val loss 0.680869460105896 Epoch 4: train loss 0.6734979450702667 Epoch 4: val loss 0.6811548471450806 Epoch 5: train loss 0.6622978995243708 Epoch 5: val loss 0.6830068826675415 Epoch 6: train loss 0.6593518058458964 Epoch 6: val loss 0.6844692826271057 Epoch 7: train loss 0.6501930505037308 Epoch 7: val loss 0.6844142079353333 Epoch 8: train loss 0.6500350584586462 Epoch 8: val loss 0.6863378286361694 Epoch 9: train loss 0.647941788037618 Epoch 9: val loss 0.6864482164382935 Epoch 10: train loss 0.6409092595179876 Epoch 10: val loss 0.687479555606842 Epoch 11: train loss 0.6368966201941172 Epoch 11: val loss 0.6887279152870178 Epoch 12: train loss 0.6401429076989492 Epoch 12: val loss 0.6854718923568726 Epoch 13: train loss 0.6450663655996323 Epoch 13: val loss 0.6843813061714172 Epoch 14: train loss 0.640205129981041 Epoch 14: val loss 0.6866798400878906 Epoch 15: train loss 0.6132005751132965 Epoch 15: val loss 0.6926032304763794 Epoch 16: train loss 0.6152306646108627 Epoch 16: val loss 0.6946219801902771 Epoch 17: train loss 0.6085402319828669 Epoch 17: val loss 0.6998386979103088 Epoch 18: train loss 0.6263200690348943 Epoch 18: val loss 0.6927279233932495 Epoch 19: train loss 0.6163281699021658 Epoch 19: val loss 0.6905106902122498 Epoch 20: train loss 0.6037965615590414 Epoch 20: val loss 0.6901024580001831 Epoch 21: train loss 0.5973340719938278 Epoch 21: val loss 0.6923962235450745 Epoch 22: train loss 0.5837812374035517 Epoch 22: val loss 0.7035879492759705 Epoch 23: train loss 0.5990615909298261 Epoch 23: val loss 0.6972602009773254 Epoch 24: train loss 0.5996261040369669 Epoch 24: val loss 0.6944938898086548
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092015047868093 Epoch 0: val loss 0.6984626650810242 Epoch 1: train loss 0.6939262996117274 Epoch 1: val loss 0.6958961486816406 Epoch 2: train loss 0.6828031887610754 Epoch 2: val loss 0.6924606561660767 Epoch 3: train loss 0.6736389944950739 Epoch 3: val loss 0.691504180431366 Epoch 4: train loss 0.6634011417627335 Epoch 4: val loss 0.689214289188385 Epoch 5: train loss 0.6623273640871048 Epoch 5: val loss 0.6893489956855774 Epoch 6: train loss 0.6512846102317175 Epoch 6: val loss 0.6933356523513794 Epoch 7: train loss 0.6507112681865692 Epoch 7: val loss 0.6936631798744202 Epoch 8: train loss 0.6606835673252741 Epoch 8: val loss 0.6931723952293396 Epoch 9: train loss 0.641488586862882 Epoch 9: val loss 0.6929338574409485 Epoch 10: train loss 0.6339708864688873 Epoch 10: val loss 0.6919499635696411 Epoch 11: train loss 0.6411549150943756 Epoch 11: val loss 0.6907004714012146 Epoch 12: train loss 0.626541942358017 Epoch 12: val loss 0.6909142732620239 Epoch 13: train loss 0.6217793424924215 Epoch 13: val loss 0.688869059085846 Epoch 14: train loss 0.6248566011587778 Epoch 14: val loss 0.6867080330848694 Epoch 15: train loss 0.6230782220760981 Epoch 15: val loss 0.6849873661994934 Epoch 16: train loss 0.6178167213996252 Epoch 16: val loss 0.695309042930603 Epoch 17: train loss 0.6149296710888544 Epoch 17: val loss 0.6921288371086121 Epoch 18: train loss 0.6068340117732683 Epoch 18: val loss 0.6907926201820374 Epoch 19: train loss 0.6225679318110148 Epoch 19: val loss 0.6954743266105652 Epoch 20: train loss 0.6121940414110819 Epoch 20: val loss 0.6948116421699524 Epoch 21: train loss 0.6044163554906845 Epoch 21: val loss 0.6847957968711853 Epoch 22: train loss 0.5898462533950806 Epoch 22: val loss 0.6892990469932556 Epoch 23: train loss 0.607041652003924 Epoch 23: val loss 0.6945674419403076 Epoch 24: train loss 0.5875415454308192 Epoch 24: val loss 0.7027995586395264
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7070811142524084 Epoch 0: val loss 0.6881841421127319 Epoch 1: train loss 0.689755822221438 Epoch 1: val loss 0.6868960857391357 Epoch 2: train loss 0.678754116098086 Epoch 2: val loss 0.686613142490387 Epoch 3: train loss 0.6762506614128748 Epoch 3: val loss 0.6855114698410034 Epoch 4: train loss 0.6713404605786005 Epoch 4: val loss 0.6853402256965637 Epoch 5: train loss 0.654139369726181 Epoch 5: val loss 0.6849220395088196 Epoch 6: train loss 0.6647968341906866 Epoch 6: val loss 0.6853963136672974 Epoch 7: train loss 0.6569988479216894 Epoch 7: val loss 0.685491681098938 Epoch 8: train loss 0.657186488310496 Epoch 8: val loss 0.6835242509841919 Epoch 9: train loss 0.6571278721094131 Epoch 9: val loss 0.6846498250961304 Epoch 10: train loss 0.641925185918808 Epoch 10: val loss 0.6839286088943481 Epoch 11: train loss 0.637887105345726 Epoch 11: val loss 0.6827105283737183 Epoch 12: train loss 0.644815723101298 Epoch 12: val loss 0.6846669316291809 Epoch 13: train loss 0.6224179069201151 Epoch 13: val loss 0.6848948001861572 Epoch 14: train loss 0.6431869914134344 Epoch 14: val loss 0.6862894296646118 Epoch 15: train loss 0.6309112360080084 Epoch 15: val loss 0.6903711557388306 Epoch 16: train loss 0.6146966516971588 Epoch 16: val loss 0.6886819005012512 Epoch 17: train loss 0.6248406122128168 Epoch 17: val loss 0.6897186636924744 Epoch 18: train loss 0.6104421466588974 Epoch 18: val loss 0.6869890689849854 Epoch 19: train loss 0.6199899266163508 Epoch 19: val loss 0.6923083662986755 Epoch 20: train loss 0.6170933693647385 Epoch 20: val loss 0.6915449500083923 Epoch 21: train loss 0.6173517058293024 Epoch 21: val loss 0.6991015076637268 Epoch 22: train loss 0.6136052211125692 Epoch 22: val loss 0.6973584294319153 Epoch 23: train loss 0.5920927772919337 Epoch 23: val loss 0.7032220959663391 Epoch 24: train loss 0.5926554749409357 Epoch 24: val loss 0.7005413770675659
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.716785783569018 Epoch 0: val loss 0.6993549466133118 Epoch 1: train loss 0.6892348229885101 Epoch 1: val loss 0.6996498703956604 Epoch 2: train loss 0.6780181427796682 Epoch 2: val loss 0.6919240951538086 Epoch 3: train loss 0.6655533313751221 Epoch 3: val loss 0.6895966529846191 Epoch 4: train loss 0.6645744889974594 Epoch 4: val loss 0.6918065547943115 Epoch 5: train loss 0.6797753572463989 Epoch 5: val loss 0.6908085942268372 Epoch 6: train loss 0.6566368937492371 Epoch 6: val loss 0.6862279772758484 Epoch 7: train loss 0.6505253265301386 Epoch 7: val loss 0.6868975162506104 Epoch 8: train loss 0.6477322429418564 Epoch 8: val loss 0.6930049657821655 Epoch 9: train loss 0.6434639245271683 Epoch 9: val loss 0.6933637261390686 Epoch 10: train loss 0.6427689294020335 Epoch 10: val loss 0.697649359703064 Epoch 11: train loss 0.6233537942171097 Epoch 11: val loss 0.7019022703170776 Epoch 12: train loss 0.6295322403311729 Epoch 12: val loss 0.7015568614006042 Epoch 13: train loss 0.6299497832854589 Epoch 13: val loss 0.6996999979019165 Epoch 14: train loss 0.6137418746948242 Epoch 14: val loss 0.6984461545944214 Epoch 15: train loss 0.6062633742888769 Epoch 15: val loss 0.6928162574768066 Epoch 16: train loss 0.6197496453921 Epoch 16: val loss 0.7039557695388794 Epoch 17: train loss 0.6094010571638743 Epoch 17: val loss 0.6959043741226196 Epoch 18: train loss 0.5966223975022634 Epoch 18: val loss 0.691169798374176 Epoch 19: train loss 0.6077254563570023 Epoch 19: val loss 0.6927487254142761 Epoch 20: train loss 0.6074447085460027 Epoch 20: val loss 0.6978753209114075 Epoch 21: train loss 0.5846406693259875 Epoch 21: val loss 0.7020623087882996 Epoch 22: train loss 0.577428787946701 Epoch 22: val loss 0.7006955742835999 Epoch 23: train loss 0.5833304847280184 Epoch 23: val loss 0.6964265704154968 Epoch 24: train loss 0.5573512017726898 Epoch 24: val loss 0.6906308531761169
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6829081624746323 Epoch 0: val loss 0.6716129183769226 Epoch 1: train loss 0.6874433495104313 Epoch 1: val loss 0.6613300442695618 Epoch 2: train loss 0.6750394180417061 Epoch 2: val loss 0.6558979153633118 Epoch 3: train loss 0.6715072654187679 Epoch 3: val loss 0.6541609168052673 Epoch 4: train loss 0.6725838407874107 Epoch 4: val loss 0.6545910239219666 Epoch 5: train loss 0.6601447463035583 Epoch 5: val loss 0.6490447521209717 Epoch 6: train loss 0.6594200059771538 Epoch 6: val loss 0.6474615335464478 Epoch 7: train loss 0.6453954242169857 Epoch 7: val loss 0.6527060270309448 Epoch 8: train loss 0.6450708024203777 Epoch 8: val loss 0.6470099091529846 Epoch 9: train loss 0.6480005756020546 Epoch 9: val loss 0.6433936953544617 Epoch 10: train loss 0.6390499025583267 Epoch 10: val loss 0.6403777599334717 Epoch 11: train loss 0.6439163535833359 Epoch 11: val loss 0.6413849592208862 Epoch 12: train loss 0.6296211518347263 Epoch 12: val loss 0.6429101824760437
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
11 Epoch 0: train loss 0.6834077324186053 Epoch 0: val loss 0.6651164889335632 Epoch 1: train loss 0.6495949966566903 Epoch 1: val loss 0.6467530131340027 Epoch 2: train loss 0.6457605532237461 Epoch 2: val loss 0.6327786445617676 Epoch 3: train loss 0.6331421903201512 Epoch 3: val loss 0.6202288269996643 Epoch 4: train loss 0.577308007649013 Epoch 4: val loss 0.6090510487556458 Epoch 5: train loss 0.5711024275847844 Epoch 5: val loss 0.6011022329330444 Epoch 6: train loss 0.6143546870776585 Epoch 6: val loss 0.5937901139259338 Epoch 7: train loss 0.5501307334218707 Epoch 7: val loss 0.5853244662284851 Epoch 8: train loss 0.5339786963803428 Epoch 8: val loss 0.5821636319160461 Epoch 9: train loss 0.5426594018936157 Epoch 9: val loss 0.5818294882774353 Epoch 10: train loss 0.5584050714969635 Epoch 10: val loss 0.577755331993103 Epoch 11: train loss 0.4978790921824319 Epoch 11: val loss 0.5736922025680542 Epoch 12: train loss 0.5358110921723502 Epoch 12: val loss 0.5715509653091431 Epoch 13: train loss 0.5135052672454289 Epoch 13: val loss 0.5697858333587646 Epoch 14: train loss 0.5955313614436558 Epoch 14: val loss 0.568638801574707 Epoch 15: train loss 0.5928880316870553 Epoch 15: val loss 0.5684160590171814 Epoch 16: train loss 0.517556654555457 Epoch 16: val loss 0.5746839642524719 Epoch 17: train loss 0.5274316583360944 Epoch 17: val loss 0.5746814608573914 Epoch 18: train loss 0.4942885083811624 Epoch 18: val loss 0.5750964283943176 Epoch 19: train loss 0.5647464181695666 Epoch 19: val loss 0.5726556181907654 Epoch 20: train loss 0.5680992603302002 Epoch 20: val loss 0.5704243779182434 Epoch 21: train loss 0.46516690083912443 Epoch 21: val loss 0.5695616602897644 Epoch 22: train loss 0.47275153015341076 Epoch 22: val loss 0.5746644139289856 Epoch 23: train loss 0.4555652418306896 Epoch 23: val loss 0.5847517251968384 Epoch 24: train loss 0.503736504486629 Epoch 24: val loss 0.592680037021637
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6540464503424508 Epoch 0: val loss 0.6367778182029724 Epoch 1: train loss 0.6043369046279362 Epoch 1: val loss 0.6133901476860046 Epoch 2: train loss 0.6101635609354291 Epoch 2: val loss 0.5973779559135437 Epoch 3: train loss 0.6088410871369498 Epoch 3: val loss 0.5825812220573425 Epoch 4: train loss 0.6005614485059466 Epoch 4: val loss 0.5847106575965881 Epoch 5: train loss 0.6281766465732029 Epoch 5: val loss 0.5895905494689941 Epoch 6: train loss 0.5863021867615836 Epoch 6: val loss 0.5911418199539185 Epoch 7: train loss 0.566244683095387 Epoch 7: val loss 0.5977504253387451 Epoch 8: train loss 0.5412811296326774 Epoch 8: val loss 0.5945261120796204 Epoch 9: train loss 0.551311194896698 Epoch 9: val loss 0.5930818915367126 Epoch 10: train loss 0.5342388365949903 Epoch 10: val loss 0.5835573673248291 Epoch 11: train loss 0.5442178206784385 Epoch 11: val loss 0.5803331732749939 Epoch 12: train loss 0.5403641377176557 Epoch 12: val loss 0.575468897819519 Epoch 13: train loss 0.5352861838681358 Epoch 13: val loss 0.5756723284721375 Epoch 14: train loss 0.5900560872895377 Epoch 14: val loss 0.5833085179328918 Epoch 15: train loss 0.5368834819112506 Epoch 15: val loss 0.5889232158660889 Epoch 16: train loss 0.5649869314261845 Epoch 16: val loss 0.5891671776771545 Epoch 17: train loss 0.5041617921420506 Epoch 17: val loss 0.5888828635215759 Epoch 18: train loss 0.5457691677979061 Epoch 18: val loss 0.5999860167503357 Epoch 19: train loss 0.5463792639119285 Epoch 19: val loss 0.620180606842041 Epoch 20: train loss 0.507985600403377 Epoch 20: val loss 0.6105126738548279 Epoch 21: train loss 0.5276603996753693 Epoch 21: val loss 0.5955884456634521 Epoch 22: train loss 0.5091489936624255 Epoch 22: val loss 0.5826972126960754 Epoch 23: train loss 0.5110354551247188 Epoch 23: val loss 0.5919550061225891 Epoch 24: train loss 0.49124692593302044 Epoch 24: val loss 0.6021485328674316
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6840862887246268 Epoch 0: val loss 0.6073603630065918 Epoch 1: train loss 0.6497592500277928 Epoch 1: val loss 0.5867292881011963 Epoch 2: train loss 0.611640887601035 Epoch 2: val loss 0.5889490842819214 Epoch 3: train loss 0.5967641643115452 Epoch 3: val loss 0.5910619497299194 Epoch 4: train loss 0.592141832624163 Epoch 4: val loss 0.5952516794204712 Epoch 5: train loss 0.5704905986785889 Epoch 5: val loss 0.5990341901779175 Epoch 6: train loss 0.548463727746691 Epoch 6: val loss 0.5969116687774658 Epoch 7: train loss 0.6107205705983298 Epoch 7: val loss 0.5976580381393433 Epoch 8: train loss 0.5492050434861865 Epoch 8: val loss 0.6070411205291748 Epoch 9: train loss 0.5647018338952746 Epoch 9: val loss 0.6060420870780945 Epoch 10: train loss 0.5390372616904122 Epoch 10: val loss 0.6009672284126282 Epoch 11: train loss 0.5183907789843423 Epoch 11: val loss 0.6093019843101501 Epoch 12: train loss 0.5306487594332013 Epoch 12: val loss 0.6185022592544556 Epoch 13: train loss 0.4979340689522879 Epoch 13: val loss 0.6193516850471497 Epoch 14: train loss 0.5703899690083095 Epoch 14: val loss 0.6263653635978699 Epoch 15: train loss 0.48371716482298716 Epoch 15: val loss 0.6481691002845764 Epoch 16: train loss 0.48235335520335604 Epoch 16: val loss 0.6496623754501343 Epoch 17: train loss 0.5225800914423806 Epoch 17: val loss 0.6445807218551636 Epoch 18: train loss 0.4914783111640385 Epoch 18: val loss 0.6569679975509644 Epoch 19: train loss 0.4903339615889958 Epoch 19: val loss 0.6898654699325562 Epoch 20: train loss 0.5342268177441188 Epoch 20: val loss 0.681673526763916 Epoch 21: train loss 0.4877385411943708 Epoch 21: val loss 0.6555057168006897 Epoch 22: train loss 0.5640465063708169 Epoch 22: val loss 0.6506176590919495 Epoch 23: train loss 0.48611620494297575 Epoch 23: val loss 0.6619641184806824 Epoch 24: train loss 0.4638195591313498 Epoch 24: val loss 0.6609170436859131
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789769019399371 Epoch 0: val loss 0.6527464389801025 Epoch 1: train loss 0.6300737091473171 Epoch 1: val loss 0.6352408528327942 Epoch 2: train loss 0.6097927689552307 Epoch 2: val loss 0.6251353621482849 Epoch 3: train loss 0.5855009640966143 Epoch 3: val loss 0.6235925555229187 Epoch 4: train loss 0.5821177363395691 Epoch 4: val loss 0.6217243671417236 Epoch 5: train loss 0.5575676304953439 Epoch 5: val loss 0.6211134195327759 Epoch 6: train loss 0.5688098583902631 Epoch 6: val loss 0.6177685260772705 Epoch 7: train loss 0.5602239455495562 Epoch 7: val loss 0.6111745238304138 Epoch 8: train loss 0.5460129933697837 Epoch 8: val loss 0.6015741229057312 Epoch 9: train loss 0.5588351360389164 Epoch 9: val loss 0.5937432646751404 Epoch 10: train loss 0.5692847626549857 Epoch 10: val loss 0.5840643048286438 Epoch 11: train loss 0.5760895567280906 Epoch 11: val loss 0.5794625878334045 Epoch 12: train loss 0.5893957274300712 Epoch 12: val loss 0.5810021758079529 Epoch 13: train loss 0.5479047341006142 Epoch 13: val loss 0.5823955535888672 Epoch 14: train loss 0.5067222607987267 Epoch 14: val loss 0.580712080001831 Epoch 15: train loss 0.5378792073045459 Epoch 15: val loss 0.5866277813911438 Epoch 16: train loss 0.5151377660887582 Epoch 16: val loss 0.588029682636261 Epoch 17: train loss 0.5094219829354968 Epoch 17: val loss 0.5954602956771851 Epoch 18: train loss 0.531182621206556 Epoch 18: val loss 0.597429633140564 Epoch 19: train loss 0.5393474953515189 Epoch 19: val loss 0.589417576789856 Epoch 20: train loss 0.5046211225645882 Epoch 20: val loss 0.5727460384368896 Epoch 21: train loss 0.5368702156203133 Epoch 21: val loss 0.5714014172554016 Epoch 22: train loss 0.5134568129267011 Epoch 22: val loss 0.575084924697876 Epoch 23: train loss 0.5250380209514073 Epoch 23: val loss 0.5856214761734009 Epoch 24: train loss 0.49355145011629376 Epoch 24: val loss 0.5894706845283508
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.670558922820621 Epoch 0: val loss 0.619655191898346 Epoch 1: train loss 0.642446842458513 Epoch 1: val loss 0.5867822170257568 Epoch 2: train loss 0.5976511405573951 Epoch 2: val loss 0.5705235600471497 Epoch 3: train loss 0.5682530138227675 Epoch 3: val loss 0.5806342959403992 Epoch 4: train loss 0.5512848231527541 Epoch 4: val loss 0.592062771320343 Epoch 5: train loss 0.5610844592253367 Epoch 5: val loss 0.5952140688896179 Epoch 6: train loss 0.5441662271817526 Epoch 6: val loss 0.6094918847084045 Epoch 7: train loss 0.552195754316118 Epoch 7: val loss 0.6170885562896729 Epoch 8: train loss 0.5351662205325233 Epoch 8: val loss 0.6201229095458984 Epoch 9: train loss 0.5349825157059563 Epoch 9: val loss 0.5989586114883423 Epoch 10: train loss 0.5060552524195777 Epoch 10: val loss 0.6019439101219177 Epoch 11: train loss 0.5095422367254893 Epoch 11: val loss 0.6185263991355896 Epoch 12: train loss 0.5248762634065416 Epoch 12: val loss 0.6410391330718994 Epoch 13: train loss 0.5201775696542528 Epoch 13: val loss 0.6414729952812195 Epoch 14: train loss 0.5260702537165748 Epoch 14: val loss 0.6544194221496582 Epoch 15: train loss 0.5654001302189298 Epoch 15: val loss 0.6556198596954346
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7005540505051613 Epoch 0: val loss 0.6713884472846985 Epoch 1: train loss 0.6681732386350632 Epoch 1: val loss 0.6539299488067627 Epoch 2: train loss 0.6263381093740463 Epoch 2: val loss 0.6301124095916748 Epoch 3: train loss 0.5919306203722954 Epoch 3: val loss 0.6050765514373779 Epoch 4: train loss 0.5579188913106918 Epoch 4: val loss 0.5839426517486572 Epoch 5: train loss 0.5324853174388409 Epoch 5: val loss 0.5628723502159119 Epoch 6: train loss 0.5348353236913681 Epoch 6: val loss 0.5464161038398743 Epoch 7: train loss 0.4942180886864662 Epoch 7: val loss 0.5354299545288086 Epoch 8: train loss 0.48396410048007965 Epoch 8: val loss 0.5238435864448547 Epoch 9: train loss 0.48103196918964386 Epoch 9: val loss 0.530572235584259 Epoch 10: train loss 0.46052904054522514 Epoch 10: val loss 0.5317856669425964 Epoch 11: train loss 0.4682844243943691 Epoch 11: val loss 0.5275980830192566 Epoch 12: train loss 0.4578954428434372 Epoch 12: val loss 0.5293927788734436 Epoch 13: train loss 0.4310651533305645 Epoch 13: val loss 0.5343101024627686 Epoch 14: train loss 0.45337097719311714 Epoch 14: val loss 0.535111665725708 Epoch 15: train loss 0.4280579574406147 Epoch 15: val loss 0.5446843504905701 Epoch 16: train loss 0.44333547353744507 Epoch 16: val loss 0.5504077076911926 Epoch 17: train loss 0.42386125959455967 Epoch 17: val loss 0.5368553400039673 Epoch 18: train loss 0.4176877811551094 Epoch 18: val loss 0.5448440313339233 Epoch 19: train loss 0.4253064878284931 Epoch 19: val loss 0.5391611456871033 Epoch 20: train loss 0.4167199842631817 Epoch 20: val loss 0.5510265231132507 Epoch 21: train loss 0.4187612645328045 Epoch 21: val loss 0.5433298945426941 Epoch 22: train loss 0.3985303193330765 Epoch 22: val loss 0.5564520955085754 Epoch 23: train loss 0.3971192203462124 Epoch 23: val loss 0.5562047362327576 Epoch 24: train loss 0.384520448744297 Epoch 24: val loss 0.5669324994087219
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6986319273710251 Epoch 0: val loss 0.669640302658081 Epoch 1: train loss 0.6378285884857178 Epoch 1: val loss 0.6299266815185547 Epoch 2: train loss 0.6049877256155014 Epoch 2: val loss 0.5921063423156738 Epoch 3: train loss 0.5779842436313629 Epoch 3: val loss 0.5690993070602417 Epoch 4: train loss 0.5459066703915596 Epoch 4: val loss 0.5450794100761414 Epoch 5: train loss 0.5365220792591572 Epoch 5: val loss 0.5373932123184204 Epoch 6: train loss 0.5221198871731758 Epoch 6: val loss 0.5338330864906311 Epoch 7: train loss 0.5241004191339016 Epoch 7: val loss 0.5336541533470154 Epoch 8: train loss 0.5166419669985771 Epoch 8: val loss 0.5229678750038147 Epoch 9: train loss 0.5121691264212132 Epoch 9: val loss 0.5278918147087097 Epoch 10: train loss 0.49654198065400124 Epoch 10: val loss 0.531413197517395 Epoch 11: train loss 0.4861755222082138 Epoch 11: val loss 0.5370622873306274 Epoch 12: train loss 0.4840833470225334 Epoch 12: val loss 0.53271484375 Epoch 13: train loss 0.4736337587237358 Epoch 13: val loss 0.5310884118080139 Epoch 14: train loss 0.4713078401982784 Epoch 14: val loss 0.5299917459487915 Epoch 15: train loss 0.4726506806910038 Epoch 15: val loss 0.5330207347869873 Epoch 16: train loss 0.4620294012129307 Epoch 16: val loss 0.5375211834907532 Epoch 17: train loss 0.4461855851113796 Epoch 17: val loss 0.5388538241386414 Epoch 18: train loss 0.45509379729628563 Epoch 18: val loss 0.5392870903015137 Epoch 19: train loss 0.45154421404004097 Epoch 19: val loss 0.540459156036377 Epoch 20: train loss 0.45452140644192696 Epoch 20: val loss 0.5468409657478333 Epoch 21: train loss 0.43460996076464653 Epoch 21: val loss 0.5476906299591064 Epoch 22: train loss 0.4227982871234417 Epoch 22: val loss 0.549380362033844 Epoch 23: train loss 0.42968083173036575 Epoch 23: val loss 0.553429126739502 Epoch 24: train loss 0.4000656269490719 Epoch 24: val loss 0.554492712020874
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7033807411789894 Epoch 0: val loss 0.6701299548149109 Epoch 1: train loss 0.6526572704315186 Epoch 1: val loss 0.63458251953125 Epoch 2: train loss 0.6097204014658928 Epoch 2: val loss 0.6049638986587524 Epoch 3: train loss 0.5645654015243053 Epoch 3: val loss 0.5763695240020752 Epoch 4: train loss 0.5442337952554226 Epoch 4: val loss 0.5515608191490173 Epoch 5: train loss 0.5215229392051697 Epoch 5: val loss 0.5329770445823669 Epoch 6: train loss 0.49175819754600525 Epoch 6: val loss 0.529580295085907 Epoch 7: train loss 0.49904440343379974 Epoch 7: val loss 0.5311950445175171 Epoch 8: train loss 0.4829266369342804 Epoch 8: val loss 0.5333889126777649 Epoch 9: train loss 0.464084692299366 Epoch 9: val loss 0.5364821553230286 Epoch 10: train loss 0.45841317996382713 Epoch 10: val loss 0.5383477210998535 Epoch 11: train loss 0.46847420185804367 Epoch 11: val loss 0.5400983691215515 Epoch 12: train loss 0.4558030106127262 Epoch 12: val loss 0.5402988791465759 Epoch 13: train loss 0.46420741081237793 Epoch 13: val loss 0.5472850799560547 Epoch 14: train loss 0.44483522325754166 Epoch 14: val loss 0.554030179977417 Epoch 15: train loss 0.4249652102589607 Epoch 15: val loss 0.5558386445045471 Epoch 16: train loss 0.41939453035593033 Epoch 16: val loss 0.5573903918266296 Epoch 17: train loss 0.43295997753739357 Epoch 17: val loss 0.5530070066452026 Epoch 18: train loss 0.42285842075943947 Epoch 18: val loss 0.5557968616485596 Epoch 19: train loss 0.4214867725968361 Epoch 19: val loss 0.558538019657135 Epoch 20: train loss 0.4269375503063202 Epoch 20: val loss 0.5609278678894043 Epoch 21: train loss 0.4136524759232998 Epoch 21: val loss 0.5576585531234741 Epoch 22: train loss 0.4173768386244774 Epoch 22: val loss 0.5640267729759216 Epoch 23: train loss 0.4106869548559189 Epoch 23: val loss 0.573401927947998 Epoch 24: train loss 0.40723537281155586 Epoch 24: val loss 0.5670322775840759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6797640770673752 Epoch 0: val loss 0.6504958271980286 Epoch 1: train loss 0.6289501264691353 Epoch 1: val loss 0.6035588383674622 Epoch 2: train loss 0.5898398607969284 Epoch 2: val loss 0.5589609742164612 Epoch 3: train loss 0.5445017144083977 Epoch 3: val loss 0.5292118787765503 Epoch 4: train loss 0.5238815322518349 Epoch 4: val loss 0.5120587348937988 Epoch 5: train loss 0.4978216849267483 Epoch 5: val loss 0.5068619847297668 Epoch 6: train loss 0.4974279813468456 Epoch 6: val loss 0.49733400344848633 Epoch 7: train loss 0.4975663162767887 Epoch 7: val loss 0.4986194372177124 Epoch 8: train loss 0.48071857169270515 Epoch 8: val loss 0.4982939064502716 Epoch 9: train loss 0.4524949975311756 Epoch 9: val loss 0.49915406107902527 Epoch 10: train loss 0.4432593993842602 Epoch 10: val loss 0.4948655068874359 Epoch 11: train loss 0.4592647925019264 Epoch 11: val loss 0.4954412877559662 Epoch 12: train loss 0.4407825320959091 Epoch 12: val loss 0.49389737844467163 Epoch 13: train loss 0.4414804168045521 Epoch 13: val loss 0.4951828420162201 Epoch 14: train loss 0.4568912982940674 Epoch 14: val loss 0.5005642771720886 Epoch 15: train loss 0.4537856951355934 Epoch 15: val loss 0.5068537592887878 Epoch 16: train loss 0.44503482431173325 Epoch 16: val loss 0.5247556567192078 Epoch 17: train loss 0.432241965085268 Epoch 17: val loss 0.514464259147644 Epoch 18: train loss 0.4236993230879307 Epoch 18: val loss 0.4959263801574707 Epoch 19: train loss 0.40967677906155586 Epoch 19: val loss 0.4957941174507141 Epoch 20: train loss 0.41830169409513474 Epoch 20: val loss 0.5111438035964966 Epoch 21: train loss 0.3863321766257286 Epoch 21: val loss 0.5132572650909424 Epoch 22: train loss 0.37586163356900215 Epoch 22: val loss 0.5181480646133423 Epoch 23: train loss 0.38096781447529793 Epoch 23: val loss 0.5237443447113037 Epoch 24: train loss 0.4115145578980446 Epoch 24: val loss 0.5179334878921509
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6667788028717041 Epoch 0: val loss 0.6377466320991516 Epoch 1: train loss 0.602146262472326 Epoch 1: val loss 0.6031433939933777 Epoch 2: train loss 0.5479100807146593 Epoch 2: val loss 0.5644275546073914 Epoch 3: train loss 0.5352929938923229 Epoch 3: val loss 0.5452728271484375 Epoch 4: train loss 0.5227855362675407 Epoch 4: val loss 0.538989245891571 Epoch 5: train loss 0.5030951581218026 Epoch 5: val loss 0.5391697883605957 Epoch 6: train loss 0.5014769489114935 Epoch 6: val loss 0.5202617645263672 Epoch 7: train loss 0.5021028247746554 Epoch 7: val loss 0.531096339225769
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6744060397148133 Epoch 0: val loss 0.6384122967720032 Epoch 1: train loss 0.6090022921562195 Epoch 1: val loss 0.5949256420135498 Epoch 2: train loss 0.5396917134523391 Epoch 2: val loss 0.5805882811546326 Epoch 3: train loss 0.5418015658855438 Epoch 3: val loss 0.5793590545654297 Epoch 4: train loss 0.5265831917524337 Epoch 4: val loss 0.5809502601623535 Epoch 5: train loss 0.5445988863706589 Epoch 5: val loss 0.5799055099487305 Epoch 6: train loss 0.520796874165535 Epoch 6: val loss 0.581712543964386 Epoch 7: train loss 0.5241656213998794 Epoch 7: val loss 0.5809553265571594 Epoch 8: train loss 0.49134544730186464 Epoch 8: val loss 0.5810539722442627 Epoch 9: train loss 0.49857620894908905 Epoch 9: val loss 0.5814504027366638 Epoch 10: train loss 0.4967953324317932 Epoch 10: val loss 0.5825769901275635 Epoch 11: train loss 0.46962266266345976 Epoch 11: val loss 0.5879603028297424 Epoch 12: train loss 0.4607594072818756 Epoch 12: val loss 0.5898144245147705 Epoch 13: train loss 0.46310278177261355 Epoch 13: val loss 0.5972872376441956 Epoch 14: train loss 0.45188733041286466 Epoch 14: val loss 0.5952582359313965 Epoch 15: train loss 0.486270135641098 Epoch 15: val loss 0.6030341982841492 Epoch 16: train loss 0.46621471643447876 Epoch 16: val loss 0.6010227799415588 Epoch 17: train loss 0.4560075908899307 Epoch 17: val loss 0.5987018346786499 Epoch 18: train loss 0.4417658746242523 Epoch 18: val loss 0.5976352095603943 Epoch 19: train loss 0.42852856367826464 Epoch 19: val loss 0.6101693511009216 Epoch 20: train loss 0.42641655206680296 Epoch 20: val loss 0.6205657720565796 Epoch 21: train loss 0.41995121389627454 Epoch 21: val loss 0.6333857178688049 Epoch 22: train loss 0.39863345921039584 Epoch 22: val loss 0.6346828937530518 Epoch 23: train loss 0.40878388583660125 Epoch 23: val loss 0.6350614428520203 Epoch 24: train loss 0.44782203137874604 Epoch 24: val loss 0.6312717795372009
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.654792845249176 Epoch 0: val loss 0.6185210943222046 Epoch 1: train loss 0.6075809895992279 Epoch 1: val loss 0.5860601663589478 Epoch 2: train loss 0.5523415178060531 Epoch 2: val loss 0.5642846822738647 Epoch 3: train loss 0.5386092752218247 Epoch 3: val loss 0.555335521697998 Epoch 4: train loss 0.5241472482681274 Epoch 4: val loss 0.5508352518081665 Epoch 5: train loss 0.4954301595687866 Epoch 5: val loss 0.5464907288551331 Epoch 6: train loss 0.5079434871673584 Epoch 6: val loss 0.5415922403335571 Epoch 7: train loss 0.5069862306118011 Epoch 7: val loss 0.5431907773017883 Epoch 8: train loss 0.49765499830245974 Epoch 8: val loss 0.5441027283668518 Epoch 9: train loss 0.4953638046979904 Epoch 9: val loss 0.5418880581855774 Epoch 10: train loss 0.48565016984939574 Epoch 10: val loss 0.5378162860870361 Epoch 11: train loss 0.488173246383667 Epoch 11: val loss 0.5300487279891968 Epoch 12: train loss 0.5295536637306213 Epoch 12: val loss 0.5314023494720459 Epoch 13: train loss 0.48367545902729037 Epoch 13: val loss 0.5304585695266724 Epoch 14: train loss 0.4783382713794708 Epoch 14: val loss 0.5340114831924438 Epoch 15: train loss 0.4935267478227615 Epoch 15: val loss 0.5359259247779846 Epoch 16: train loss 0.46857131123542783 Epoch 16: val loss 0.5352959632873535 Epoch 17: train loss 0.4693175584077835 Epoch 17: val loss 0.5305078625679016 Epoch 18: train loss 0.45162704288959504 Epoch 18: val loss 0.5288087129592896 Epoch 19: train loss 0.43913606107234954 Epoch 19: val loss 0.5325221419334412 Epoch 20: train loss 0.4436371147632599 Epoch 20: val loss 0.5310444831848145 Epoch 21: train loss 0.4532234162092209 Epoch 21: val loss 0.536551833152771 Epoch 22: train loss 0.4555688738822937 Epoch 22: val loss 0.5443064570426941 Epoch 23: train loss 0.44225973784923556 Epoch 23: val loss 0.5442087650299072 Epoch 24: train loss 0.430084103345871 Epoch 24: val loss 0.5442403554916382
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983267545700074 Epoch 0: val loss 0.6566619873046875 Epoch 1: train loss 0.6632082045078278 Epoch 1: val loss 0.6066668629646301 Epoch 2: train loss 0.6026446402072907 Epoch 2: val loss 0.5682282447814941 Epoch 3: train loss 0.5660624921321868 Epoch 3: val loss 0.5389420390129089 Epoch 4: train loss 0.5512530714273453 Epoch 4: val loss 0.5319300889968872 Epoch 5: train loss 0.529886269569397 Epoch 5: val loss 0.5307150483131409 Epoch 6: train loss 0.5043689996004105 Epoch 6: val loss 0.5276214480400085 Epoch 7: train loss 0.518413907289505 Epoch 7: val loss 0.5255635976791382 Epoch 8: train loss 0.49801015853881836 Epoch 8: val loss 0.5265128016471863 Epoch 9: train loss 0.4820771723985672 Epoch 9: val loss 0.5284885168075562 Epoch 10: train loss 0.490971702337265 Epoch 10: val loss 0.530180811882019 Epoch 11: train loss 0.47412145137786865 Epoch 11: val loss 0.5307657718658447 Epoch 12: train loss 0.4759759694337845 Epoch 12: val loss 0.5297666788101196 Epoch 13: train loss 0.4758100211620331 Epoch 13: val loss 0.5343908071517944 Epoch 14: train loss 0.4765679627656937 Epoch 14: val loss 0.5315241813659668 Epoch 15: train loss 0.4529177486896515 Epoch 15: val loss 0.536434531211853 Epoch 16: train loss 0.46095727384090424 Epoch 16: val loss 0.5291213393211365 Epoch 17: train loss 0.4611197471618652 Epoch 17: val loss 0.5331418514251709 Epoch 18: train loss 0.4593218356370926 Epoch 18: val loss 0.5268761515617371 Epoch 19: train loss 0.45496525168418883 Epoch 19: val loss 0.5296895503997803 Epoch 20: train loss 0.4276366174221039 Epoch 20: val loss 0.5375147461891174 Epoch 21: train loss 0.41785765886306764 Epoch 21: val loss 0.5469280481338501 Epoch 22: train loss 0.4390155464410782 Epoch 22: val loss 0.5479772090911865 Epoch 23: train loss 0.44184201657772065 Epoch 23: val loss 0.5425992608070374 Epoch 24: train loss 0.4174454569816589 Epoch 24: val loss 0.5404613614082336
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6574229300022125 Epoch 0: val loss 0.6344888806343079 Epoch 1: train loss 0.5900705516338348 Epoch 1: val loss 0.5865161418914795 Epoch 2: train loss 0.5639793783426285 Epoch 2: val loss 0.5424906015396118 Epoch 3: train loss 0.5290868014097214 Epoch 3: val loss 0.5145293474197388 Epoch 4: train loss 0.516822099685669 Epoch 4: val loss 0.5107698440551758 Epoch 5: train loss 0.5231488436460495 Epoch 5: val loss 0.5071484446525574 Epoch 6: train loss 0.4874122440814972 Epoch 6: val loss 0.5018580555915833 Epoch 7: train loss 0.5033585816621781 Epoch 7: val loss 0.5036556124687195 Epoch 8: train loss 0.4821139872074127 Epoch 8: val loss 0.5106452107429504 Epoch 9: train loss 0.4810539036989212 Epoch 9: val loss 0.5181677341461182 Epoch 10: train loss 0.47835215330123904 Epoch 10: val loss 0.5134357213973999 Epoch 11: train loss 0.4655718207359314 Epoch 11: val loss 0.5185998678207397 Epoch 12: train loss 0.46366729140281676 Epoch 12: val loss 0.5212830901145935 Epoch 13: train loss 0.440563502907753 Epoch 13: val loss 0.526194155216217 Epoch 14: train loss 0.45717463791370394 Epoch 14: val loss 0.5265653729438782 Epoch 15: train loss 0.4408134564757347 Epoch 15: val loss 0.5332222580909729 Epoch 16: train loss 0.44378706216812136 Epoch 16: val loss 0.5351340174674988 Epoch 17: train loss 0.4241649478673935 Epoch 17: val loss 0.5423603057861328 Epoch 18: train loss 0.4184346288442612 Epoch 18: val loss 0.5440459847450256 Epoch 19: train loss 0.421601340174675 Epoch 19: val loss 0.5468550324440002 Epoch 20: train loss 0.3908050924539566 Epoch 20: val loss 0.5522716045379639 Epoch 21: train loss 0.38692986518144606 Epoch 21: val loss 0.5521328449249268 Epoch 22: train loss 0.3885478138923645 Epoch 22: val loss 0.5492842197418213 Epoch 23: train loss 0.3805359959602356 Epoch 23: val loss 0.5534734725952148 Epoch 24: train loss 0.41026484966278076 Epoch 24: val loss 0.5606034994125366
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6693618893623352 Epoch 0: val loss 0.6348010301589966 Epoch 1: train loss 0.5719630466057704 Epoch 1: val loss 0.5787106156349182 Epoch 2: train loss 0.5496711983130529 Epoch 2: val loss 0.5629578232765198 Epoch 3: train loss 0.5178446242442498 Epoch 3: val loss 0.5474330186843872 Epoch 4: train loss 0.5290894187413729 Epoch 4: val loss 0.5509582757949829 Epoch 5: train loss 0.5138985583415399 Epoch 5: val loss 0.5489528775215149
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002532151010301 Epoch 0: val loss 0.6724171042442322 Epoch 1: train loss 0.681481765376197 Epoch 1: val loss 0.6570286154747009 Epoch 2: train loss 0.6536103023423089 Epoch 2: val loss 0.6443817019462585 Epoch 3: train loss 0.6641194158130221 Epoch 3: val loss 0.6324708461761475 Epoch 4: train loss 0.6327063971095614 Epoch 4: val loss 0.6229079961776733 Epoch 5: train loss 0.6370364295111762 Epoch 5: val loss 0.6140723824501038 Epoch 6: train loss 0.6280345453156365 Epoch 6: val loss 0.6042981147766113 Epoch 7: train loss 0.6194235682487488 Epoch 7: val loss 0.5969640016555786 Epoch 8: train loss 0.6174168652958341 Epoch 8: val loss 0.5896072387695312 Epoch 9: train loss 0.5923956102795072 Epoch 9: val loss 0.5844817757606506 Epoch 10: train loss 0.574101318915685 Epoch 10: val loss 0.582160234451294 Epoch 11: train loss 0.5564894212616814 Epoch 11: val loss 0.5779070854187012 Epoch 12: train loss 0.5749581323729621 Epoch 12: val loss 0.5778977870941162 Epoch 13: train loss 0.564687172571818 Epoch 13: val loss 0.5757266879081726 Epoch 14: train loss 0.5473534829086728 Epoch 14: val loss 0.5706725716590881 Epoch 15: train loss 0.5622978011767069 Epoch 15: val loss 0.570460319519043 Epoch 16: train loss 0.5171357128355238 Epoch 16: val loss 0.5693241953849792 Epoch 17: train loss 0.5207739273707072 Epoch 17: val loss 0.568317711353302 Epoch 18: train loss 0.5264602270391252 Epoch 18: val loss 0.5662674307823181 Epoch 19: train loss 0.5180482765038809 Epoch 19: val loss 0.5709055066108704 Epoch 20: train loss 0.5337591237492032 Epoch 20: val loss 0.5708957314491272 Epoch 21: train loss 0.5127366582552592 Epoch 21: val loss 0.5638037323951721 Epoch 22: train loss 0.5044603811370002 Epoch 22: val loss 0.5596757531166077 Epoch 23: train loss 0.5142358144124349 Epoch 23: val loss 0.5576444268226624 Epoch 24: train loss 0.49476706319385105 Epoch 24: val loss 0.5612850785255432
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971132755279541 Epoch 0: val loss 0.6776919364929199 Epoch 1: train loss 0.6844021346833971 Epoch 1: val loss 0.6712675094604492 Epoch 2: train loss 0.648143490155538 Epoch 2: val loss 0.665432870388031 Epoch 3: train loss 0.6477441125445895 Epoch 3: val loss 0.6599465012550354 Epoch 4: train loss 0.6244649887084961 Epoch 4: val loss 0.6552347540855408 Epoch 5: train loss 0.6176938811937968 Epoch 5: val loss 0.6502304673194885 Epoch 6: train loss 0.6086482074525621 Epoch 6: val loss 0.6463643908500671 Epoch 7: train loss 0.5858217610253228 Epoch 7: val loss 0.6443815231323242 Epoch 8: train loss 0.5964659452438354 Epoch 8: val loss 0.644724428653717 Epoch 9: train loss 0.575517475605011 Epoch 9: val loss 0.6408446431159973 Epoch 10: train loss 0.5621402826574113 Epoch 10: val loss 0.6385951638221741 Epoch 11: train loss 0.5696474081940122 Epoch 11: val loss 0.6325264573097229 Epoch 12: train loss 0.5540937185287476 Epoch 12: val loss 0.6283612847328186 Epoch 13: train loss 0.5455817878246307 Epoch 13: val loss 0.6288072466850281 Epoch 14: train loss 0.5581640270021226 Epoch 14: val loss 0.6264907717704773 Epoch 15: train loss 0.5341030624177721 Epoch 15: val loss 0.626400351524353 Epoch 16: train loss 0.5387101736333635 Epoch 16: val loss 0.6216079592704773 Epoch 17: train loss 0.5265584654278226 Epoch 17: val loss 0.6266060471534729 Epoch 18: train loss 0.521631121635437 Epoch 18: val loss 0.620694100856781 Epoch 19: train loss 0.5319999290837182 Epoch 19: val loss 0.6173719763755798 Epoch 20: train loss 0.5143985715177324 Epoch 20: val loss 0.612438440322876 Epoch 21: train loss 0.5094444884194268 Epoch 21: val loss 0.6115338206291199 Epoch 22: train loss 0.5244104795985751 Epoch 22: val loss 0.6080948710441589 Epoch 23: train loss 0.51061150431633 Epoch 23: val loss 0.6050893068313599 Epoch 24: train loss 0.5016331904464297 Epoch 24: val loss 0.606749951839447
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7054210437668694 Epoch 0: val loss 0.6644423007965088 Epoch 1: train loss 0.6689787440829806 Epoch 1: val loss 0.6443950533866882 Epoch 2: train loss 0.6422732339964973 Epoch 2: val loss 0.6343256831169128 Epoch 3: train loss 0.6384296351008945 Epoch 3: val loss 0.626484215259552 Epoch 4: train loss 0.6235349376996359 Epoch 4: val loss 0.6209508776664734 Epoch 5: train loss 0.5922961102591621 Epoch 5: val loss 0.6162905097007751 Epoch 6: train loss 0.5866822600364685 Epoch 6: val loss 0.6140223145484924 Epoch 7: train loss 0.589470836851332 Epoch 7: val loss 0.6137384176254272 Epoch 8: train loss 0.5544530550638834 Epoch 8: val loss 0.6137133240699768 Epoch 9: train loss 0.5668055150243971 Epoch 9: val loss 0.6042670011520386 Epoch 10: train loss 0.5440795222918192 Epoch 10: val loss 0.5999765396118164 Epoch 11: train loss 0.5482103758388095 Epoch 11: val loss 0.6037842631340027 Epoch 12: train loss 0.5166049930784438 Epoch 12: val loss 0.6111533045768738 Epoch 13: train loss 0.5215835405720605 Epoch 13: val loss 0.6127689480781555 Epoch 14: train loss 0.5420255793465508 Epoch 14: val loss 0.6104738712310791 Epoch 15: train loss 0.5086469054222107 Epoch 15: val loss 0.6017881631851196 Epoch 16: train loss 0.5080686012903849 Epoch 16: val loss 0.6039664149284363 Epoch 17: train loss 0.5052808589405484 Epoch 17: val loss 0.6093389391899109 Epoch 18: train loss 0.4854491684171889 Epoch 18: val loss 0.6161795258522034 Epoch 19: train loss 0.49149585763613385 Epoch 19: val loss 0.617681086063385 Epoch 20: train loss 0.4768812358379364 Epoch 20: val loss 0.6281551718711853 Epoch 21: train loss 0.4781231979529063 Epoch 21: val loss 0.623045027256012 Epoch 22: train loss 0.46648501687579685 Epoch 22: val loss 0.6159641742706299 Epoch 23: train loss 0.4667806658479903 Epoch 23: val loss 0.6205324530601501 Epoch 24: train loss 0.4647728337181939 Epoch 24: val loss 0.6218679547309875
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938943333095975 Epoch 0: val loss 0.6751787662506104 Epoch 1: train loss 0.6716907686657376 Epoch 1: val loss 0.6647133231163025 Epoch 2: train loss 0.6524509853786893 Epoch 2: val loss 0.6515222191810608 Epoch 3: train loss 0.6415422161420187 Epoch 3: val loss 0.6434208154678345 Epoch 4: train loss 0.6238413121965196 Epoch 4: val loss 0.6370062232017517 Epoch 5: train loss 0.6175912618637085 Epoch 5: val loss 0.6284977793693542 Epoch 6: train loss 0.6135508351855807 Epoch 6: val loss 0.6260913014411926 Epoch 7: train loss 0.5965221789148119 Epoch 7: val loss 0.6233599781990051 Epoch 8: train loss 0.565311504734887 Epoch 8: val loss 0.6156348586082458 Epoch 9: train loss 0.5644635922378964 Epoch 9: val loss 0.6122251152992249 Epoch 10: train loss 0.5529172387388017 Epoch 10: val loss 0.608722448348999 Epoch 11: train loss 0.5396173894405365 Epoch 11: val loss 0.603735625743866 Epoch 12: train loss 0.5303523043791453 Epoch 12: val loss 0.605495035648346 Epoch 13: train loss 0.5414984623591105 Epoch 13: val loss 0.608333170413971 Epoch 14: train loss 0.5260979731877645 Epoch 14: val loss 0.615755021572113 Epoch 15: train loss 0.5224488344457414 Epoch 15: val loss 0.6161714196205139 Epoch 16: train loss 0.5056457122166952 Epoch 16: val loss 0.6247747540473938 Epoch 17: train loss 0.48699119355943465 Epoch 17: val loss 0.6301580667495728 Epoch 18: train loss 0.4950975047217475 Epoch 18: val loss 0.6311131715774536 Epoch 19: train loss 0.46398433711793685 Epoch 19: val loss 0.6315467357635498 Epoch 20: train loss 0.4631963339116838 Epoch 20: val loss 0.6363820433616638 Epoch 21: train loss 0.46265145142873126 Epoch 21: val loss 0.6465771794319153 Epoch 22: train loss 0.4739818142520057 Epoch 22: val loss 0.6546843647956848 Epoch 23: train loss 0.4700997206899855 Epoch 23: val loss 0.6591050028800964 Epoch 24: train loss 0.43644843498865765 Epoch 24: val loss 0.6629906296730042
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6937340050935745 Epoch 0: val loss 0.6744850277900696 Epoch 1: train loss 0.6618877450625101 Epoch 1: val loss 0.6536695957183838 Epoch 2: train loss 0.6331066787242889 Epoch 2: val loss 0.6358389258384705 Epoch 3: train loss 0.6163347264130911 Epoch 3: val loss 0.6167371869087219 Epoch 4: train loss 0.6180118173360825 Epoch 4: val loss 0.6033967137336731 Epoch 5: train loss 0.6012611736853918 Epoch 5: val loss 0.5862438678741455 Epoch 6: train loss 0.584055890639623 Epoch 6: val loss 0.578690767288208 Epoch 7: train loss 0.5874663864572843 Epoch 7: val loss 0.5781646966934204 Epoch 8: train loss 0.5724668030937513 Epoch 8: val loss 0.5717197060585022 Epoch 9: train loss 0.562799242635568 Epoch 9: val loss 0.5643265843391418 Epoch 10: train loss 0.5540461788574854 Epoch 10: val loss 0.553278386592865 Epoch 11: train loss 0.5576867560545603 Epoch 11: val loss 0.5522288084030151 Epoch 12: train loss 0.540915292998155 Epoch 12: val loss 0.5522698163986206 Epoch 13: train loss 0.5352570538719496 Epoch 13: val loss 0.5522460341453552 Epoch 14: train loss 0.5251792768637339 Epoch 14: val loss 0.5495744943618774 Epoch 15: train loss 0.5182152365644773 Epoch 15: val loss 0.5466543436050415 Epoch 16: train loss 0.5234375794728597 Epoch 16: val loss 0.5531059503555298 Epoch 17: train loss 0.5141822968920072 Epoch 17: val loss 0.5581013560295105 Epoch 18: train loss 0.5136176844437917 Epoch 18: val loss 0.5576176047325134
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6829755252057855 Epoch 0: val loss 0.6827433705329895 Epoch 1: train loss 0.6582596139474348 Epoch 1: val loss 0.6657400727272034 Epoch 2: train loss 0.6246098442511125 Epoch 2: val loss 0.6482367515563965 Epoch 3: train loss 0.624662843617526 Epoch 3: val loss 0.6337316632270813 Epoch 4: train loss 0.5901039378209547 Epoch 4: val loss 0.624278724193573 Epoch 5: train loss 0.5833215090361509 Epoch 5: val loss 0.6140249371528625 Epoch 6: train loss 0.5787083235653964 Epoch 6: val loss 0.6133347749710083 Epoch 7: train loss 0.5463615710085089 Epoch 7: val loss 0.5996360778808594 Epoch 8: train loss 0.5177768766880035 Epoch 8: val loss 0.5945016145706177 Epoch 9: train loss 0.534842079335993 Epoch 9: val loss 0.5933220386505127 Epoch 10: train loss 0.5225158713080666 Epoch 10: val loss 0.5983983874320984 Epoch 11: train loss 0.5067874166098508 Epoch 11: val loss 0.5906387567520142 Epoch 12: train loss 0.5160191736438058 Epoch 12: val loss 0.590561032295227 Epoch 13: train loss 0.497650607065721 Epoch 13: val loss 0.5872854590415955 Epoch 14: train loss 0.50884502584284 Epoch 14: val loss 0.5859761834144592 Epoch 15: train loss 0.49720404093915765 Epoch 15: val loss 0.5906604528427124 Epoch 16: train loss 0.4849068739197471 Epoch 16: val loss 0.5903406739234924 Epoch 17: train loss 0.4574424136768688 Epoch 17: val loss 0.5895331501960754 Epoch 18: train loss 0.4472576840357347 Epoch 18: val loss 0.5897831320762634 Epoch 19: train loss 0.4457536989992315 Epoch 19: val loss 0.5993619561195374 Epoch 20: train loss 0.4389212050221183 Epoch 20: val loss 0.5974481701850891 Epoch 21: train loss 0.4240845496004278 Epoch 21: val loss 0.6097589135169983 Epoch 22: train loss 0.45395720546895807 Epoch 22: val loss 0.6137315630912781 Epoch 23: train loss 0.3871395154432817 Epoch 23: val loss 0.626692533493042 Epoch 24: train loss 0.4457190551541068 Epoch 24: val loss 0.6284126043319702
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010575099424883 Epoch 0: val loss 0.6690770387649536 Epoch 1: train loss 0.6641302921555259 Epoch 1: val loss 0.6490021347999573 Epoch 2: train loss 0.6513420126654885 Epoch 2: val loss 0.6266995072364807 Epoch 3: train loss 0.6381512880325317 Epoch 3: val loss 0.605432391166687 Epoch 4: train loss 0.6231879917058077 Epoch 4: val loss 0.5874266028404236 Epoch 5: train loss 0.6102540791034698 Epoch 5: val loss 0.5704280734062195 Epoch 6: train loss 0.5859885811805725 Epoch 6: val loss 0.5634650588035583 Epoch 7: train loss 0.5907053568146445 Epoch 7: val loss 0.5694841742515564 Epoch 8: train loss 0.572257480838082 Epoch 8: val loss 0.5653225779533386 Epoch 9: train loss 0.554970611225475 Epoch 9: val loss 0.566115140914917 Epoch 10: train loss 0.5636772648854689 Epoch 10: val loss 0.5624504685401917 Epoch 11: train loss 0.55904590270736 Epoch 11: val loss 0.5673566460609436 Epoch 12: train loss 0.5466779551722787 Epoch 12: val loss 0.5809870362281799 Epoch 13: train loss 0.5191401243209839 Epoch 13: val loss 0.5748430490493774 Epoch 14: train loss 0.5429815975102511 Epoch 14: val loss 0.5922669768333435 Epoch 15: train loss 0.5058609816161069 Epoch 15: val loss 0.5886036157608032 Epoch 16: train loss 0.4800362668254159 Epoch 16: val loss 0.5853617787361145 Epoch 17: train loss 0.5206077125939456 Epoch 17: val loss 0.580372154712677 Epoch 18: train loss 0.4844971136613326 Epoch 18: val loss 0.5891762971878052 Epoch 19: train loss 0.47807320952415466 Epoch 19: val loss 0.5831356644630432 Epoch 20: train loss 0.4527015442197973 Epoch 20: val loss 0.5807432532310486 Epoch 21: train loss 0.4620067395947196 Epoch 21: val loss 0.5800803899765015 Epoch 22: train loss 0.44547673247077246 Epoch 22: val loss 0.5940088629722595 Epoch 23: train loss 0.4269759167324413 Epoch 23: val loss 0.6107374429702759 Epoch 24: train loss 0.43931604515422473 Epoch 24: val loss 0.6017152070999146
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947306882251393 Epoch 0: val loss 0.6800739169120789 Epoch 1: train loss 0.6553951014171947 Epoch 1: val loss 0.6518893837928772 Epoch 2: train loss 0.6451258659362793 Epoch 2: val loss 0.6345561146736145 Epoch 3: train loss 0.6138605096123435 Epoch 3: val loss 0.6189993023872375 Epoch 4: train loss 0.6045342900536277 Epoch 4: val loss 0.6058205366134644 Epoch 5: train loss 0.5658600411631844 Epoch 5: val loss 0.6025124192237854 Epoch 6: train loss 0.5741515213792975 Epoch 6: val loss 0.5879133343696594 Epoch 7: train loss 0.5693933638659391 Epoch 7: val loss 0.5806676745414734 Epoch 8: train loss 0.5337845899842002 Epoch 8: val loss 0.5865724086761475 Epoch 9: train loss 0.5342743261293932 Epoch 9: val loss 0.5703931450843811 Epoch 10: train loss 0.541358080777255 Epoch 10: val loss 0.5660784244537354 Epoch 11: train loss 0.5236613642085682 Epoch 11: val loss 0.5694000124931335 Epoch 12: train loss 0.5167911404913123 Epoch 12: val loss 0.563650906085968 Epoch 13: train loss 0.49295382608066907 Epoch 13: val loss 0.5638227462768555 Epoch 14: train loss 0.5181722939014435 Epoch 14: val loss 0.5729326009750366 Epoch 15: train loss 0.5235288088971918 Epoch 15: val loss 0.5519979596138 Epoch 16: train loss 0.4911859794096513 Epoch 16: val loss 0.5590471625328064 Epoch 17: train loss 0.4923789311539043 Epoch 17: val loss 0.5639961957931519 Epoch 18: train loss 0.47587187723679975 Epoch 18: val loss 0.5549213290214539 Epoch 19: train loss 0.47500035708600824 Epoch 19: val loss 0.5533881187438965 Epoch 20: train loss 0.4603528922254389 Epoch 20: val loss 0.548990786075592 Epoch 21: train loss 0.4872352833097631 Epoch 21: val loss 0.5629664063453674 Epoch 22: train loss 0.4738688685677268 Epoch 22: val loss 0.5427424907684326 Epoch 23: train loss 0.45496263287284155 Epoch 23: val loss 0.5689143538475037 Epoch 24: train loss 0.48917050795121625 Epoch 24: val loss 0.5636572241783142
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875290979038585 Epoch 0: val loss 0.6596962809562683 Epoch 1: train loss 0.6359553228725087 Epoch 1: val loss 0.6417616009712219 Epoch 2: train loss 0.615521718155254 Epoch 2: val loss 0.6343443989753723 Epoch 3: train loss 0.6073574369603937 Epoch 3: val loss 0.6268715858459473 Epoch 4: train loss 0.5712496150623668 Epoch 4: val loss 0.618843138217926 Epoch 5: train loss 0.5742719227617438 Epoch 5: val loss 0.6112260222434998 Epoch 6: train loss 0.5550948300144889 Epoch 6: val loss 0.6015347838401794 Epoch 7: train loss 0.577921832149679 Epoch 7: val loss 0.5964699387550354 Epoch 8: train loss 0.5309194949540225 Epoch 8: val loss 0.5838859677314758 Epoch 9: train loss 0.5466320433399894 Epoch 9: val loss 0.5815480947494507 Epoch 10: train loss 0.5209571150216189 Epoch 10: val loss 0.5914143919944763 Epoch 11: train loss 0.5198757350444794 Epoch 11: val loss 0.5874060988426208 Epoch 12: train loss 0.5021605437452142 Epoch 12: val loss 0.5838903188705444 Epoch 13: train loss 0.4936057762666182 Epoch 13: val loss 0.5746215581893921 Epoch 14: train loss 0.510671547868035 Epoch 14: val loss 0.5780998468399048 Epoch 15: train loss 0.49246977405114606 Epoch 15: val loss 0.5669922828674316 Epoch 16: train loss 0.4701407172463157 Epoch 16: val loss 0.569941520690918 Epoch 17: train loss 0.5081512142311443 Epoch 17: val loss 0.5735944509506226 Epoch 18: train loss 0.4569880257953297 Epoch 18: val loss 0.5594930052757263 Epoch 19: train loss 0.4631426402113654 Epoch 19: val loss 0.5631632208824158 Epoch 20: train loss 0.4609493179754777 Epoch 20: val loss 0.5913517475128174 Epoch 21: train loss 0.4272007346153259 Epoch 21: val loss 0.5861936807632446 Epoch 22: train loss 0.4692939519882202 Epoch 22: val loss 0.5846782922744751 Epoch 23: train loss 0.44931701909412036 Epoch 23: val loss 0.5944227576255798 Epoch 24: train loss 0.41357186978513544 Epoch 24: val loss 0.5990751385688782
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7123484994683947 Epoch 0: val loss 0.6786879897117615 Epoch 1: train loss 0.660130147423063 Epoch 1: val loss 0.6521363258361816 Epoch 2: train loss 0.6234852629048484 Epoch 2: val loss 0.6326554417610168 Epoch 3: train loss 0.6022016959530967 Epoch 3: val loss 0.6284593939781189 Epoch 4: train loss 0.5896333349602563 Epoch 4: val loss 0.6290901303291321 Epoch 5: train loss 0.5757439881563187 Epoch 5: val loss 0.6398105025291443 Epoch 6: train loss 0.5702039280108043 Epoch 6: val loss 0.6315627694129944 Epoch 7: train loss 0.5404312078441892 Epoch 7: val loss 0.6265797019004822 Epoch 8: train loss 0.5452018507889339 Epoch 8: val loss 0.6362576484680176 Epoch 9: train loss 0.5423229719911303 Epoch 9: val loss 0.633100688457489 Epoch 10: train loss 0.5515619622809547 Epoch 10: val loss 0.6463860869407654 Epoch 11: train loss 0.5237937143870762 Epoch 11: val loss 0.6535037159919739 Epoch 12: train loss 0.5222392954996654 Epoch 12: val loss 0.6414180397987366 Epoch 13: train loss 0.5096551350184849 Epoch 13: val loss 0.6586455702781677 Epoch 14: train loss 0.5217359087296894 Epoch 14: val loss 0.6522984504699707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7050728731685214 Epoch 0: val loss 0.6632932424545288 Epoch 1: train loss 0.6555729044808282 Epoch 1: val loss 0.6497719883918762 Epoch 2: train loss 0.6509582466549344 Epoch 2: val loss 0.6355972290039062 Epoch 3: train loss 0.6429834299617343 Epoch 3: val loss 0.6238688826560974 Epoch 4: train loss 0.6451194418801202 Epoch 4: val loss 0.6172374486923218 Epoch 5: train loss 0.6097171505292257 Epoch 5: val loss 0.6114174127578735 Epoch 6: train loss 0.6142991648779975 Epoch 6: val loss 0.6083738803863525 Epoch 7: train loss 0.6098656786812676 Epoch 7: val loss 0.6027591824531555 Epoch 8: train loss 0.5912068221304152 Epoch 8: val loss 0.5975981950759888 Epoch 9: train loss 0.5835552712281545 Epoch 9: val loss 0.5936548113822937 Epoch 10: train loss 0.575363298257192 Epoch 10: val loss 0.59019535779953 Epoch 11: train loss 0.5754359265168508 Epoch 11: val loss 0.5890880227088928 Epoch 12: train loss 0.5491092933548821 Epoch 12: val loss 0.5849006175994873 Epoch 13: train loss 0.5743383334742652 Epoch 13: val loss 0.584913432598114 Epoch 14: train loss 0.5403267807430692 Epoch 14: val loss 0.5860008597373962 Epoch 15: train loss 0.5600004957781898 Epoch 15: val loss 0.5887845754623413 Epoch 16: train loss 0.5256607598728604 Epoch 16: val loss 0.58791184425354 Epoch 17: train loss 0.5417294800281525 Epoch 17: val loss 0.5917620658874512 Epoch 18: train loss 0.5172411633862389 Epoch 18: val loss 0.5973517298698425 Epoch 19: train loss 0.5222092900011275 Epoch 19: val loss 0.6063251495361328 Epoch 20: train loss 0.5402288635571798 Epoch 20: val loss 0.607616662979126 Epoch 21: train loss 0.529567301273346 Epoch 21: val loss 0.6145113110542297 Epoch 22: train loss 0.4980803098943498 Epoch 22: val loss 0.6010638475418091 Epoch 23: train loss 0.4875510632991791 Epoch 23: val loss 0.6076565980911255 Epoch 24: train loss 0.482822017537223 Epoch 24: val loss 0.6042242050170898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7105507718192207 Epoch 0: val loss 0.6844346523284912 Epoch 1: train loss 0.6676341957516141 Epoch 1: val loss 0.6810924410820007 Epoch 2: train loss 0.6373802291022407 Epoch 2: val loss 0.6742954850196838 Epoch 3: train loss 0.6348191168573167 Epoch 3: val loss 0.6720863580703735 Epoch 4: train loss 0.624001145362854 Epoch 4: val loss 0.6717515587806702 Epoch 5: train loss 0.6152103410826789 Epoch 5: val loss 0.6712660193443298 Epoch 6: train loss 0.6102549831072489 Epoch 6: val loss 0.6783739924430847 Epoch 7: train loss 0.5859503613577949 Epoch 7: val loss 0.6845658421516418 Epoch 8: train loss 0.5616537597444322 Epoch 8: val loss 0.6850259304046631 Epoch 9: train loss 0.559560497601827 Epoch 9: val loss 0.6981340050697327 Epoch 10: train loss 0.5613158212767707 Epoch 10: val loss 0.7076705098152161 Epoch 11: train loss 0.5553120805157555 Epoch 11: val loss 0.7222362756729126 Epoch 12: train loss 0.5436470707257589 Epoch 12: val loss 0.7306739091873169 Epoch 13: train loss 0.5168631176153818 Epoch 13: val loss 0.7338022589683533 Epoch 14: train loss 0.5083226793342166 Epoch 14: val loss 0.7356229424476624 Epoch 15: train loss 0.5036810802088844 Epoch 15: val loss 0.7451627850532532 Epoch 16: train loss 0.5153082311153412 Epoch 16: val loss 0.768025815486908 Epoch 17: train loss 0.5022586252954271 Epoch 17: val loss 0.7784020900726318 Epoch 18: train loss 0.49344014790323043 Epoch 18: val loss 0.7709492444992065 Epoch 19: train loss 0.5253223280111948 Epoch 19: val loss 0.7812812924385071 Epoch 20: train loss 0.46886337134573197 Epoch 20: val loss 0.7873064875602722 Epoch 21: train loss 0.47873760925398934 Epoch 21: val loss 0.7871285080909729 Epoch 22: train loss 0.500171509053972 Epoch 22: val loss 0.7874637842178345 Epoch 23: train loss 0.4691016773382823 Epoch 23: val loss 0.7897659540176392 Epoch 24: train loss 0.46880099177360535 Epoch 24: val loss 0.7917677760124207
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6985269718699985 Epoch 0: val loss 0.669225811958313 Epoch 1: train loss 0.6704439123471578 Epoch 1: val loss 0.6528094410896301 Epoch 2: train loss 0.6600832608011034 Epoch 2: val loss 0.6399703621864319 Epoch 3: train loss 0.6459261443879869 Epoch 3: val loss 0.6311241388320923 Epoch 4: train loss 0.6500274009174771 Epoch 4: val loss 0.6269417405128479 Epoch 5: train loss 0.6493699749310812 Epoch 5: val loss 0.623139500617981 Epoch 6: train loss 0.6368643575244479 Epoch 6: val loss 0.6217276453971863 Epoch 7: train loss 0.6054883003234863 Epoch 7: val loss 0.6225610375404358 Epoch 8: train loss 0.627637611495124 Epoch 8: val loss 0.6217663884162903 Epoch 9: train loss 0.616847382651435 Epoch 9: val loss 0.6190856099128723 Epoch 10: train loss 0.5992128650347391 Epoch 10: val loss 0.612544059753418 Epoch 11: train loss 0.5959923598501418 Epoch 11: val loss 0.6048418879508972 Epoch 12: train loss 0.5718681150012546 Epoch 12: val loss 0.601414680480957 Epoch 13: train loss 0.5910877717865838 Epoch 13: val loss 0.6007093191146851 Epoch 14: train loss 0.5493762228224013 Epoch 14: val loss 0.5921884775161743 Epoch 15: train loss 0.5520130031638675 Epoch 15: val loss 0.5905910730361938 Epoch 16: train loss 0.5753307474984063 Epoch 16: val loss 0.5930156111717224 Epoch 17: train loss 0.5603227615356445 Epoch 17: val loss 0.5963308215141296 Epoch 18: train loss 0.559029738108317 Epoch 18: val loss 0.5901733040809631 Epoch 19: train loss 0.5429329143630134 Epoch 19: val loss 0.5922346711158752 Epoch 20: train loss 0.5070439709557427 Epoch 20: val loss 0.5889848470687866 Epoch 21: train loss 0.5403042667441897 Epoch 21: val loss 0.5870946049690247 Epoch 22: train loss 0.5046984222200182 Epoch 22: val loss 0.5885404348373413 Epoch 23: train loss 0.5129837029510074 Epoch 23: val loss 0.5891401171684265 Epoch 24: train loss 0.5129334198104011 Epoch 24: val loss 0.5975784659385681
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856071750322977 Epoch 0: val loss 0.6760508418083191 Epoch 1: train loss 0.6480263471603394 Epoch 1: val loss 0.6776555776596069 Epoch 2: train loss 0.6304247114393446 Epoch 2: val loss 0.6803160905838013 Epoch 3: train loss 0.6236628757582771 Epoch 3: val loss 0.676478385925293 Epoch 4: train loss 0.6142278247409396 Epoch 4: val loss 0.6865063309669495 Epoch 5: train loss 0.6115844514634874 Epoch 5: val loss 0.6904110312461853 Epoch 6: train loss 0.5877226922247145 Epoch 6: val loss 0.6770344376564026 Epoch 7: train loss 0.5928069551785787 Epoch 7: val loss 0.6843698024749756 Epoch 8: train loss 0.5871236191855537 Epoch 8: val loss 0.6878398656845093 Epoch 9: train loss 0.5982434550921122 Epoch 9: val loss 0.6882277727127075 Epoch 10: train loss 0.5974699887964461 Epoch 10: val loss 0.6934188604354858 Epoch 11: train loss 0.5720973743332757 Epoch 11: val loss 0.7083199620246887 Epoch 12: train loss 0.5862445765071445 Epoch 12: val loss 0.7082764506340027 Epoch 13: train loss 0.568826652235455 Epoch 13: val loss 0.6921877264976501 Epoch 14: train loss 0.5591443710856967 Epoch 14: val loss 0.6887467503547668 Epoch 15: train loss 0.5768451028399997 Epoch 15: val loss 0.6976601481437683 Epoch 16: train loss 0.5540507104661729 Epoch 16: val loss 0.6945576667785645 Epoch 17: train loss 0.5553855432404412 Epoch 17: val loss 0.6834917068481445 Epoch 18: train loss 0.5532614588737488 Epoch 18: val loss 0.6823914051055908 Epoch 19: train loss 0.5241872370243073 Epoch 19: val loss 0.6875445246696472 Epoch 20: train loss 0.5204077296786838 Epoch 20: val loss 0.6847745776176453 Epoch 21: train loss 0.5359787311818864 Epoch 21: val loss 0.694268524646759 Epoch 22: train loss 0.49563470482826233 Epoch 22: val loss 0.6935591101646423 Epoch 23: train loss 0.48764146367708844 Epoch 23: val loss 0.6961082220077515 Epoch 24: train loss 0.4988400770558251 Epoch 24: val loss 0.6869804859161377
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989291707674662 Epoch 0: val loss 0.6766595244407654 Epoch 1: train loss 0.6634902556737264 Epoch 1: val loss 0.6629743576049805 Epoch 2: train loss 0.6551581571499506 Epoch 2: val loss 0.6538294553756714 Epoch 3: train loss 0.6304311007261276 Epoch 3: val loss 0.6501895189285278 Epoch 4: train loss 0.6501086950302124 Epoch 4: val loss 0.6420552730560303 Epoch 5: train loss 0.618283748626709 Epoch 5: val loss 0.6441122889518738 Epoch 6: train loss 0.6277991483608881 Epoch 6: val loss 0.6414135694503784 Epoch 7: train loss 0.6431242028872172 Epoch 7: val loss 0.6344023942947388 Epoch 8: train loss 0.6017603278160095 Epoch 8: val loss 0.634462833404541 Epoch 9: train loss 0.6005748907725016 Epoch 9: val loss 0.6464648246765137 Epoch 10: train loss 0.5753365978598595 Epoch 10: val loss 0.6364389061927795 Epoch 11: train loss 0.5894615153471628 Epoch 11: val loss 0.6360655426979065 Epoch 12: train loss 0.5563176621993383 Epoch 12: val loss 0.6376935839653015 Epoch 13: train loss 0.5504299973448118 Epoch 13: val loss 0.6441730260848999 Epoch 14: train loss 0.570403682688872 Epoch 14: val loss 0.6272065043449402
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6421491980552674 Epoch 0: val loss 0.6256622672080994 Epoch 1: train loss 0.5856854617595673 Epoch 1: val loss 0.5781147480010986 Epoch 2: train loss 0.5160222887992859 Epoch 2: val loss 0.53016197681427 Epoch 3: train loss 0.45378334224224093 Epoch 3: val loss 0.4860979914665222 Epoch 4: train loss 0.4858198344707489 Epoch 4: val loss 0.46185585856437683 Epoch 5: train loss 0.4558315485715866 Epoch 5: val loss 0.4737895131111145 Epoch 6: train loss 0.40421337485313413 Epoch 6: val loss 0.46743038296699524 Epoch 7: train loss 0.4235087394714355 Epoch 7: val loss 0.48068976402282715 Epoch 8: train loss 0.4207386553287506 Epoch 8: val loss 0.5011176466941833 Epoch 9: train loss 0.37957867681980134 Epoch 9: val loss 0.47501295804977417 Epoch 10: train loss 0.359420445561409 Epoch 10: val loss 0.48509499430656433 Epoch 11: train loss 0.35220207273960114 Epoch 11: val loss 0.5021678805351257 Epoch 12: train loss 0.34709892719984053 Epoch 12: val loss 0.5172690749168396 Epoch 13: train loss 0.33981237560510635 Epoch 13: val loss 0.5086329579353333 Epoch 14: train loss 0.40740263015031813 Epoch 14: val loss 0.5125473737716675 Epoch 15: train loss 0.3349112972617149 Epoch 15: val loss 0.4933595061302185 Epoch 16: train loss 0.3566705957055092 Epoch 16: val loss 0.5090504884719849 Epoch 17: train loss 0.3449369788169861 Epoch 17: val loss 0.5186735987663269 Epoch 18: train loss 0.4220587208867073 Epoch 18: val loss 0.5085281729698181 Epoch 19: train loss 0.3133733056485653 Epoch 19: val loss 0.4915696382522583 Epoch 20: train loss 0.33259443640708924 Epoch 20: val loss 0.5045052766799927 Epoch 21: train loss 0.3179702997207642 Epoch 21: val loss 0.5181757211685181 Epoch 22: train loss 0.32929308861494067 Epoch 22: val loss 0.5298129320144653 Epoch 23: train loss 0.36817570626735685 Epoch 23: val loss 0.5257441997528076 Epoch 24: train loss 0.3282883554697037 Epoch 24: val loss 0.5155513286590576
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6643601417541504 Epoch 0: val loss 0.6374891996383667 Epoch 1: train loss 0.6062983453273774 Epoch 1: val loss 0.6020265817642212 Epoch 2: train loss 0.5512141168117524 Epoch 2: val loss 0.561993420124054 Epoch 3: train loss 0.5197542876005172 Epoch 3: val loss 0.517000675201416 Epoch 4: train loss 0.4595284342765808 Epoch 4: val loss 0.49322181940078735 Epoch 5: train loss 0.5165912628173828 Epoch 5: val loss 0.4744065999984741 Epoch 6: train loss 0.43337864279747007 Epoch 6: val loss 0.4557352364063263 Epoch 7: train loss 0.42721370458602903 Epoch 7: val loss 0.4606880247592926 Epoch 8: train loss 0.3860602259635925 Epoch 8: val loss 0.4713384211063385 Epoch 9: train loss 0.4320287317037582 Epoch 9: val loss 0.457331120967865 Epoch 10: train loss 0.4034877836704254 Epoch 10: val loss 0.4590296447277069 Epoch 11: train loss 0.3594659924507141 Epoch 11: val loss 0.4719463288784027 Epoch 12: train loss 0.3530645415186882 Epoch 12: val loss 0.4720173180103302 Epoch 13: train loss 0.3593429625034332 Epoch 13: val loss 0.4817104637622833 Epoch 14: train loss 0.3793588027358055 Epoch 14: val loss 0.48180556297302246 Epoch 15: train loss 0.34554323703050616 Epoch 15: val loss 0.504568874835968 Epoch 16: train loss 0.339711095392704 Epoch 16: val loss 0.4940495491027832 Epoch 17: train loss 0.34851725697517394 Epoch 17: val loss 0.490863174200058 Epoch 18: train loss 0.34494428634643554 Epoch 18: val loss 0.4876072108745575 Epoch 19: train loss 0.34634306132793424 Epoch 19: val loss 0.47622206807136536 Epoch 20: train loss 0.33673558086156846 Epoch 20: val loss 0.4789230227470398 Epoch 21: train loss 0.3335945919156075 Epoch 21: val loss 0.49187061190605164 Epoch 22: train loss 0.32495208382606505 Epoch 22: val loss 0.5095256567001343 Epoch 23: train loss 0.3301853030920029 Epoch 23: val loss 0.5008589029312134 Epoch 24: train loss 0.31407190263271334 Epoch 24: val loss 0.48670756816864014
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6904503464698791 Epoch 0: val loss 0.6345415115356445 Epoch 1: train loss 0.6160633325576782 Epoch 1: val loss 0.5823944807052612 Epoch 2: train loss 0.5330890327692032 Epoch 2: val loss 0.5307061672210693 Epoch 3: train loss 0.485830157995224 Epoch 3: val loss 0.49641212821006775 Epoch 4: train loss 0.4498051106929779 Epoch 4: val loss 0.48235735297203064 Epoch 5: train loss 0.4769647389650345 Epoch 5: val loss 0.48085448145866394 Epoch 6: train loss 0.44555296897888186 Epoch 6: val loss 0.4795389473438263 Epoch 7: train loss 0.40072343200445176 Epoch 7: val loss 0.45827722549438477 Epoch 8: train loss 0.46320626735687254 Epoch 8: val loss 0.4612361788749695 Epoch 9: train loss 0.39199182838201524 Epoch 9: val loss 0.45276084542274475 Epoch 10: train loss 0.41713832020759584 Epoch 10: val loss 0.4467277228832245 Epoch 11: train loss 0.3708749786019325 Epoch 11: val loss 0.44999733567237854 Epoch 12: train loss 0.39163515269756316 Epoch 12: val loss 0.45256611704826355 Epoch 13: train loss 0.3767634302377701 Epoch 13: val loss 0.45198488235473633 Epoch 14: train loss 0.3846928671002388 Epoch 14: val loss 0.4553508162498474 Epoch 15: train loss 0.35995893329381945 Epoch 15: val loss 0.45644861459732056 Epoch 16: train loss 0.3753277763724327 Epoch 16: val loss 0.45871561765670776 Epoch 17: train loss 0.3436581462621689 Epoch 17: val loss 0.45982980728149414 Epoch 18: train loss 0.37897768169641494 Epoch 18: val loss 0.4594596028327942 Epoch 19: train loss 0.34969737827777864 Epoch 19: val loss 0.46303069591522217 Epoch 20: train loss 0.34666759222745896 Epoch 20: val loss 0.46593302488327026 Epoch 21: train loss 0.34885436594486235 Epoch 21: val loss 0.46103018522262573 Epoch 22: train loss 0.47546584606170655 Epoch 22: val loss 0.4579179584980011 Epoch 23: train loss 0.343955347687006 Epoch 23: val loss 0.4667850434780121 Epoch 24: train loss 0.3303573727607727 Epoch 24: val loss 0.472179651260376
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6557658553123474 Epoch 0: val loss 0.6194645166397095 Epoch 1: train loss 0.5733850121498107 Epoch 1: val loss 0.5537580847740173 Epoch 2: train loss 0.5186989575624465 Epoch 2: val loss 0.49354085326194763 Epoch 3: train loss 0.470932936668396 Epoch 3: val loss 0.4587618112564087 Epoch 4: train loss 0.42301601469516753 Epoch 4: val loss 0.43739885091781616 Epoch 5: train loss 0.41661281883716583 Epoch 5: val loss 0.4334627091884613 Epoch 6: train loss 0.4004188522696495 Epoch 6: val loss 0.4229726195335388 Epoch 7: train loss 0.4467567503452301 Epoch 7: val loss 0.4226040840148926 Epoch 8: train loss 0.4654557123780251 Epoch 8: val loss 0.42229846119880676 Epoch 9: train loss 0.42664413154125214 Epoch 9: val loss 0.4501735270023346 Epoch 10: train loss 0.4170109212398529 Epoch 10: val loss 0.45829465985298157 Epoch 11: train loss 0.4770400673151016 Epoch 11: val loss 0.43929576873779297 Epoch 12: train loss 0.37927445471286775 Epoch 12: val loss 0.4363711178302765 Epoch 13: train loss 0.3698425263166428 Epoch 13: val loss 0.4384617805480957 Epoch 14: train loss 0.38525409400463106 Epoch 14: val loss 0.44537675380706787 Epoch 15: train loss 0.3828087508678436 Epoch 15: val loss 0.440266489982605 Epoch 16: train loss 0.38387453407049177 Epoch 16: val loss 0.4396405816078186 Epoch 17: train loss 0.36511560082435607 Epoch 17: val loss 0.4473892152309418 Epoch 18: train loss 0.37480470836162566 Epoch 18: val loss 0.45107170939445496 Epoch 19: train loss 0.37117107659578324 Epoch 19: val loss 0.45243966579437256 Epoch 20: train loss 0.3528296947479248 Epoch 20: val loss 0.45088309049606323 Epoch 21: train loss 0.35939113050699234 Epoch 21: val loss 0.45262178778648376 Epoch 22: train loss 0.4148704409599304 Epoch 22: val loss 0.4608646631240845 Epoch 23: train loss 0.3558037355542183 Epoch 23: val loss 0.474557101726532 Epoch 24: train loss 0.34101638942956924 Epoch 24: val loss 0.46656492352485657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6210514398721548 Epoch 0: val loss 0.584452211856842 Epoch 1: train loss 0.550532150727052 Epoch 1: val loss 0.5146390199661255 Epoch 2: train loss 0.45742266453229463 Epoch 2: val loss 0.4660854637622833 Epoch 3: train loss 0.43596962552804214 Epoch 3: val loss 0.45485952496528625 Epoch 4: train loss 0.42304147436068607 Epoch 4: val loss 0.46299612522125244 Epoch 5: train loss 0.4107857782107133 Epoch 5: val loss 0.4590138792991638 Epoch 6: train loss 0.38486501574516296 Epoch 6: val loss 0.46050670742988586 Epoch 7: train loss 0.3821550699380728 Epoch 7: val loss 0.45187950134277344 Epoch 8: train loss 0.3860228806734085 Epoch 8: val loss 0.44685181975364685 Epoch 9: train loss 0.41271540981072646 Epoch 9: val loss 0.45568788051605225 Epoch 10: train loss 0.3999631187090507 Epoch 10: val loss 0.44684678316116333 Epoch 11: train loss 0.40115291338700515 Epoch 11: val loss 0.45159223675727844 Epoch 12: train loss 0.37346528814389157 Epoch 12: val loss 0.44898563623428345 Epoch 13: train loss 0.4059629004735213 Epoch 13: val loss 0.4465160369873047 Epoch 14: train loss 0.35102050866071993 Epoch 14: val loss 0.46765923500061035 Epoch 15: train loss 0.3504841304742373 Epoch 15: val loss 0.4728257358074188
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692787457596172 Epoch 0: val loss 0.6779557466506958 Epoch 1: train loss 0.6637391989881342 Epoch 1: val loss 0.6644378304481506 Epoch 2: train loss 0.6454481049017473 Epoch 2: val loss 0.6511470675468445 Epoch 3: train loss 0.6319974931803617 Epoch 3: val loss 0.6404739022254944 Epoch 4: train loss 0.5905490192500028 Epoch 4: val loss 0.6299688816070557 Epoch 5: train loss 0.5853864035823129 Epoch 5: val loss 0.6227442622184753 Epoch 6: train loss 0.5799350413409147 Epoch 6: val loss 0.6224409341812134 Epoch 7: train loss 0.5756428052078594 Epoch 7: val loss 0.6215183734893799 Epoch 8: train loss 0.5656899132511832 Epoch 8: val loss 0.6207808256149292 Epoch 9: train loss 0.5616776482625441 Epoch 9: val loss 0.621192216873169 Epoch 10: train loss 0.5353312790393829 Epoch 10: val loss 0.6296312212944031 Epoch 11: train loss 0.5324949567968195 Epoch 11: val loss 0.6325997710227966 Epoch 12: train loss 0.531669719652696 Epoch 12: val loss 0.6360310316085815 Epoch 13: train loss 0.5241026878356934 Epoch 13: val loss 0.6414768099784851 Epoch 14: train loss 0.5134950551119718 Epoch 14: val loss 0.6529580354690552 Epoch 15: train loss 0.5037745291536505 Epoch 15: val loss 0.6539435982704163 Epoch 16: train loss 0.49548896063457837 Epoch 16: val loss 0.6527441740036011 Epoch 17: train loss 0.48167638887058606 Epoch 17: val loss 0.6620624661445618 Epoch 18: train loss 0.4801939617503773 Epoch 18: val loss 0.6613854169845581 Epoch 19: train loss 0.4591112489050085 Epoch 19: val loss 0.6619832515716553 Epoch 20: train loss 0.48671307076107373 Epoch 20: val loss 0.6695262789726257 Epoch 21: train loss 0.4424906156279824 Epoch 21: val loss 0.6726430058479309 Epoch 22: train loss 0.4586721577427604 Epoch 22: val loss 0.6804527044296265 Epoch 23: train loss 0.46416309204968537 Epoch 23: val loss 0.6835863590240479 Epoch 24: train loss 0.44440227205103094 Epoch 24: val loss 0.6783426403999329
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978884068402377 Epoch 0: val loss 0.6966290473937988 Epoch 1: train loss 0.6550031358545477 Epoch 1: val loss 0.6821566820144653 Epoch 2: train loss 0.6393131017684937 Epoch 2: val loss 0.6671310067176819 Epoch 3: train loss 0.6147156628695402 Epoch 3: val loss 0.6600391864776611 Epoch 4: train loss 0.5936959981918335 Epoch 4: val loss 0.6616173982620239 Epoch 5: train loss 0.5809101191433993 Epoch 5: val loss 0.6496034264564514 Epoch 6: train loss 0.5871264609423551 Epoch 6: val loss 0.6427417397499084 Epoch 7: train loss 0.5590578724037517 Epoch 7: val loss 0.636845052242279 Epoch 8: train loss 0.5599637979810889 Epoch 8: val loss 0.62998366355896 Epoch 9: train loss 0.547441924160177 Epoch 9: val loss 0.6335028409957886 Epoch 10: train loss 0.5314001874490217 Epoch 10: val loss 0.624146580696106 Epoch 11: train loss 0.5313700220801614 Epoch 11: val loss 0.6192119717597961 Epoch 12: train loss 0.522156222300096 Epoch 12: val loss 0.6126294732093811 Epoch 13: train loss 0.5275860537182201 Epoch 13: val loss 0.612484335899353 Epoch 14: train loss 0.5003508573228662 Epoch 14: val loss 0.6147655248641968 Epoch 15: train loss 0.4968605881387537 Epoch 15: val loss 0.6020141839981079 Epoch 16: train loss 0.5108134827830575 Epoch 16: val loss 0.5945827960968018 Epoch 17: train loss 0.4986125501719388 Epoch 17: val loss 0.5931544899940491 Epoch 18: train loss 0.459843556989323 Epoch 18: val loss 0.5890003442764282 Epoch 19: train loss 0.4686212322928689 Epoch 19: val loss 0.5852706432342529 Epoch 20: train loss 0.4489091092889959 Epoch 20: val loss 0.5843758583068848 Epoch 21: train loss 0.4610685787417672 Epoch 21: val loss 0.5754320621490479 Epoch 22: train loss 0.44593073563142255 Epoch 22: val loss 0.5752955079078674 Epoch 23: train loss 0.44235499609600415 Epoch 23: val loss 0.5770424604415894 Epoch 24: train loss 0.43894990465857764 Epoch 24: val loss 0.5750706791877747
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7050859006968412 Epoch 0: val loss 0.6822681427001953 Epoch 1: train loss 0.6728309772231362 Epoch 1: val loss 0.6637858152389526 Epoch 2: train loss 0.6626740910790183 Epoch 2: val loss 0.6465153694152832 Epoch 3: train loss 0.6393816362727772 Epoch 3: val loss 0.6333180069923401 Epoch 4: train loss 0.6365694620392539 Epoch 4: val loss 0.6242608428001404 Epoch 5: train loss 0.6090990792621266 Epoch 5: val loss 0.6187142133712769 Epoch 6: train loss 0.6195157332853838 Epoch 6: val loss 0.6145665645599365 Epoch 7: train loss 0.6021651896563444 Epoch 7: val loss 0.6081684827804565 Epoch 8: train loss 0.6028199791908264 Epoch 8: val loss 0.6060028672218323 Epoch 9: train loss 0.5893045447089456 Epoch 9: val loss 0.6014845371246338 Epoch 10: train loss 0.5928108421238986 Epoch 10: val loss 0.6044246554374695 Epoch 11: train loss 0.5859360992908478 Epoch 11: val loss 0.5971584916114807 Epoch 12: train loss 0.5672744891860269 Epoch 12: val loss 0.5952005982398987 Epoch 13: train loss 0.5794857469472018 Epoch 13: val loss 0.5907007455825806 Epoch 14: train loss 0.5434446605769071 Epoch 14: val loss 0.5869799256324768 Epoch 15: train loss 0.5530865436250513 Epoch 15: val loss 0.5871016979217529 Epoch 16: train loss 0.5375524867664684 Epoch 16: val loss 0.5790697336196899 Epoch 17: train loss 0.5342447866093029 Epoch 17: val loss 0.5794972777366638 Epoch 18: train loss 0.5175371793183413 Epoch 18: val loss 0.5795922875404358 Epoch 19: train loss 0.5136462531306527 Epoch 19: val loss 0.5747458338737488 Epoch 20: train loss 0.5137447768991644 Epoch 20: val loss 0.5773417353630066 Epoch 21: train loss 0.5054500102996826 Epoch 21: val loss 0.5757905840873718 Epoch 22: train loss 0.489740328355269 Epoch 22: val loss 0.5584619641304016 Epoch 23: train loss 0.49089164354584436 Epoch 23: val loss 0.5652222633361816 Epoch 24: train loss 0.4784037877212871 Epoch 24: val loss 0.5637152194976807
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6815347183834423 Epoch 0: val loss 0.6648887395858765 Epoch 1: train loss 0.6538156216794794 Epoch 1: val loss 0.646472692489624 Epoch 2: train loss 0.6337965401736173 Epoch 2: val loss 0.6354644894599915 Epoch 3: train loss 0.6227018453858115 Epoch 3: val loss 0.6355715990066528 Epoch 4: train loss 0.6031898368488658 Epoch 4: val loss 0.6372019052505493 Epoch 5: train loss 0.5865403413772583 Epoch 5: val loss 0.6415761709213257 Epoch 6: train loss 0.5845584598454562 Epoch 6: val loss 0.6449570059776306 Epoch 7: train loss 0.5757779208096591 Epoch 7: val loss 0.6543182730674744 Epoch 8: train loss 0.5784800431945107 Epoch 8: val loss 0.6598283052444458 Epoch 9: train loss 0.5553961640054529 Epoch 9: val loss 0.6635482311248779 Epoch 10: train loss 0.5498320026831194 Epoch 10: val loss 0.6694258451461792 Epoch 11: train loss 0.5460773354226892 Epoch 11: val loss 0.6690948009490967 Epoch 12: train loss 0.5567291297695853 Epoch 12: val loss 0.6760619878768921 Epoch 13: train loss 0.5373463088815863 Epoch 13: val loss 0.6794385313987732 Epoch 14: train loss 0.521276360208338 Epoch 14: val loss 0.6755006313323975 Epoch 15: train loss 0.5293313102288679 Epoch 15: val loss 0.6767001748085022 Epoch 16: train loss 0.5013749491084706 Epoch 16: val loss 0.6737335920333862 Epoch 17: train loss 0.4839781549843875 Epoch 17: val loss 0.6762954592704773 Epoch 18: train loss 0.4953774105418812 Epoch 18: val loss 0.6896606683731079 Epoch 19: train loss 0.47880963574756275 Epoch 19: val loss 0.7009425759315491 Epoch 20: train loss 0.4884163466366855 Epoch 20: val loss 0.6837646961212158 Epoch 21: train loss 0.4798387316140262 Epoch 21: val loss 0.6773326992988586 Epoch 22: train loss 0.4827878746119412 Epoch 22: val loss 0.6686767339706421 Epoch 23: train loss 0.46696488423780963 Epoch 23: val loss 0.6765108704566956 Epoch 24: train loss 0.4432522817091508 Epoch 24: val loss 0.6799579858779907
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6994314352671306 Epoch 0: val loss 0.6704973578453064 Epoch 1: train loss 0.6664059877395629 Epoch 1: val loss 0.6403710842132568 Epoch 2: train loss 0.6404070417086284 Epoch 2: val loss 0.6232047080993652 Epoch 3: train loss 0.6306944847106933 Epoch 3: val loss 0.6141660213470459 Epoch 4: train loss 0.6080917119979858 Epoch 4: val loss 0.6056249737739563 Epoch 5: train loss 0.6124841570854187 Epoch 5: val loss 0.5969346761703491 Epoch 6: train loss 0.5965871175130208 Epoch 6: val loss 0.5928712487220764 Epoch 7: train loss 0.5997347036997477 Epoch 7: val loss 0.5818222761154175 Epoch 8: train loss 0.5864460666974386 Epoch 8: val loss 0.5681316256523132 Epoch 9: train loss 0.5702602545420329 Epoch 9: val loss 0.5582742094993591 Epoch 10: train loss 0.5547785222530365 Epoch 10: val loss 0.555966317653656 Epoch 11: train loss 0.5656518121560414 Epoch 11: val loss 0.5507026314735413 Epoch 12: train loss 0.5647901197274526 Epoch 12: val loss 0.5391610264778137 Epoch 13: train loss 0.5633625288804373 Epoch 13: val loss 0.5314932465553284 Epoch 14: train loss 0.5228189170360565 Epoch 14: val loss 0.5264228582382202 Epoch 15: train loss 0.5259831527868907 Epoch 15: val loss 0.5194776058197021 Epoch 16: train loss 0.5385789573192596 Epoch 16: val loss 0.5175700783729553 Epoch 17: train loss 0.5250482718149821 Epoch 17: val loss 0.5213225483894348 Epoch 18: train loss 0.48620068033536273 Epoch 18: val loss 0.521069347858429 Epoch 19: train loss 0.48337863286336263 Epoch 19: val loss 0.5153131484985352
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957525014877319 Epoch 0: val loss 0.6925920844078064 Epoch 1: train loss 0.6848619480927786 Epoch 1: val loss 0.6839507222175598 Epoch 2: train loss 0.675180604060491 Epoch 2: val loss 0.680008053779602 Epoch 3: train loss 0.6489463299512863 Epoch 3: val loss 0.6726059317588806 Epoch 4: train loss 0.6372659802436829 Epoch 4: val loss 0.6675978899002075 Epoch 5: train loss 0.6245270023743311 Epoch 5: val loss 0.6666989922523499 Epoch 6: train loss 0.616233711441358 Epoch 6: val loss 0.6579256653785706 Epoch 7: train loss 0.5909633934497833 Epoch 7: val loss 0.6525074243545532 Epoch 8: train loss 0.5863732943932215 Epoch 8: val loss 0.6544455289840698 Epoch 9: train loss 0.5773963257670403 Epoch 9: val loss 0.6511937379837036 Epoch 10: train loss 0.5588091885050138 Epoch 10: val loss 0.6498265862464905 Epoch 11: train loss 0.5658948396643003 Epoch 11: val loss 0.6548943519592285 Epoch 12: train loss 0.5578869034846624 Epoch 12: val loss 0.6476844549179077 Epoch 13: train loss 0.5417936195929846 Epoch 13: val loss 0.6462132930755615 Epoch 14: train loss 0.5564129874110222 Epoch 14: val loss 0.649215817451477 Epoch 15: train loss 0.5425310606757799 Epoch 15: val loss 0.6514252424240112 Epoch 16: train loss 0.5102494781215986 Epoch 16: val loss 0.6534275412559509 Epoch 17: train loss 0.5269747128089269 Epoch 17: val loss 0.6595476865768433 Epoch 18: train loss 0.4961217815677325 Epoch 18: val loss 0.650934100151062 Epoch 19: train loss 0.5042832220594088 Epoch 19: val loss 0.6613937020301819 Epoch 20: train loss 0.5044665187597275 Epoch 20: val loss 0.6625656485557556 Epoch 21: train loss 0.49264025688171387 Epoch 21: val loss 0.6547947525978088 Epoch 22: train loss 0.4834897642334302 Epoch 22: val loss 0.6608387231826782 Epoch 23: train loss 0.46543127795060474 Epoch 23: val loss 0.6560793519020081 Epoch 24: train loss 0.46782225370407104 Epoch 24: val loss 0.6596499085426331
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7040293216705322 Epoch 0: val loss 0.6848347783088684 Epoch 1: train loss 0.6787927597761154 Epoch 1: val loss 0.6800605058670044 Epoch 2: train loss 0.6712418645620346 Epoch 2: val loss 0.6719376444816589 Epoch 3: train loss 0.6507988174756368 Epoch 3: val loss 0.6611281037330627 Epoch 4: train loss 0.6490460087855657 Epoch 4: val loss 0.6526751518249512 Epoch 5: train loss 0.6249206761519114 Epoch 5: val loss 0.6462000012397766 Epoch 6: train loss 0.6157305836677551 Epoch 6: val loss 0.6326109170913696 Epoch 7: train loss 0.606984426577886 Epoch 7: val loss 0.6238408088684082 Epoch 8: train loss 0.5947020302216212 Epoch 8: val loss 0.6207152009010315 Epoch 9: train loss 0.5999872237443924 Epoch 9: val loss 0.6207224726676941 Epoch 10: train loss 0.5817677477995554 Epoch 10: val loss 0.6227189898490906 Epoch 11: train loss 0.5684809982776642 Epoch 11: val loss 0.6230235695838928 Epoch 12: train loss 0.554167740046978 Epoch 12: val loss 0.6187507510185242 Epoch 13: train loss 0.5473767494161924 Epoch 13: val loss 0.619402289390564 Epoch 14: train loss 0.5532098859548569 Epoch 14: val loss 0.6287174224853516 Epoch 15: train loss 0.5398269693056742 Epoch 15: val loss 0.6253412961959839 Epoch 16: train loss 0.5435957238078117 Epoch 16: val loss 0.6268572211265564 Epoch 17: train loss 0.5385043621063232 Epoch 17: val loss 0.6283057332038879 Epoch 18: train loss 0.5253129551808039 Epoch 18: val loss 0.634846568107605 Epoch 19: train loss 0.5059235567847887 Epoch 19: val loss 0.6362027525901794 Epoch 20: train loss 0.5203165958325068 Epoch 20: val loss 0.6339000463485718 Epoch 21: train loss 0.5110941479603449 Epoch 21: val loss 0.6410723924636841 Epoch 22: train loss 0.4963134080171585 Epoch 22: val loss 0.659740686416626 Epoch 23: train loss 0.5041605457663536 Epoch 23: val loss 0.6457346081733704 Epoch 24: train loss 0.481629841029644 Epoch 24: val loss 0.65339195728302
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6988808264334997 Epoch 0: val loss 0.690631091594696 Epoch 1: train loss 0.6725773314634959 Epoch 1: val loss 0.6832576394081116 Epoch 2: train loss 0.6592698494593302 Epoch 2: val loss 0.6678959727287292 Epoch 3: train loss 0.6521755109230677 Epoch 3: val loss 0.6562901139259338 Epoch 4: train loss 0.6278540988763174 Epoch 4: val loss 0.6456764936447144 Epoch 5: train loss 0.6260293424129486 Epoch 5: val loss 0.6431241631507874 Epoch 6: train loss 0.613225907087326 Epoch 6: val loss 0.6253085732460022 Epoch 7: train loss 0.6122463395198187 Epoch 7: val loss 0.6175599694252014 Epoch 8: train loss 0.6061641971270243 Epoch 8: val loss 0.6093629598617554 Epoch 9: train loss 0.5814230690399805 Epoch 9: val loss 0.60245680809021 Epoch 10: train loss 0.5872314249475797 Epoch 10: val loss 0.5922800898551941 Epoch 11: train loss 0.582376609245936 Epoch 11: val loss 0.5842095613479614 Epoch 12: train loss 0.5596013069152832 Epoch 12: val loss 0.5818468332290649 Epoch 13: train loss 0.5656941855947176 Epoch 13: val loss 0.5803819894790649 Epoch 14: train loss 0.5579446653525034 Epoch 14: val loss 0.5814738273620605 Epoch 15: train loss 0.5361639087398847 Epoch 15: val loss 0.5861670970916748 Epoch 16: train loss 0.5330170467495918 Epoch 16: val loss 0.573602557182312 Epoch 17: train loss 0.5443321267763773 Epoch 17: val loss 0.5780764818191528 Epoch 18: train loss 0.5275107771158218 Epoch 18: val loss 0.5681516528129578 Epoch 19: train loss 0.5303940251469612 Epoch 19: val loss 0.5695092082023621 Epoch 20: train loss 0.5299977039297422 Epoch 20: val loss 0.5671616792678833 Epoch 21: train loss 0.5138404766718546 Epoch 21: val loss 0.561111330986023 Epoch 22: train loss 0.5214836522936821 Epoch 22: val loss 0.5671444535255432 Epoch 23: train loss 0.5030576487382253 Epoch 23: val loss 0.5696048140525818 Epoch 24: train loss 0.48200472941001254 Epoch 24: val loss 0.5681641101837158
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7077731986840566 Epoch 0: val loss 0.6930777430534363 Epoch 1: train loss 0.6881651530663172 Epoch 1: val loss 0.6836481690406799 Epoch 2: train loss 0.6840548813343048 Epoch 2: val loss 0.6742355823516846 Epoch 3: train loss 0.6763673027356466 Epoch 3: val loss 0.6694017052650452 Epoch 4: train loss 0.6590946316719055 Epoch 4: val loss 0.664583683013916 Epoch 5: train loss 0.6434038579463959 Epoch 5: val loss 0.663905918598175 Epoch 6: train loss 0.62973686059316 Epoch 6: val loss 0.6684406995773315 Epoch 7: train loss 0.6060008257627487 Epoch 7: val loss 0.6742709279060364 Epoch 8: train loss 0.6084095587333044 Epoch 8: val loss 0.6859182715415955 Epoch 9: train loss 0.6003866915901502 Epoch 9: val loss 0.6849236488342285 Epoch 10: train loss 0.5863579188783964 Epoch 10: val loss 0.6850079298019409 Epoch 11: train loss 0.5641887038946152 Epoch 11: val loss 0.6905742883682251 Epoch 12: train loss 0.5592378427584966 Epoch 12: val loss 0.695388674736023 Epoch 13: train loss 0.5521611968676249 Epoch 13: val loss 0.6959171295166016 Epoch 14: train loss 0.5552753532926241 Epoch 14: val loss 0.6948626637458801 Epoch 15: train loss 0.5402262285351753 Epoch 15: val loss 0.7087337374687195 Epoch 16: train loss 0.5305240551630656 Epoch 16: val loss 0.7230265736579895 Epoch 17: train loss 0.5364421059687933 Epoch 17: val loss 0.7019332051277161 Epoch 18: train loss 0.5421150798598925 Epoch 18: val loss 0.715106725692749 Epoch 19: train loss 0.5246777708331744 Epoch 19: val loss 0.7132401466369629 Epoch 20: train loss 0.5232864990830421 Epoch 20: val loss 0.7385613322257996 Epoch 21: train loss 0.538838341832161 Epoch 21: val loss 0.7445666193962097 Epoch 22: train loss 0.5028615519404411 Epoch 22: val loss 0.7294179201126099 Epoch 23: train loss 0.500227632621924 Epoch 23: val loss 0.747294545173645 Epoch 24: train loss 0.5174005826314291 Epoch 24: val loss 0.7353132367134094
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7071239501237869 Epoch 0: val loss 0.6963427066802979 Epoch 1: train loss 0.6844647638499737 Epoch 1: val loss 0.6925812363624573 Epoch 2: train loss 0.6707834266126156 Epoch 2: val loss 0.6786538362503052 Epoch 3: train loss 0.6560770608484745 Epoch 3: val loss 0.6682116985321045 Epoch 4: train loss 0.6569755338132381 Epoch 4: val loss 0.6536885499954224 Epoch 5: train loss 0.6202626973390579 Epoch 5: val loss 0.6511398553848267 Epoch 6: train loss 0.6095176767557859 Epoch 6: val loss 0.6324589848518372 Epoch 7: train loss 0.601251520216465 Epoch 7: val loss 0.6236130595207214 Epoch 8: train loss 0.570843193680048 Epoch 8: val loss 0.6209620833396912 Epoch 9: train loss 0.5600030701607466 Epoch 9: val loss 0.6160141825675964 Epoch 10: train loss 0.5684207864105701 Epoch 10: val loss 0.6082037687301636 Epoch 11: train loss 0.5510845892131329 Epoch 11: val loss 0.6067581176757812 Epoch 12: train loss 0.5464967228472233 Epoch 12: val loss 0.5998694896697998 Epoch 13: train loss 0.5398852545768023 Epoch 13: val loss 0.6038433313369751 Epoch 14: train loss 0.5242479685693979 Epoch 14: val loss 0.6025489568710327 Epoch 15: train loss 0.519422110170126 Epoch 15: val loss 0.5897734761238098 Epoch 16: train loss 0.505984665825963 Epoch 16: val loss 0.5986400246620178 Epoch 17: train loss 0.5189791228622198 Epoch 17: val loss 0.5959745049476624 Epoch 18: train loss 0.514459976926446 Epoch 18: val loss 0.6040272116661072
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6796217461427053 Epoch 0: val loss 0.686115562915802 Epoch 1: train loss 0.66568922996521 Epoch 1: val loss 0.6795654296875 Epoch 2: train loss 0.6454582611719767 Epoch 2: val loss 0.6735144853591919 Epoch 3: train loss 0.6584709286689758 Epoch 3: val loss 0.667572021484375 Epoch 4: train loss 0.6233521650234858 Epoch 4: val loss 0.6559500098228455 Epoch 5: train loss 0.6152498771746954 Epoch 5: val loss 0.6572264432907104 Epoch 6: train loss 0.6105901201566061 Epoch 6: val loss 0.6615089774131775 Epoch 7: train loss 0.5975936949253082 Epoch 7: val loss 0.6561793684959412 Epoch 8: train loss 0.583261656264464 Epoch 8: val loss 0.660544216632843 Epoch 9: train loss 0.5818884422381719 Epoch 9: val loss 0.6636167168617249 Epoch 10: train loss 0.5794465864698092 Epoch 10: val loss 0.6674492359161377 Epoch 11: train loss 0.5901217063268026 Epoch 11: val loss 0.6634558439254761 Epoch 12: train loss 0.5525668288270632 Epoch 12: val loss 0.6733030676841736 Epoch 13: train loss 0.5373108138640722 Epoch 13: val loss 0.6707905530929565 Epoch 14: train loss 0.5641760403911272 Epoch 14: val loss 0.6616820693016052 Epoch 15: train loss 0.5641069362560908 Epoch 15: val loss 0.6630001664161682 Epoch 16: train loss 0.5508990337451299 Epoch 16: val loss 0.6684327721595764 Epoch 17: train loss 0.5636558905243874 Epoch 17: val loss 0.6702950596809387 Epoch 18: train loss 0.5486903314789137 Epoch 18: val loss 0.667209267616272 Epoch 19: train loss 0.5621515015761057 Epoch 19: val loss 0.6739251613616943 Epoch 20: train loss 0.5137375642855962 Epoch 20: val loss 0.6870295405387878 Epoch 21: train loss 0.556301107009252 Epoch 21: val loss 0.6796554327011108 Epoch 22: train loss 0.5405408019820849 Epoch 22: val loss 0.6805016398429871 Epoch 23: train loss 0.519939643641313 Epoch 23: val loss 0.6737655401229858 Epoch 24: train loss 0.528055839240551 Epoch 24: val loss 0.6862086653709412
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921032319466273 Epoch 0: val loss 0.6944567561149597 Epoch 1: train loss 0.6816323945919672 Epoch 1: val loss 0.6837663650512695 Epoch 2: train loss 0.6675168126821518 Epoch 2: val loss 0.6740307211875916 Epoch 3: train loss 0.6606267144282659 Epoch 3: val loss 0.6744360327720642 Epoch 4: train loss 0.6441089659929276 Epoch 4: val loss 0.6757827997207642 Epoch 5: train loss 0.6277315566937128 Epoch 5: val loss 0.6700224876403809 Epoch 6: train loss 0.6281982660293579 Epoch 6: val loss 0.6693864464759827 Epoch 7: train loss 0.6093346426884333 Epoch 7: val loss 0.659280002117157 Epoch 8: train loss 0.6234069069226583 Epoch 8: val loss 0.6481030583381653 Epoch 9: train loss 0.6107790768146515 Epoch 9: val loss 0.6595026254653931 Epoch 10: train loss 0.5845298791925112 Epoch 10: val loss 0.6493669152259827 Epoch 11: train loss 0.6077347149451574 Epoch 11: val loss 0.649664044380188 Epoch 12: train loss 0.5913563122351965 Epoch 12: val loss 0.6449415683746338 Epoch 13: train loss 0.5975019807616869 Epoch 13: val loss 0.6573400497436523 Epoch 14: train loss 0.597388414045175 Epoch 14: val loss 0.6387863755226135 Epoch 15: train loss 0.5745602349440256 Epoch 15: val loss 0.6536080837249756 Epoch 16: train loss 0.5666867444912592 Epoch 16: val loss 0.673050582408905 Epoch 17: train loss 0.5783224950234095 Epoch 17: val loss 0.6536487340927124 Epoch 18: train loss 0.5662189424037933 Epoch 18: val loss 0.6533551216125488 Epoch 19: train loss 0.5679550170898438 Epoch 19: val loss 0.6406558156013489 Epoch 20: train loss 0.541334331035614 Epoch 20: val loss 0.6460331678390503 Epoch 21: train loss 0.5702334716916084 Epoch 21: val loss 0.6409376263618469 Epoch 22: train loss 0.560503363609314 Epoch 22: val loss 0.6313051581382751 Epoch 23: train loss 0.5364771410822868 Epoch 23: val loss 0.651093065738678 Epoch 24: train loss 0.5286160161097845 Epoch 24: val loss 0.6516203284263611
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7041180382172266 Epoch 0: val loss 0.6836143136024475 Epoch 1: train loss 0.6923515846331915 Epoch 1: val loss 0.6789507865905762 Epoch 2: train loss 0.6690466453631719 Epoch 2: val loss 0.671317458152771 Epoch 3: train loss 0.6476146678129832 Epoch 3: val loss 0.6679577231407166 Epoch 4: train loss 0.6395802696545919 Epoch 4: val loss 0.6644946336746216 Epoch 5: train loss 0.6252090434233347 Epoch 5: val loss 0.6638697385787964 Epoch 6: train loss 0.6174821456273397 Epoch 6: val loss 0.6660270690917969 Epoch 7: train loss 0.6118131081263224 Epoch 7: val loss 0.6693515181541443 Epoch 8: train loss 0.5937842627366384 Epoch 8: val loss 0.6679978966712952 Epoch 9: train loss 0.6024494444330534 Epoch 9: val loss 0.6709936261177063 Epoch 10: train loss 0.5775772035121918 Epoch 10: val loss 0.6707841157913208 Epoch 11: train loss 0.587185708185037 Epoch 11: val loss 0.6718352437019348 Epoch 12: train loss 0.5883854801456133 Epoch 12: val loss 0.6724740266799927 Epoch 13: train loss 0.591459592183431 Epoch 13: val loss 0.6848573088645935 Epoch 14: train loss 0.565036969880263 Epoch 14: val loss 0.6881138682365417 Epoch 15: train loss 0.5641967554887136 Epoch 15: val loss 0.6871858239173889 Epoch 16: train loss 0.5702915067474047 Epoch 16: val loss 0.6892807483673096 Epoch 17: train loss 0.5573387667536736 Epoch 17: val loss 0.6975075006484985 Epoch 18: train loss 0.5639101813236872 Epoch 18: val loss 0.6918138861656189 Epoch 19: train loss 0.5389678453405699 Epoch 19: val loss 0.6865081787109375 Epoch 20: train loss 0.542932778596878 Epoch 20: val loss 0.6973761916160583 Epoch 21: train loss 0.5417266314228376 Epoch 21: val loss 0.7094008922576904 Epoch 22: train loss 0.5339031964540482 Epoch 22: val loss 0.7078221440315247 Epoch 23: train loss 0.547737089296182 Epoch 23: val loss 0.7071726322174072 Epoch 24: train loss 0.5344740773240725 Epoch 24: val loss 0.710757315158844
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992271343866984 Epoch 0: val loss 0.6901562809944153 Epoch 1: train loss 0.677562008301417 Epoch 1: val loss 0.6824160218238831 Epoch 2: train loss 0.6633196721474329 Epoch 2: val loss 0.669892430305481 Epoch 3: train loss 0.64601997534434 Epoch 3: val loss 0.6668336987495422 Epoch 4: train loss 0.6427338669697443 Epoch 4: val loss 0.6607165336608887 Epoch 5: train loss 0.6363242318232855 Epoch 5: val loss 0.650077760219574 Epoch 6: train loss 0.6166025847196579 Epoch 6: val loss 0.6477034687995911 Epoch 7: train loss 0.6086931526660919 Epoch 7: val loss 0.6480726003646851 Epoch 8: train loss 0.6019216179847717 Epoch 8: val loss 0.6526837944984436 Epoch 9: train loss 0.586193804939588 Epoch 9: val loss 0.6483418941497803 Epoch 10: train loss 0.5921952947974205 Epoch 10: val loss 0.6499714851379395 Epoch 11: train loss 0.5807518487175306 Epoch 11: val loss 0.6411692500114441 Epoch 12: train loss 0.5795278425017992 Epoch 12: val loss 0.6486186385154724 Epoch 13: train loss 0.5674915611743927 Epoch 13: val loss 0.6483491659164429 Epoch 14: train loss 0.5549940466880798 Epoch 14: val loss 0.6507391929626465 Epoch 15: train loss 0.5486956611275673 Epoch 15: val loss 0.6509808301925659 Epoch 16: train loss 0.5501385057965914 Epoch 16: val loss 0.6521509885787964 Epoch 17: train loss 0.5449925139546394 Epoch 17: val loss 0.6565058827400208 Epoch 18: train loss 0.5502789492408434 Epoch 18: val loss 0.6475538611412048 Epoch 19: train loss 0.5305303533871969 Epoch 19: val loss 0.6467499136924744 Epoch 20: train loss 0.524121048549811 Epoch 20: val loss 0.6550272703170776 Epoch 21: train loss 0.5333126708865166 Epoch 21: val loss 0.6598210334777832 Epoch 22: train loss 0.51077984025081 Epoch 22: val loss 0.6713270545005798 Epoch 23: train loss 0.5306235998868942 Epoch 23: val loss 0.6582655310630798 Epoch 24: train loss 0.5119055286049843 Epoch 24: val loss 0.6487597227096558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7047253549098969 Epoch 0: val loss 0.6850259900093079 Epoch 1: train loss 0.6807005740702152 Epoch 1: val loss 0.6752030849456787 Epoch 2: train loss 0.6576320789754391 Epoch 2: val loss 0.6661568880081177 Epoch 3: train loss 0.6501362957060337 Epoch 3: val loss 0.6474133133888245 Epoch 4: train loss 0.6324012912809849 Epoch 4: val loss 0.6320093870162964 Epoch 5: train loss 0.6277980953454971 Epoch 5: val loss 0.6246477365493774 Epoch 6: train loss 0.6256821863353252 Epoch 6: val loss 0.6185282468795776 Epoch 7: train loss 0.6076513323932886 Epoch 7: val loss 0.6202462911605835 Epoch 8: train loss 0.6118143163621426 Epoch 8: val loss 0.6186036467552185 Epoch 9: train loss 0.6168588511645794 Epoch 9: val loss 0.6067466735839844 Epoch 10: train loss 0.6123531460762024 Epoch 10: val loss 0.6008622050285339 Epoch 11: train loss 0.5916947834193707 Epoch 11: val loss 0.608525812625885 Epoch 12: train loss 0.5724512822926044 Epoch 12: val loss 0.6086501479148865 Epoch 13: train loss 0.5744610615074635 Epoch 13: val loss 0.6054425835609436 Epoch 14: train loss 0.576737180352211 Epoch 14: val loss 0.6328976154327393 Epoch 15: train loss 0.5766269434243441 Epoch 15: val loss 0.6301013231277466 Epoch 16: train loss 0.57928835041821 Epoch 16: val loss 0.6222264766693115
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914872960610823 Epoch 0: val loss 0.6884474754333496 Epoch 1: train loss 0.6844312169335105 Epoch 1: val loss 0.6799867153167725 Epoch 2: train loss 0.6731149608438666 Epoch 2: val loss 0.672677755355835 Epoch 3: train loss 0.6587698080322959 Epoch 3: val loss 0.6753333210945129 Epoch 4: train loss 0.6426039988344366 Epoch 4: val loss 0.6836143136024475 Epoch 5: train loss 0.6333708221262152 Epoch 5: val loss 0.6885491609573364 Epoch 6: train loss 0.6270519928498701 Epoch 6: val loss 0.6955475807189941 Epoch 7: train loss 0.6132265654477206 Epoch 7: val loss 0.7015983462333679 Epoch 8: train loss 0.6162384856830944 Epoch 8: val loss 0.7067455053329468 Epoch 9: train loss 0.5992269786921415 Epoch 9: val loss 0.7228158116340637 Epoch 10: train loss 0.6087478778579019 Epoch 10: val loss 0.7191187739372253 Epoch 11: train loss 0.5817686969583685 Epoch 11: val loss 0.7232425808906555 Epoch 12: train loss 0.5981411825526844 Epoch 12: val loss 0.7362451553344727 Epoch 13: train loss 0.5885265686295249 Epoch 13: val loss 0.7300226092338562 Epoch 14: train loss 0.5763489983298562 Epoch 14: val loss 0.7258087992668152 Epoch 15: train loss 0.5814617655493997 Epoch 15: val loss 0.7224688529968262 Epoch 16: train loss 0.5724842385812239 Epoch 16: val loss 0.726825475692749 Epoch 17: train loss 0.5809912112626162 Epoch 17: val loss 0.718950092792511 Epoch 18: train loss 0.5453388501297344 Epoch 18: val loss 0.715323269367218 Epoch 19: train loss 0.5661699121648615 Epoch 19: val loss 0.7247618436813354 Epoch 20: train loss 0.5591473579406738 Epoch 20: val loss 0.7412053346633911 Epoch 21: train loss 0.5618008510632948 Epoch 21: val loss 0.7445114254951477 Epoch 22: train loss 0.559360000220212 Epoch 22: val loss 0.741156280040741 Epoch 23: train loss 0.5373619063334032 Epoch 23: val loss 0.7351277470588684 Epoch 24: train loss 0.5354536825960333 Epoch 24: val loss 0.7530506253242493
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7049322507598184 Epoch 0: val loss 0.6761857867240906 Epoch 1: train loss 0.6786202571608804 Epoch 1: val loss 0.6692607402801514 Epoch 2: train loss 0.6594162095676769 Epoch 2: val loss 0.6662536859512329 Epoch 3: train loss 0.6594426306811246 Epoch 3: val loss 0.6666945815086365 Epoch 4: train loss 0.6485198682004755 Epoch 4: val loss 0.6654605269432068 Epoch 5: train loss 0.6541037992997603 Epoch 5: val loss 0.6670576333999634 Epoch 6: train loss 0.6576963608915155 Epoch 6: val loss 0.6665123701095581 Epoch 7: train loss 0.6353985071182251 Epoch 7: val loss 0.6693898439407349 Epoch 8: train loss 0.6302584247155623 Epoch 8: val loss 0.674586296081543 Epoch 9: train loss 0.6302462762052362 Epoch 9: val loss 0.6706355214118958 Epoch 10: train loss 0.6390646587718617 Epoch 10: val loss 0.6664537191390991 Epoch 11: train loss 0.6210679574446245 Epoch 11: val loss 0.6611161231994629 Epoch 12: train loss 0.6074216636744413 Epoch 12: val loss 0.659557044506073 Epoch 13: train loss 0.5977316282012246 Epoch 13: val loss 0.6553518176078796 Epoch 14: train loss 0.6131048094142567 Epoch 14: val loss 0.6548969149589539 Epoch 15: train loss 0.5806153633377769 Epoch 15: val loss 0.6523280739784241 Epoch 16: train loss 0.5790293975309893 Epoch 16: val loss 0.6538562178611755 Epoch 17: train loss 0.5755056901411577 Epoch 17: val loss 0.6596259474754333 Epoch 18: train loss 0.5548190826719458 Epoch 18: val loss 0.6564750075340271 Epoch 19: train loss 0.5794581960548054 Epoch 19: val loss 0.6756710410118103 Epoch 20: train loss 0.5502113158052618 Epoch 20: val loss 0.683590292930603 Epoch 21: train loss 0.5470545617016879 Epoch 21: val loss 0.6929848790168762 Epoch 22: train loss 0.5648068541830237 Epoch 22: val loss 0.6858035922050476 Epoch 23: train loss 0.5332895923744548 Epoch 23: val loss 0.6798982620239258 Epoch 24: train loss 0.522372925823385 Epoch 24: val loss 0.6781280040740967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7006711255420338 Epoch 0: val loss 0.6945826411247253 Epoch 1: train loss 0.6757844903252341 Epoch 1: val loss 0.6925443410873413 Epoch 2: train loss 0.6649230826984752 Epoch 2: val loss 0.6917078495025635 Epoch 3: train loss 0.6529143181714144 Epoch 3: val loss 0.6967053413391113 Epoch 4: train loss 0.6422754417766224 Epoch 4: val loss 0.6955142021179199 Epoch 5: train loss 0.6311048052527688 Epoch 5: val loss 0.6951469779014587 Epoch 6: train loss 0.6294904242862355 Epoch 6: val loss 0.7017974853515625 Epoch 7: train loss 0.6141411147334359 Epoch 7: val loss 0.7035865187644958 Epoch 8: train loss 0.6060213554989208 Epoch 8: val loss 0.7082741260528564 Epoch 9: train loss 0.5998695167628202 Epoch 9: val loss 0.7054421901702881 Epoch 10: train loss 0.6009104902094061 Epoch 10: val loss 0.7050715088844299 Epoch 11: train loss 0.6056401079351251 Epoch 11: val loss 0.7090089321136475 Epoch 12: train loss 0.593597409400073 Epoch 12: val loss 0.7021709680557251 Epoch 13: train loss 0.5953922759402882 Epoch 13: val loss 0.7055267095565796 Epoch 14: train loss 0.5771764083342119 Epoch 14: val loss 0.7010669112205505 Epoch 15: train loss 0.5645581619306044 Epoch 15: val loss 0.7131282687187195 Epoch 16: train loss 0.5688185068694028 Epoch 16: val loss 0.7017093896865845 Epoch 17: train loss 0.5485406517982483 Epoch 17: val loss 0.7091548442840576 Epoch 18: train loss 0.5605491995811462 Epoch 18: val loss 0.7279062867164612 Epoch 19: train loss 0.5589443661949851 Epoch 19: val loss 0.7047144174575806 Epoch 20: train loss 0.5407489213076505 Epoch 20: val loss 0.7065414786338806 Epoch 21: train loss 0.5475839999589053 Epoch 21: val loss 0.7006236910820007 Epoch 22: train loss 0.530995100736618 Epoch 22: val loss 0.7009697556495667 Epoch 23: train loss 0.5199494605714624 Epoch 23: val loss 0.7005453109741211 Epoch 24: train loss 0.514309284361926 Epoch 24: val loss 0.7126346826553345
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6881334619088606 Epoch 0: val loss 0.6643666625022888 Epoch 1: train loss 0.6695263277400624 Epoch 1: val loss 0.6529545783996582 Epoch 2: train loss 0.6382934667847373 Epoch 2: val loss 0.6521493792533875 Epoch 3: train loss 0.6482366106726907 Epoch 3: val loss 0.6523177623748779 Epoch 4: train loss 0.6378954974087802 Epoch 4: val loss 0.6514760851860046 Epoch 5: train loss 0.6196070746942 Epoch 5: val loss 0.6510127186775208 Epoch 6: train loss 0.6213821877132762 Epoch 6: val loss 0.6509139537811279 Epoch 7: train loss 0.6202923492951826 Epoch 7: val loss 0.6516113877296448 Epoch 8: train loss 0.6112471466714685 Epoch 8: val loss 0.6590831279754639 Epoch 9: train loss 0.614610650322654 Epoch 9: val loss 0.6582162976264954 Epoch 10: train loss 0.6043333953077142 Epoch 10: val loss 0.659678041934967 Epoch 11: train loss 0.5852125259962949 Epoch 11: val loss 0.6565564870834351 Epoch 12: train loss 0.596885160966353 Epoch 12: val loss 0.6533196568489075 Epoch 13: train loss 0.5856039171869104 Epoch 13: val loss 0.6539994478225708 Epoch 14: train loss 0.5847655236721039 Epoch 14: val loss 0.6547350883483887 Epoch 15: train loss 0.5710263360630382 Epoch 15: val loss 0.6537418961524963 Epoch 16: train loss 0.5796868801116943 Epoch 16: val loss 0.6500616073608398 Epoch 17: train loss 0.5715047825466503 Epoch 17: val loss 0.6477685570716858 Epoch 18: train loss 0.5521511543880809 Epoch 18: val loss 0.6418964266777039 Epoch 19: train loss 0.5684312148527666 Epoch 19: val loss 0.6425206661224365 Epoch 20: train loss 0.5555158826437864 Epoch 20: val loss 0.6309131383895874 Epoch 21: train loss 0.5371329107067802 Epoch 21: val loss 0.6350628733634949 Epoch 22: train loss 0.5358270081606779 Epoch 22: val loss 0.6321170330047607 Epoch 23: train loss 0.5466724092310126 Epoch 23: val loss 0.6289976239204407 Epoch 24: train loss 0.5176392793655396 Epoch 24: val loss 0.6357550024986267
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978282451629638 Epoch 0: val loss 0.7056167125701904 Epoch 1: train loss 0.655960613489151 Epoch 1: val loss 0.6952661275863647 Epoch 2: train loss 0.6703461527824401 Epoch 2: val loss 0.6899009346961975 Epoch 3: train loss 0.6427741984526316 Epoch 3: val loss 0.6956847906112671 Epoch 4: train loss 0.6420195937156677 Epoch 4: val loss 0.679976224899292 Epoch 5: train loss 0.6351282318433126 Epoch 5: val loss 0.6710602045059204 Epoch 6: train loss 0.6170388579368591 Epoch 6: val loss 0.6698269844055176 Epoch 7: train loss 0.6245164831479391 Epoch 7: val loss 0.6768595576286316 Epoch 8: train loss 0.6010176499684652 Epoch 8: val loss 0.657029390335083 Epoch 9: train loss 0.6202084342638652 Epoch 9: val loss 0.6637260317802429 Epoch 10: train loss 0.595736966530482 Epoch 10: val loss 0.6512820720672607 Epoch 11: train loss 0.6076511263847351 Epoch 11: val loss 0.6482664346694946 Epoch 12: train loss 0.5978655576705932 Epoch 12: val loss 0.649444580078125 Epoch 13: train loss 0.5827408174673716 Epoch 13: val loss 0.642141580581665 Epoch 14: train loss 0.5620516777038574 Epoch 14: val loss 0.6385332345962524 Epoch 15: train loss 0.5477283239364624 Epoch 15: val loss 0.6332835555076599 Epoch 16: train loss 0.5818559110164643 Epoch 16: val loss 0.6350221037864685
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6934262101466839 Epoch 0: val loss 0.6846125721931458 Epoch 1: train loss 0.673866881774022 Epoch 1: val loss 0.6670683026313782 Epoch 2: train loss 0.6603414691411532 Epoch 2: val loss 0.6589295864105225 Epoch 3: train loss 0.6562461027732263 Epoch 3: val loss 0.6520457863807678 Epoch 4: train loss 0.6292078632574815 Epoch 4: val loss 0.6507405638694763 Epoch 5: train loss 0.6348144641289344 Epoch 5: val loss 0.6409834027290344 Epoch 6: train loss 0.6275262419994061 Epoch 6: val loss 0.6375701427459717 Epoch 7: train loss 0.611050369647833 Epoch 7: val loss 0.6354652047157288 Epoch 8: train loss 0.6110339073034433 Epoch 8: val loss 0.6343835592269897 Epoch 9: train loss 0.598927942606119 Epoch 9: val loss 0.6334710121154785 Epoch 10: train loss 0.5954126325937418 Epoch 10: val loss 0.6355806589126587 Epoch 11: train loss 0.5860064534040598 Epoch 11: val loss 0.6304344534873962 Epoch 12: train loss 0.5893695125213037 Epoch 12: val loss 0.6302490234375 Epoch 13: train loss 0.5778811665681692 Epoch 13: val loss 0.6362045407295227 Epoch 14: train loss 0.5828739175429711 Epoch 14: val loss 0.6460983753204346 Epoch 15: train loss 0.5831138445780828 Epoch 15: val loss 0.6399748921394348 Epoch 16: train loss 0.5589080200745509 Epoch 16: val loss 0.6342137455940247 Epoch 17: train loss 0.5634747835306021 Epoch 17: val loss 0.6467697024345398 Epoch 18: train loss 0.5554193372909839 Epoch 18: val loss 0.6434855461120605 Epoch 19: train loss 0.5762680516793177 Epoch 19: val loss 0.649328351020813 Epoch 20: train loss 0.5543723014684824 Epoch 20: val loss 0.6449530124664307 Epoch 21: train loss 0.5588979216722342 Epoch 21: val loss 0.6466975212097168 Epoch 22: train loss 0.5466650128364563 Epoch 22: val loss 0.6501575708389282 Epoch 23: train loss 0.5253598712957822 Epoch 23: val loss 0.6364235877990723 Epoch 24: train loss 0.5222699344158173 Epoch 24: val loss 0.6357904076576233
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6880842997477605 Epoch 0: val loss 0.6774897575378418 Epoch 1: train loss 0.6703084111213684 Epoch 1: val loss 0.6661525964736938 Epoch 2: train loss 0.6572191761090205 Epoch 2: val loss 0.6568043231964111 Epoch 3: train loss 0.6571645461595975 Epoch 3: val loss 0.6515680551528931 Epoch 4: train loss 0.64232082091845 Epoch 4: val loss 0.6505981087684631 Epoch 5: train loss 0.632140916127425 Epoch 5: val loss 0.6471059322357178 Epoch 6: train loss 0.6361139508394095 Epoch 6: val loss 0.6505398750305176 Epoch 7: train loss 0.6148278438127958 Epoch 7: val loss 0.6526828408241272 Epoch 8: train loss 0.6202489137649536 Epoch 8: val loss 0.6525304913520813 Epoch 9: train loss 0.6125440643383906 Epoch 9: val loss 0.6532675623893738 Epoch 10: train loss 0.6038942291186407 Epoch 10: val loss 0.6544311046600342 Epoch 11: train loss 0.5933419970365671 Epoch 11: val loss 0.6599120497703552 Epoch 12: train loss 0.5953947901725769 Epoch 12: val loss 0.661374568939209 Epoch 13: train loss 0.5997998553972977 Epoch 13: val loss 0.6547970771789551 Epoch 14: train loss 0.5663207058723156 Epoch 14: val loss 0.6586010456085205 Epoch 15: train loss 0.5762870907783508 Epoch 15: val loss 0.6608650088310242 Epoch 16: train loss 0.5655129643586966 Epoch 16: val loss 0.6624279618263245 Epoch 17: train loss 0.5915281956012433 Epoch 17: val loss 0.6742923855781555 Epoch 18: train loss 0.5720335611930261 Epoch 18: val loss 0.6570633053779602 Epoch 19: train loss 0.5566272620971386 Epoch 19: val loss 0.6677678227424622 Epoch 20: train loss 0.5502001757805164 Epoch 20: val loss 0.6601653099060059 Epoch 21: train loss 0.5727069561298077 Epoch 21: val loss 0.660158097743988 Epoch 22: train loss 0.5505694380173316 Epoch 22: val loss 0.6535199880599976 Epoch 23: train loss 0.5496731606813577 Epoch 23: val loss 0.6603369116783142 Epoch 24: train loss 0.5517674615749946 Epoch 24: val loss 0.6483705043792725
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7070806209857647 Epoch 0: val loss 0.6867613196372986 Epoch 1: train loss 0.6765231352586013 Epoch 1: val loss 0.6801234483718872 Epoch 2: train loss 0.6571362156134385 Epoch 2: val loss 0.6699003577232361 Epoch 3: train loss 0.643474280834198 Epoch 3: val loss 0.6618419289588928 Epoch 4: train loss 0.6290806715305035 Epoch 4: val loss 0.6569772958755493 Epoch 5: train loss 0.6199654615842379 Epoch 5: val loss 0.6533507704734802 Epoch 6: train loss 0.6126949787139893 Epoch 6: val loss 0.6492718458175659 Epoch 7: train loss 0.6073464155197144 Epoch 7: val loss 0.6525025367736816 Epoch 8: train loss 0.5997101618693426 Epoch 8: val loss 0.6565079092979431 Epoch 9: train loss 0.587842216858497 Epoch 9: val loss 0.660137951374054 Epoch 10: train loss 0.5814028244752151 Epoch 10: val loss 0.6624823808670044 Epoch 11: train loss 0.5751218245579646 Epoch 11: val loss 0.6652294397354126 Epoch 12: train loss 0.572873381467966 Epoch 12: val loss 0.6677846312522888 Epoch 13: train loss 0.5562800742112674 Epoch 13: val loss 0.6643875241279602 Epoch 14: train loss 0.5487180558534769 Epoch 14: val loss 0.670438289642334 Epoch 15: train loss 0.5457656750312219 Epoch 15: val loss 0.6776231527328491 Epoch 16: train loss 0.5478156277766595 Epoch 16: val loss 0.6850594878196716 Epoch 17: train loss 0.5240052869686713 Epoch 17: val loss 0.6835160255432129 Epoch 18: train loss 0.5350582301616669 Epoch 18: val loss 0.6796793341636658 Epoch 19: train loss 0.503332073871906 Epoch 19: val loss 0.688987672328949 Epoch 20: train loss 0.536478572166883 Epoch 20: val loss 0.6840130686759949 Epoch 21: train loss 0.5362988320680765 Epoch 21: val loss 0.6818221211433411 Epoch 22: train loss 0.5030876902433542 Epoch 22: val loss 0.6828749775886536 Epoch 23: train loss 0.5116245288115281 Epoch 23: val loss 0.6857019066810608 Epoch 24: train loss 0.5095475935018979 Epoch 24: val loss 0.7064000964164734
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919398995546194 Epoch 0: val loss 0.6791306734085083 Epoch 1: train loss 0.685715927527501 Epoch 1: val loss 0.6679568290710449 Epoch 2: train loss 0.6757224385554974 Epoch 2: val loss 0.6597237586975098 Epoch 3: train loss 0.6614984365609976 Epoch 3: val loss 0.6511842608451843 Epoch 4: train loss 0.6585003412686862 Epoch 4: val loss 0.6501530408859253 Epoch 5: train loss 0.636193729363955 Epoch 5: val loss 0.6491932272911072 Epoch 6: train loss 0.6402450249745295 Epoch 6: val loss 0.6504495143890381 Epoch 7: train loss 0.6238459348678589 Epoch 7: val loss 0.6509327292442322 Epoch 8: train loss 0.6329426948840802 Epoch 8: val loss 0.6511310935020447 Epoch 9: train loss 0.6230034553087674 Epoch 9: val loss 0.6521404385566711 Epoch 10: train loss 0.6099337614499606 Epoch 10: val loss 0.6542053818702698 Epoch 11: train loss 0.6115081081023583 Epoch 11: val loss 0.6575657725334167 Epoch 12: train loss 0.6002241029189184 Epoch 12: val loss 0.6545074582099915 Epoch 13: train loss 0.6006312278600839 Epoch 13: val loss 0.6532188057899475 Epoch 14: train loss 0.5792258106745206 Epoch 14: val loss 0.6548792719841003 Epoch 15: train loss 0.5745227566132178 Epoch 15: val loss 0.6555271148681641 Epoch 16: train loss 0.5882854094872108 Epoch 16: val loss 0.6588829159736633 Epoch 17: train loss 0.5642431401289426 Epoch 17: val loss 0.6564598083496094 Epoch 18: train loss 0.5728621322375077 Epoch 18: val loss 0.6511950492858887 Epoch 19: train loss 0.559529029406034 Epoch 19: val loss 0.6461349129676819 Epoch 20: train loss 0.57243644961944 Epoch 20: val loss 0.6433205008506775 Epoch 21: train loss 0.5475027240239657 Epoch 21: val loss 0.6496502757072449 Epoch 22: train loss 0.555684472505863 Epoch 22: val loss 0.6596832871437073 Epoch 23: train loss 0.5484456076071813 Epoch 23: val loss 0.660273551940918 Epoch 24: train loss 0.5662052631378174 Epoch 24: val loss 0.658549964427948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6939709186553955 Epoch 0: val loss 0.6839977502822876 Epoch 1: train loss 0.6724932123632992 Epoch 1: val loss 0.6743108630180359 Epoch 2: train loss 0.6622892442871543 Epoch 2: val loss 0.6680185198783875 Epoch 3: train loss 0.6558571808478412 Epoch 3: val loss 0.6660210490226746 Epoch 4: train loss 0.6355964085635017 Epoch 4: val loss 0.6625392436981201 Epoch 5: train loss 0.6284621603348676 Epoch 5: val loss 0.6504213809967041 Epoch 6: train loss 0.635931249927072 Epoch 6: val loss 0.6526876091957092 Epoch 7: train loss 0.6281545512816485 Epoch 7: val loss 0.6438016891479492 Epoch 8: train loss 0.6274854681071114 Epoch 8: val loss 0.6446110606193542 Epoch 9: train loss 0.6066069182227639 Epoch 9: val loss 0.6472364068031311 Epoch 10: train loss 0.6128928696407991 Epoch 10: val loss 0.6426944136619568 Epoch 11: train loss 0.5962426592321957 Epoch 11: val loss 0.6437602043151855 Epoch 12: train loss 0.5971144858528586 Epoch 12: val loss 0.6464168429374695 Epoch 13: train loss 0.5987898426897386 Epoch 13: val loss 0.6418299078941345 Epoch 14: train loss 0.5853801036582273 Epoch 14: val loss 0.64450603723526
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699197714527448 Epoch 0: val loss 0.6897568106651306 Epoch 1: train loss 0.6929712394873301 Epoch 1: val loss 0.6932472586631775 Epoch 2: train loss 0.6797248770793279 Epoch 2: val loss 0.6942836046218872 Epoch 3: train loss 0.6665146350860596 Epoch 3: val loss 0.6971375942230225 Epoch 4: train loss 0.6605869283278784 Epoch 4: val loss 0.7002838850021362 Epoch 5: train loss 0.6534884124994278 Epoch 5: val loss 0.7031909823417664 Epoch 6: train loss 0.6542731672525406 Epoch 6: val loss 0.7073119282722473 Epoch 7: train loss 0.6406117727359136 Epoch 7: val loss 0.712334156036377 Epoch 8: train loss 0.6410983502864838 Epoch 8: val loss 0.7136079668998718 Epoch 9: train loss 0.6392699231704077 Epoch 9: val loss 0.7128917574882507 Epoch 10: train loss 0.6346418062845866 Epoch 10: val loss 0.7174564599990845 Epoch 11: train loss 0.6349208404620489 Epoch 11: val loss 0.7246088981628418 Epoch 12: train loss 0.6232718427975973 Epoch 12: val loss 0.7277924418449402 Epoch 13: train loss 0.6225289156039556 Epoch 13: val loss 0.7295927405357361 Epoch 14: train loss 0.6294455528259277 Epoch 14: val loss 0.7395188808441162 Epoch 15: train loss 0.621021126707395 Epoch 15: val loss 0.7351117134094238 Epoch 16: train loss 0.6079616670807203 Epoch 16: val loss 0.74651700258255 Epoch 17: train loss 0.6004156097769737 Epoch 17: val loss 0.7462462186813354 Epoch 18: train loss 0.6128030220667521 Epoch 18: val loss 0.7550343871116638 Epoch 19: train loss 0.6163850377003351 Epoch 19: val loss 0.7568801641464233 Epoch 20: train loss 0.5952643305063248 Epoch 20: val loss 0.7624197602272034 Epoch 21: train loss 0.5981240222851435 Epoch 21: val loss 0.7628706097602844 Epoch 22: train loss 0.6128641267617544 Epoch 22: val loss 0.7575069069862366 Epoch 23: train loss 0.6007925669352213 Epoch 23: val loss 0.7593843340873718 Epoch 24: train loss 0.578732448319594 Epoch 24: val loss 0.7682542204856873
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.707364579041799 Epoch 0: val loss 0.696419894695282 Epoch 1: train loss 0.6906234125296274 Epoch 1: val loss 0.6951811909675598 Epoch 2: train loss 0.6828673084576925 Epoch 2: val loss 0.6925302743911743 Epoch 3: train loss 0.6832099556922913 Epoch 3: val loss 0.6888821721076965 Epoch 4: train loss 0.664658988515536 Epoch 4: val loss 0.6819484233856201 Epoch 5: train loss 0.6615307579437891 Epoch 5: val loss 0.6790363192558289 Epoch 6: train loss 0.645732194185257 Epoch 6: val loss 0.6840745806694031 Epoch 7: train loss 0.6554541935523351 Epoch 7: val loss 0.689012348651886 Epoch 8: train loss 0.6338347891966502 Epoch 8: val loss 0.6892923712730408 Epoch 9: train loss 0.643352190653483 Epoch 9: val loss 0.6907210946083069 Epoch 10: train loss 0.6175690392653147 Epoch 10: val loss 0.687656581401825 Epoch 11: train loss 0.630081777771314 Epoch 11: val loss 0.6856067776679993 Epoch 12: train loss 0.6240423371394476 Epoch 12: val loss 0.6825480461120605 Epoch 13: train loss 0.6191650281349818 Epoch 13: val loss 0.7066752314567566 Epoch 14: train loss 0.612141395608584 Epoch 14: val loss 0.7064695954322815 Epoch 15: train loss 0.5941962152719498 Epoch 15: val loss 0.7057294249534607 Epoch 16: train loss 0.5916540324687958 Epoch 16: val loss 0.7309696674346924 Epoch 17: train loss 0.6146311312913895 Epoch 17: val loss 0.7035104036331177 Epoch 18: train loss 0.6055094376206398 Epoch 18: val loss 0.728442907333374 Epoch 19: train loss 0.5864679366350174 Epoch 19: val loss 0.7197793126106262 Epoch 20: train loss 0.5942991673946381 Epoch 20: val loss 0.7137970328330994 Epoch 21: train loss 0.596250002582868 Epoch 21: val loss 0.7693432569503784 Epoch 22: train loss 0.5834902649124464 Epoch 22: val loss 0.7217004299163818 Epoch 23: train loss 0.5770500426491102 Epoch 23: val loss 0.7439635396003723 Epoch 24: train loss 0.58012505620718 Epoch 24: val loss 0.716065526008606
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021151135365168 Epoch 0: val loss 0.7263879179954529 Epoch 1: train loss 0.6880309134721756 Epoch 1: val loss 0.7264993786811829 Epoch 2: train loss 0.6805205146471659 Epoch 2: val loss 0.7296386957168579 Epoch 3: train loss 0.6726657201846441 Epoch 3: val loss 0.729302704334259 Epoch 4: train loss 0.6566553165515264 Epoch 4: val loss 0.727965235710144 Epoch 5: train loss 0.6614491293827692 Epoch 5: val loss 0.7243244647979736 Epoch 6: train loss 0.6551545510689417 Epoch 6: val loss 0.7279970049858093 Epoch 7: train loss 0.6477652688821157 Epoch 7: val loss 0.7386998534202576 Epoch 8: train loss 0.6422703663508097 Epoch 8: val loss 0.7480727434158325 Epoch 9: train loss 0.6445023020108541 Epoch 9: val loss 0.7480322122573853 Epoch 10: train loss 0.6240943968296051 Epoch 10: val loss 0.7423157691955566 Epoch 11: train loss 0.6353232165177664 Epoch 11: val loss 0.754128634929657 Epoch 12: train loss 0.6245383222897848 Epoch 12: val loss 0.7603203058242798 Epoch 13: train loss 0.6311701188484827 Epoch 13: val loss 0.7526230216026306 Epoch 14: train loss 0.6193380107482275 Epoch 14: val loss 0.7372773885726929 Epoch 15: train loss 0.6081348905960718 Epoch 15: val loss 0.7506651878356934 Epoch 16: train loss 0.6031362960735956 Epoch 16: val loss 0.7669355273246765 Epoch 17: train loss 0.5999906013409296 Epoch 17: val loss 0.7650757431983948 Epoch 18: train loss 0.596421887477239 Epoch 18: val loss 0.7663726806640625 Epoch 19: train loss 0.6067281564076742 Epoch 19: val loss 0.7537543773651123 Epoch 20: train loss 0.6077718461553255 Epoch 20: val loss 0.7597242593765259 Epoch 21: train loss 0.5889968425035477 Epoch 21: val loss 0.7572210431098938 Epoch 22: train loss 0.5812858641147614 Epoch 22: val loss 0.7478354573249817 Epoch 23: train loss 0.5831610759099325 Epoch 23: val loss 0.7567414045333862 Epoch 24: train loss 0.565341350932916 Epoch 24: val loss 0.7744613289833069
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000531852245331 Epoch 0: val loss 0.6785661578178406 Epoch 1: train loss 0.6937533964713415 Epoch 1: val loss 0.6738845109939575 Epoch 2: train loss 0.6839607606331507 Epoch 2: val loss 0.6706904768943787 Epoch 3: train loss 0.6765240778525671 Epoch 3: val loss 0.6667935848236084 Epoch 4: train loss 0.6611251135667165 Epoch 4: val loss 0.6636189818382263 Epoch 5: train loss 0.6628043750921885 Epoch 5: val loss 0.6587633490562439 Epoch 6: train loss 0.6601819396018982 Epoch 6: val loss 0.6528050303459167 Epoch 7: train loss 0.6576865166425705 Epoch 7: val loss 0.648927628993988 Epoch 8: train loss 0.6504644403855006 Epoch 8: val loss 0.64552241563797 Epoch 9: train loss 0.6381849894920985 Epoch 9: val loss 0.6432199478149414 Epoch 10: train loss 0.6403594017028809 Epoch 10: val loss 0.64045250415802 Epoch 11: train loss 0.6477362662553787 Epoch 11: val loss 0.6447374820709229 Epoch 12: train loss 0.6301817844311396 Epoch 12: val loss 0.6420069336891174 Epoch 13: train loss 0.628044550617536 Epoch 13: val loss 0.6374086141586304 Epoch 14: train loss 0.6209691216548284 Epoch 14: val loss 0.6349597573280334 Epoch 15: train loss 0.6260029226541519 Epoch 15: val loss 0.6391766667366028 Epoch 16: train loss 0.6178107609351476 Epoch 16: val loss 0.6398289799690247 Epoch 17: train loss 0.6037112474441528 Epoch 17: val loss 0.6350113153457642 Epoch 18: train loss 0.6095998088518778 Epoch 18: val loss 0.6299974918365479 Epoch 19: train loss 0.6039112756649653 Epoch 19: val loss 0.6351345181465149 Epoch 20: train loss 0.6014524598916372 Epoch 20: val loss 0.6395770311355591 Epoch 21: train loss 0.5911889796455702 Epoch 21: val loss 0.6368574500083923 Epoch 22: train loss 0.5915885319312414 Epoch 22: val loss 0.6394562721252441 Epoch 23: train loss 0.5847963020205498 Epoch 23: val loss 0.6422261595726013 Epoch 24: train loss 0.5673114210367203 Epoch 24: val loss 0.6491069197654724
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7070578336715698 Epoch 0: val loss 0.6842829585075378 Epoch 1: train loss 0.6874055452644825 Epoch 1: val loss 0.677492082118988 Epoch 2: train loss 0.6783240549266338 Epoch 2: val loss 0.6742018461227417 Epoch 3: train loss 0.6708671562373638 Epoch 3: val loss 0.6709690690040588 Epoch 4: train loss 0.6604534164071083 Epoch 4: val loss 0.6646737456321716 Epoch 5: train loss 0.6678139232099056 Epoch 5: val loss 0.6575984358787537 Epoch 6: train loss 0.6536054015159607 Epoch 6: val loss 0.6561489701271057 Epoch 7: train loss 0.6500862129032612 Epoch 7: val loss 0.6549914479255676 Epoch 8: train loss 0.6433557420969009 Epoch 8: val loss 0.6603074073791504 Epoch 9: train loss 0.642081581056118 Epoch 9: val loss 0.6604250073432922 Epoch 10: train loss 0.6331507042050362 Epoch 10: val loss 0.6673470139503479 Epoch 11: train loss 0.6311736069619656 Epoch 11: val loss 0.6650485396385193 Epoch 12: train loss 0.6420907154679298 Epoch 12: val loss 0.6658022999763489 Epoch 13: train loss 0.628553356975317 Epoch 13: val loss 0.666519820690155 Epoch 14: train loss 0.6325335875153542 Epoch 14: val loss 0.6758878827095032
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
12 Epoch 0: train loss 0.6649582215717861 Epoch 0: val loss 0.6333012580871582 Epoch 1: train loss 0.6812567285129002 Epoch 1: val loss 0.604028582572937 Epoch 2: train loss 0.6276690193584987 Epoch 2: val loss 0.5953949689865112 Epoch 3: train loss 0.5821322202682495 Epoch 3: val loss 0.5784119963645935 Epoch 4: train loss 0.5929648237568992 Epoch 4: val loss 0.5654470920562744 Epoch 5: train loss 0.5942601944719043 Epoch 5: val loss 0.5653502345085144 Epoch 6: train loss 0.5367701947689056 Epoch 6: val loss 0.561246931552887 Epoch 7: train loss 0.5236847017492566 Epoch 7: val loss 0.5596319437026978 Epoch 8: train loss 0.5310773083141872 Epoch 8: val loss 0.5588392615318298 Epoch 9: train loss 0.5820064331804004 Epoch 9: val loss 0.5531343221664429 Epoch 10: train loss 0.5207610470908028 Epoch 10: val loss 0.557025134563446 Epoch 11: train loss 0.5494312005383628 Epoch 11: val loss 0.5649672150611877 Epoch 12: train loss 0.5189677774906158 Epoch 12: val loss 0.5714690089225769 Epoch 13: train loss 0.5102079297815051 Epoch 13: val loss 0.5731455683708191 Epoch 14: train loss 0.4966929384640285 Epoch 14: val loss 0.5579241514205933 Epoch 15: train loss 0.5784691657338824 Epoch 15: val loss 0.5622884631156921 Epoch 16: train loss 0.5435719277177539 Epoch 16: val loss 0.5746303200721741 Epoch 17: train loss 0.5048350138323647 Epoch 17: val loss 0.5698508024215698 Epoch 18: train loss 0.5005577760083335 Epoch 18: val loss 0.5482174754142761 Epoch 19: train loss 0.5283701845577785 Epoch 19: val loss 0.5396960973739624 Epoch 20: train loss 0.5068378703934806 Epoch 20: val loss 0.5375900864601135 Epoch 21: train loss 0.4758220783301762 Epoch 21: val loss 0.5337557196617126 Epoch 22: train loss 0.4772988770689283 Epoch 22: val loss 0.5336886048316956 Epoch 23: train loss 0.5039900030408587 Epoch 23: val loss 0.5509860515594482 Epoch 24: train loss 0.4624101860182626 Epoch 24: val loss 0.5669713020324707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6836843150002616 Epoch 0: val loss 0.6556374430656433 Epoch 1: train loss 0.6385875259126935 Epoch 1: val loss 0.6353307366371155 Epoch 2: train loss 0.6092919366700309 Epoch 2: val loss 0.6143654584884644 Epoch 3: train loss 0.5742722451686859 Epoch 3: val loss 0.6050838232040405 Epoch 4: train loss 0.5811071395874023 Epoch 4: val loss 0.5950082540512085 Epoch 5: train loss 0.5408328218119485 Epoch 5: val loss 0.589806079864502 Epoch 6: train loss 0.5289986644472394 Epoch 6: val loss 0.5883964896202087 Epoch 7: train loss 0.5075608257736478 Epoch 7: val loss 0.5900158882141113 Epoch 8: train loss 0.5459713595254081 Epoch 8: val loss 0.5925874710083008 Epoch 9: train loss 0.528525390795299 Epoch 9: val loss 0.5951253175735474 Epoch 10: train loss 0.4924452815737043 Epoch 10: val loss 0.5984493494033813 Epoch 11: train loss 0.5336684840066093 Epoch 11: val loss 0.6025949716567993 Epoch 12: train loss 0.49616424100739615 Epoch 12: val loss 0.6095385551452637 Epoch 13: train loss 0.529403784445354 Epoch 13: val loss 0.6149154305458069 Epoch 14: train loss 0.4810484903199332 Epoch 14: val loss 0.619483232498169 Epoch 15: train loss 0.5006251037120819 Epoch 15: val loss 0.6214702129364014 Epoch 16: train loss 0.5050230962889535 Epoch 16: val loss 0.6226957440376282 Epoch 17: train loss 0.5052434929779598 Epoch 17: val loss 0.6268132925033569 Epoch 18: train loss 0.4900967904499599 Epoch 18: val loss 0.631462574005127 Epoch 19: train loss 0.46700444391795565 Epoch 19: val loss 0.637436032295227 Epoch 20: train loss 0.47186602864946636 Epoch 20: val loss 0.6407057046890259 Epoch 21: train loss 0.4260861724615097 Epoch 21: val loss 0.6442708969116211 Epoch 22: train loss 0.4554341009684971 Epoch 22: val loss 0.6459649205207825 Epoch 23: train loss 0.4683614841529301 Epoch 23: val loss 0.6565256118774414 Epoch 24: train loss 0.4425006125654493 Epoch 24: val loss 0.6586965322494507
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6936743855476379 Epoch 0: val loss 0.654130220413208 Epoch 1: train loss 0.6291825345584324 Epoch 1: val loss 0.6392732262611389 Epoch 2: train loss 0.5960805373532432 Epoch 2: val loss 0.6262818574905396 Epoch 3: train loss 0.5852698768888202 Epoch 3: val loss 0.6185537576675415 Epoch 4: train loss 0.5481135674885341 Epoch 4: val loss 0.6112416982650757 Epoch 5: train loss 0.5499130189418793 Epoch 5: val loss 0.6043314933776855 Epoch 6: train loss 0.5261728167533875 Epoch 6: val loss 0.6000716090202332 Epoch 7: train loss 0.5616114182131631 Epoch 7: val loss 0.6013155579566956 Epoch 8: train loss 0.5384932288101741 Epoch 8: val loss 0.6122185587882996 Epoch 9: train loss 0.5116196870803833 Epoch 9: val loss 0.6153859496116638 Epoch 10: train loss 0.5506018911089215 Epoch 10: val loss 0.5917556881904602 Epoch 11: train loss 0.5133738347462246 Epoch 11: val loss 0.586694061756134 Epoch 12: train loss 0.5687100972448077 Epoch 12: val loss 0.6063459515571594 Epoch 13: train loss 0.5101181822163718 Epoch 13: val loss 0.5771681666374207 Epoch 14: train loss 0.498573579958507 Epoch 14: val loss 0.5696591734886169 Epoch 15: train loss 0.5251955900873456 Epoch 15: val loss 0.5786727666854858 Epoch 16: train loss 0.4868351902280535 Epoch 16: val loss 0.5775072574615479 Epoch 17: train loss 0.48581206372806 Epoch 17: val loss 0.5706996917724609 Epoch 18: train loss 0.5623338733400617 Epoch 18: val loss 0.568906843662262 Epoch 19: train loss 0.4604959317616054 Epoch 19: val loss 0.5876820087432861 Epoch 20: train loss 0.49168679118156433 Epoch 20: val loss 0.5884318947792053 Epoch 21: train loss 0.4738305764538901 Epoch 21: val loss 0.5674509406089783 Epoch 22: train loss 0.5283324846199581 Epoch 22: val loss 0.5650594234466553 Epoch 23: train loss 0.5259142603193011 Epoch 23: val loss 0.5701276063919067 Epoch 24: train loss 0.48922430191721233 Epoch 24: val loss 0.5965651273727417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6822622759001595 Epoch 0: val loss 0.6569895148277283 Epoch 1: train loss 0.6277205092566354 Epoch 1: val loss 0.6347343921661377 Epoch 2: train loss 0.6191035509109497 Epoch 2: val loss 0.6227438449859619 Epoch 3: train loss 0.6053342478615897 Epoch 3: val loss 0.6177993416786194 Epoch 4: train loss 0.5784326791763306 Epoch 4: val loss 0.6153784394264221 Epoch 5: train loss 0.567731465612139 Epoch 5: val loss 0.6141119599342346 Epoch 6: train loss 0.5206633848803384 Epoch 6: val loss 0.6100810766220093 Epoch 7: train loss 0.5474868501935687 Epoch 7: val loss 0.6112191081047058 Epoch 8: train loss 0.5123451011521476 Epoch 8: val loss 0.6119193434715271 Epoch 9: train loss 0.4999726244381496 Epoch 9: val loss 0.6114541888237 Epoch 10: train loss 0.510611070053918 Epoch 10: val loss 0.6115719079971313 Epoch 11: train loss 0.5106574169227055 Epoch 11: val loss 0.6167502403259277 Epoch 12: train loss 0.5079733644212995 Epoch 12: val loss 0.6301000714302063 Epoch 13: train loss 0.5003285918916974 Epoch 13: val loss 0.634131908416748 Epoch 14: train loss 0.5283922595637185 Epoch 14: val loss 0.6280462145805359 Epoch 15: train loss 0.4955480056149619 Epoch 15: val loss 0.6282356977462769 Epoch 16: train loss 0.4941600944314684 Epoch 16: val loss 0.6293774843215942 Epoch 17: train loss 0.5223543218203953 Epoch 17: val loss 0.6247955560684204 Epoch 18: train loss 0.48701397861753193 Epoch 18: val loss 0.6268547773361206 Epoch 19: train loss 0.4623783358505794 Epoch 19: val loss 0.6317183971405029 Epoch 20: train loss 0.5243966749736241 Epoch 20: val loss 0.6385512948036194 Epoch 21: train loss 0.45961919852665495 Epoch 21: val loss 0.6449227929115295 Epoch 22: train loss 0.46138877102306913 Epoch 22: val loss 0.6455036997795105 Epoch 23: train loss 0.4758605488709041 Epoch 23: val loss 0.6565842628479004 Epoch 24: train loss 0.4632466265133449 Epoch 24: val loss 0.673438549041748
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6894697679413689 Epoch 0: val loss 0.6323116421699524 Epoch 1: train loss 0.6419519384702047 Epoch 1: val loss 0.6119146943092346 Epoch 2: train loss 0.6055238909191556 Epoch 2: val loss 0.5995902419090271 Epoch 3: train loss 0.6031127572059631 Epoch 3: val loss 0.6091428399085999 Epoch 4: train loss 0.5712201562192705 Epoch 4: val loss 0.6138017773628235 Epoch 5: train loss 0.6019320487976074 Epoch 5: val loss 0.6192779541015625 Epoch 6: train loss 0.5635828640725877 Epoch 6: val loss 0.6083371043205261 Epoch 7: train loss 0.553657998641332 Epoch 7: val loss 0.6090599894523621 Epoch 8: train loss 0.5577406353420682 Epoch 8: val loss 0.625497579574585 Epoch 9: train loss 0.5603613124953376 Epoch 9: val loss 0.6344872713088989 Epoch 10: train loss 0.5246982872486115 Epoch 10: val loss 0.6266742944717407 Epoch 11: train loss 0.5372080306212107 Epoch 11: val loss 0.6349818706512451
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6699526458978653 Epoch 0: val loss 0.6564309000968933 Epoch 1: train loss 0.5943619012832642 Epoch 1: val loss 0.6251962780952454 Epoch 2: train loss 0.5671036317944527 Epoch 2: val loss 0.5902976989746094 Epoch 3: train loss 0.5353318341076374 Epoch 3: val loss 0.5743284225463867 Epoch 4: train loss 0.5219001770019531 Epoch 4: val loss 0.5583304762840271 Epoch 5: train loss 0.5163173824548721 Epoch 5: val loss 0.5633810758590698 Epoch 6: train loss 0.504829466342926 Epoch 6: val loss 0.5674248933792114 Epoch 7: train loss 0.47354302555322647 Epoch 7: val loss 0.5632561445236206 Epoch 8: train loss 0.45965465158224106 Epoch 8: val loss 0.5661521553993225 Epoch 9: train loss 0.4620087072253227 Epoch 9: val loss 0.562555193901062 Epoch 10: train loss 0.4855179265141487 Epoch 10: val loss 0.5859797596931458 Epoch 11: train loss 0.4588567279279232 Epoch 11: val loss 0.5700018405914307 Epoch 12: train loss 0.4696335680782795 Epoch 12: val loss 0.5650269389152527 Epoch 13: train loss 0.45990584418177605 Epoch 13: val loss 0.5695039629936218 Epoch 14: train loss 0.4623955450952053 Epoch 14: val loss 0.5646412968635559 Epoch 15: train loss 0.42451776936650276 Epoch 15: val loss 0.5681732892990112 Epoch 16: train loss 0.4217577502131462 Epoch 16: val loss 0.5754775404930115 Epoch 17: train loss 0.40783341974020004 Epoch 17: val loss 0.5746559500694275 Epoch 18: train loss 0.4318515285849571 Epoch 18: val loss 0.5611350536346436 Epoch 19: train loss 0.42828580364584923 Epoch 19: val loss 0.554454505443573 Epoch 20: train loss 0.41408573649823666 Epoch 20: val loss 0.5522016882896423 Epoch 21: train loss 0.4008456878364086 Epoch 21: val loss 0.5546916723251343 Epoch 22: train loss 0.39968225359916687 Epoch 22: val loss 0.562240719795227 Epoch 23: train loss 0.3804884124547243 Epoch 23: val loss 0.5718491077423096 Epoch 24: train loss 0.391893208026886 Epoch 24: val loss 0.5669440031051636
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6617828905582428 Epoch 0: val loss 0.612618625164032 Epoch 1: train loss 0.6113266423344612 Epoch 1: val loss 0.581882655620575 Epoch 2: train loss 0.5790392011404037 Epoch 2: val loss 0.5565770864486694 Epoch 3: train loss 0.5500084720551968 Epoch 3: val loss 0.5306934118270874 Epoch 4: train loss 0.5134209729731083 Epoch 4: val loss 0.5163567066192627 Epoch 5: train loss 0.5034644417464733 Epoch 5: val loss 0.5108736753463745 Epoch 6: train loss 0.4985692836344242 Epoch 6: val loss 0.5105329155921936 Epoch 7: train loss 0.5071767419576645 Epoch 7: val loss 0.5053576827049255 Epoch 8: train loss 0.47274044901132584 Epoch 8: val loss 0.5047618746757507 Epoch 9: train loss 0.46550891920924187 Epoch 9: val loss 0.5073015093803406 Epoch 10: train loss 0.47346848249435425 Epoch 10: val loss 0.5121650099754333 Epoch 11: train loss 0.47087112069129944 Epoch 11: val loss 0.5053389668464661 Epoch 12: train loss 0.4587555304169655 Epoch 12: val loss 0.5035993456840515 Epoch 13: train loss 0.4590645022690296 Epoch 13: val loss 0.5045893788337708 Epoch 14: train loss 0.45634549111127853 Epoch 14: val loss 0.5084735751152039 Epoch 15: train loss 0.41674212738871574 Epoch 15: val loss 0.5092177391052246 Epoch 16: train loss 0.45025504752993584 Epoch 16: val loss 0.5083225965499878 Epoch 17: train loss 0.4184179548174143 Epoch 17: val loss 0.5114550590515137 Epoch 18: train loss 0.3923851288855076 Epoch 18: val loss 0.5131515860557556 Epoch 19: train loss 0.40176258236169815 Epoch 19: val loss 0.5147792100906372 Epoch 20: train loss 0.4007551521062851 Epoch 20: val loss 0.5196006298065186 Epoch 21: train loss 0.4065508767962456 Epoch 21: val loss 0.5178320407867432 Epoch 22: train loss 0.3941883035004139 Epoch 22: val loss 0.523165762424469 Epoch 23: train loss 0.3945292942225933 Epoch 23: val loss 0.5242637395858765 Epoch 24: train loss 0.38970738649368286 Epoch 24: val loss 0.5277959704399109
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6873170360922813 Epoch 0: val loss 0.6354615092277527 Epoch 1: train loss 0.6257730275392532 Epoch 1: val loss 0.6081949472427368 Epoch 2: train loss 0.5850099138915539 Epoch 2: val loss 0.588387668132782 Epoch 3: train loss 0.5578299351036549 Epoch 3: val loss 0.56643146276474 Epoch 4: train loss 0.5289633087813854 Epoch 4: val loss 0.5474010109901428 Epoch 5: train loss 0.5207284986972809 Epoch 5: val loss 0.5250341892242432 Epoch 6: train loss 0.50507428124547 Epoch 6: val loss 0.5116825699806213 Epoch 7: train loss 0.4972918964922428 Epoch 7: val loss 0.507983386516571 Epoch 8: train loss 0.49358993023633957 Epoch 8: val loss 0.5116651058197021 Epoch 9: train loss 0.48250315710902214 Epoch 9: val loss 0.5154536366462708 Epoch 10: train loss 0.4894471615552902 Epoch 10: val loss 0.516769528388977 Epoch 11: train loss 0.47207406535744667 Epoch 11: val loss 0.5211771130561829 Epoch 12: train loss 0.46005046367645264 Epoch 12: val loss 0.5194571614265442 Epoch 13: train loss 0.4613468497991562 Epoch 13: val loss 0.5102898478507996 Epoch 14: train loss 0.4650845266878605 Epoch 14: val loss 0.5185399055480957 Epoch 15: train loss 0.4290328212082386 Epoch 15: val loss 0.5228469371795654 Epoch 16: train loss 0.4470688924193382 Epoch 16: val loss 0.5248938202857971 Epoch 17: train loss 0.46475599706172943 Epoch 17: val loss 0.521253228187561 Epoch 18: train loss 0.43324920535087585 Epoch 18: val loss 0.5274097323417664 Epoch 19: train loss 0.4167339466512203 Epoch 19: val loss 0.532986581325531 Epoch 20: train loss 0.43707727640867233 Epoch 20: val loss 0.5391334891319275 Epoch 21: train loss 0.41374900564551353 Epoch 21: val loss 0.5532118678092957 Epoch 22: train loss 0.431355319917202 Epoch 22: val loss 0.5459826588630676 Epoch 23: train loss 0.403136171400547 Epoch 23: val loss 0.5309926867485046 Epoch 24: train loss 0.41363903507590294 Epoch 24: val loss 0.5362260937690735
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6719357371330261 Epoch 0: val loss 0.6446176171302795 Epoch 1: train loss 0.6154661476612091 Epoch 1: val loss 0.6025489568710327 Epoch 2: train loss 0.5727124474942684 Epoch 2: val loss 0.5697351694107056 Epoch 3: train loss 0.5554357431828976 Epoch 3: val loss 0.5599879026412964 Epoch 4: train loss 0.5300481431186199 Epoch 4: val loss 0.5808426737785339 Epoch 5: train loss 0.5267751291394234 Epoch 5: val loss 0.5748052597045898 Epoch 6: train loss 0.5194413065910339 Epoch 6: val loss 0.5530802607536316 Epoch 7: train loss 0.49035710096359253 Epoch 7: val loss 0.5643054246902466 Epoch 8: train loss 0.5253610052168369 Epoch 8: val loss 0.5709741711616516 Epoch 9: train loss 0.46443820372223854 Epoch 9: val loss 0.5788472890853882 Epoch 10: train loss 0.4940577335655689 Epoch 10: val loss 0.5758792161941528 Epoch 11: train loss 0.4738576114177704 Epoch 11: val loss 0.5575635433197021 Epoch 12: train loss 0.4807303808629513 Epoch 12: val loss 0.5561851859092712 Epoch 13: train loss 0.4656292647123337 Epoch 13: val loss 0.5798522233963013 Epoch 14: train loss 0.4384712055325508 Epoch 14: val loss 0.5885344743728638 Epoch 15: train loss 0.43790094181895256 Epoch 15: val loss 0.5799405574798584 Epoch 16: train loss 0.46014078333973885 Epoch 16: val loss 0.5678830742835999 Epoch 17: train loss 0.45355888828635216 Epoch 17: val loss 0.5929287075996399 Epoch 18: train loss 0.42432311549782753 Epoch 18: val loss 0.5973021984100342 Epoch 19: train loss 0.4113890528678894 Epoch 19: val loss 0.5863088369369507 Epoch 20: train loss 0.42771676927804947 Epoch 20: val loss 0.6030538082122803 Epoch 21: train loss 0.4325322099030018 Epoch 21: val loss 0.6044375896453857 Epoch 22: train loss 0.4299152120947838 Epoch 22: val loss 0.6045586466789246 Epoch 23: train loss 0.40490784496068954 Epoch 23: val loss 0.6159970760345459 Epoch 24: train loss 0.3968132473528385 Epoch 24: val loss 0.6211790442466736
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6800113808025013 Epoch 0: val loss 0.6530886888504028 Epoch 1: train loss 0.5953402410853993 Epoch 1: val loss 0.6039211750030518 Epoch 2: train loss 0.563127496025779 Epoch 2: val loss 0.5726051330566406 Epoch 3: train loss 0.5531542165712877 Epoch 3: val loss 0.550911009311676 Epoch 4: train loss 0.524797650900754 Epoch 4: val loss 0.544640302658081 Epoch 5: train loss 0.5124517435377295 Epoch 5: val loss 0.5567740201950073 Epoch 6: train loss 0.4875769560987299 Epoch 6: val loss 0.5557146072387695 Epoch 7: train loss 0.4933288801800121 Epoch 7: val loss 0.5474122762680054 Epoch 8: train loss 0.49446778134866193 Epoch 8: val loss 0.5463889241218567 Epoch 9: train loss 0.4875073622573506 Epoch 9: val loss 0.5553449988365173 Epoch 10: train loss 0.4789502945813266 Epoch 10: val loss 0.5444759726524353 Epoch 11: train loss 0.4601747041398829 Epoch 11: val loss 0.5486390590667725 Epoch 12: train loss 0.4702740419994701 Epoch 12: val loss 0.5322842597961426 Epoch 13: train loss 0.4618154601617293 Epoch 13: val loss 0.5332013368606567
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6651222765445709 Epoch 0: val loss 0.6384854316711426 Epoch 1: train loss 0.5998877316713334 Epoch 1: val loss 0.6047239899635315 Epoch 2: train loss 0.5741136968135834 Epoch 2: val loss 0.5756397843360901 Epoch 3: train loss 0.5507583975791931 Epoch 3: val loss 0.5641477704048157 Epoch 4: train loss 0.5337500900030137 Epoch 4: val loss 0.5598278641700745 Epoch 5: train loss 0.5052589684724808 Epoch 5: val loss 0.5621367692947388 Epoch 6: train loss 0.486127695441246 Epoch 6: val loss 0.5653800964355469 Epoch 7: train loss 0.5160337418317795 Epoch 7: val loss 0.5729877948760986 Epoch 8: train loss 0.485382679104805 Epoch 8: val loss 0.5771996974945068 Epoch 9: train loss 0.497851237654686 Epoch 9: val loss 0.5761253833770752 Epoch 10: train loss 0.504040190577507 Epoch 10: val loss 0.5705681443214417 Epoch 11: train loss 0.496932128071785 Epoch 11: val loss 0.5633906126022339 Epoch 12: train loss 0.48549550473690034 Epoch 12: val loss 0.5582282543182373 Epoch 13: train loss 0.46989434361457827 Epoch 13: val loss 0.5522365570068359 Epoch 14: train loss 0.459237077832222 Epoch 14: val loss 0.5564227104187012 Epoch 15: train loss 0.47354249060153963 Epoch 15: val loss 0.5548518896102905 Epoch 16: train loss 0.4365265280008316 Epoch 16: val loss 0.5582221746444702 Epoch 17: train loss 0.4708815485239029 Epoch 17: val loss 0.5603655576705933 Epoch 18: train loss 0.4704074114561081 Epoch 18: val loss 0.5602424740791321 Epoch 19: train loss 0.43752555549144745 Epoch 19: val loss 0.5561563372612 Epoch 20: train loss 0.43373402655124665 Epoch 20: val loss 0.5536066889762878 Epoch 21: train loss 0.44459436237812044 Epoch 21: val loss 0.5594624876976013 Epoch 22: train loss 0.448257377743721 Epoch 22: val loss 0.5620999336242676 Epoch 23: train loss 0.43403124809265137 Epoch 23: val loss 0.5569844245910645 Epoch 24: train loss 0.406292724609375 Epoch 24: val loss 0.5528151988983154
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6668464124202729 Epoch 0: val loss 0.6239054203033447 Epoch 1: train loss 0.5897798538208008 Epoch 1: val loss 0.5988907814025879 Epoch 2: train loss 0.563419046998024 Epoch 2: val loss 0.5876212120056152 Epoch 3: train loss 0.5354651570320129 Epoch 3: val loss 0.592255175113678 Epoch 4: train loss 0.5167182832956314 Epoch 4: val loss 0.583178699016571 Epoch 5: train loss 0.5145605742931366 Epoch 5: val loss 0.5827884078025818 Epoch 6: train loss 0.5123232245445252 Epoch 6: val loss 0.5912002325057983 Epoch 7: train loss 0.5049452960491181 Epoch 7: val loss 0.582251787185669 Epoch 8: train loss 0.47693357467651365 Epoch 8: val loss 0.5732395052909851 Epoch 9: train loss 0.47237361669540406 Epoch 9: val loss 0.5630142092704773 Epoch 10: train loss 0.457136270403862 Epoch 10: val loss 0.5646454691886902 Epoch 11: train loss 0.457320573925972 Epoch 11: val loss 0.5715842247009277 Epoch 12: train loss 0.47710211873054503 Epoch 12: val loss 0.5684311389923096 Epoch 13: train loss 0.4573760986328125 Epoch 13: val loss 0.5612268447875977 Epoch 14: train loss 0.46201554834842684 Epoch 14: val loss 0.5456425547599792 Epoch 15: train loss 0.46151084899902345 Epoch 15: val loss 0.551909863948822 Epoch 16: train loss 0.47887309491634367 Epoch 16: val loss 0.562343418598175 Epoch 17: train loss 0.4489375501871109 Epoch 17: val loss 0.5683895945549011 Epoch 18: train loss 0.4422059297561646 Epoch 18: val loss 0.5759311318397522 Epoch 19: train loss 0.4426194816827774 Epoch 19: val loss 0.5701086521148682 Epoch 20: train loss 0.4159576386213303 Epoch 20: val loss 0.5694414973258972 Epoch 21: train loss 0.4230957627296448 Epoch 21: val loss 0.5685659050941467 Epoch 22: train loss 0.4254081279039383 Epoch 22: val loss 0.5816763043403625 Epoch 23: train loss 0.43980535864830017 Epoch 23: val loss 0.5682918429374695 Epoch 24: train loss 0.43074182868003846 Epoch 24: val loss 0.5728441476821899
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6704469680786133 Epoch 0: val loss 0.6379011273384094 Epoch 1: train loss 0.63171746134758 Epoch 1: val loss 0.5865973234176636 Epoch 2: train loss 0.5935804516077041 Epoch 2: val loss 0.5523686408996582 Epoch 3: train loss 0.5736066997051239 Epoch 3: val loss 0.5302761197090149 Epoch 4: train loss 0.5596428394317627 Epoch 4: val loss 0.5229207277297974 Epoch 5: train loss 0.5392312109470367 Epoch 5: val loss 0.5150898098945618 Epoch 6: train loss 0.5061789095401764 Epoch 6: val loss 0.5120337009429932 Epoch 7: train loss 0.5070655554533005 Epoch 7: val loss 0.5139026641845703 Epoch 8: train loss 0.49328663051128385 Epoch 8: val loss 0.5131378769874573 Epoch 9: train loss 0.5173610746860504 Epoch 9: val loss 0.5177451968193054 Epoch 10: train loss 0.48510144650936127 Epoch 10: val loss 0.534649670124054 Epoch 11: train loss 0.4755627453327179 Epoch 11: val loss 0.5310283303260803 Epoch 12: train loss 0.4885404646396637 Epoch 12: val loss 0.537451446056366 Epoch 13: train loss 0.47162631154060364 Epoch 13: val loss 0.5390651226043701 Epoch 14: train loss 0.4501606523990631 Epoch 14: val loss 0.5440402626991272 Epoch 15: train loss 0.4591613620519638 Epoch 15: val loss 0.5454931855201721 Epoch 16: train loss 0.4531713157892227 Epoch 16: val loss 0.5552308559417725 Epoch 17: train loss 0.4562617540359497 Epoch 17: val loss 0.5570287108421326 Epoch 18: train loss 0.438142865896225 Epoch 18: val loss 0.5591729879379272 Epoch 19: train loss 0.43823167085647585 Epoch 19: val loss 0.5592198371887207 Epoch 20: train loss 0.4160745680332184 Epoch 20: val loss 0.5631434321403503 Epoch 21: train loss 0.4207832276821136 Epoch 21: val loss 0.565811038017273 Epoch 22: train loss 0.41506094932556153 Epoch 22: val loss 0.5690948963165283 Epoch 23: train loss 0.40010509341955186 Epoch 23: val loss 0.576641321182251 Epoch 24: train loss 0.40198225528001785 Epoch 24: val loss 0.5887783169746399
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6666331112384796 Epoch 0: val loss 0.6332330107688904 Epoch 1: train loss 0.6227153301239013 Epoch 1: val loss 0.5794553160667419 Epoch 2: train loss 0.5728642463684082 Epoch 2: val loss 0.5381213426589966 Epoch 3: train loss 0.5483696222305298 Epoch 3: val loss 0.5141854286193848 Epoch 4: train loss 0.5212494492530823 Epoch 4: val loss 0.5053354501724243 Epoch 5: train loss 0.5175686866044998 Epoch 5: val loss 0.5061187744140625 Epoch 6: train loss 0.5147765576839447 Epoch 6: val loss 0.5103622674942017 Epoch 7: train loss 0.48098627030849456 Epoch 7: val loss 0.5159667730331421 Epoch 8: train loss 0.48472932577133176 Epoch 8: val loss 0.5244608521461487 Epoch 9: train loss 0.48577068746089935 Epoch 9: val loss 0.5230831503868103 Epoch 10: train loss 0.46564714312553407 Epoch 10: val loss 0.5275347828865051 Epoch 11: train loss 0.4542344182729721 Epoch 11: val loss 0.5254664421081543 Epoch 12: train loss 0.457704222202301 Epoch 12: val loss 0.5303688049316406 Epoch 13: train loss 0.4626142293214798 Epoch 13: val loss 0.534517228603363 Epoch 14: train loss 0.4541529506444931 Epoch 14: val loss 0.543239176273346 Epoch 15: train loss 0.4435778260231018 Epoch 15: val loss 0.5459277629852295 Epoch 16: train loss 0.430978986620903 Epoch 16: val loss 0.549721360206604 Epoch 17: train loss 0.4517375558614731 Epoch 17: val loss 0.5576604008674622 Epoch 18: train loss 0.4361475229263306 Epoch 18: val loss 0.561109185218811 Epoch 19: train loss 0.44730658531188966 Epoch 19: val loss 0.5607029795646667 Epoch 20: train loss 0.4296752899885178 Epoch 20: val loss 0.5588773488998413 Epoch 21: train loss 0.43840318322181704 Epoch 21: val loss 0.5544175505638123 Epoch 22: train loss 0.42138786911964415 Epoch 22: val loss 0.5516506433486938 Epoch 23: train loss 0.4192902594804764 Epoch 23: val loss 0.5590402483940125 Epoch 24: train loss 0.4041198968887329 Epoch 24: val loss 0.5663402676582336
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6646979863827045 Epoch 0: val loss 0.6403568387031555 Epoch 1: train loss 0.588376169021313 Epoch 1: val loss 0.5945993065834045 Epoch 2: train loss 0.5423617500525254 Epoch 2: val loss 0.5583696961402893 Epoch 3: train loss 0.5306461590986985 Epoch 3: val loss 0.5465913414955139 Epoch 4: train loss 0.5121142474504617 Epoch 4: val loss 0.548504650592804 Epoch 5: train loss 0.4925617781969217 Epoch 5: val loss 0.5419837236404419 Epoch 6: train loss 0.5156399240860572 Epoch 6: val loss 0.5391480326652527 Epoch 7: train loss 0.5013743753616626 Epoch 7: val loss 0.5315461754798889
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6834865212440491 Epoch 0: val loss 0.6806981563568115 Epoch 1: train loss 0.6689348220825195 Epoch 1: val loss 0.672419548034668 Epoch 2: train loss 0.6595298647880554 Epoch 2: val loss 0.6666533350944519 Epoch 3: train loss 0.6422331266933017 Epoch 3: val loss 0.663654625415802 Epoch 4: train loss 0.6182984974649217 Epoch 4: val loss 0.6610671281814575 Epoch 5: train loss 0.6135463714599609 Epoch 5: val loss 0.6589316725730896 Epoch 6: train loss 0.6008419526947869 Epoch 6: val loss 0.6592739820480347 Epoch 7: train loss 0.5894922481642829 Epoch 7: val loss 0.6592685580253601 Epoch 8: train loss 0.5872376362482706 Epoch 8: val loss 0.6518136858940125 Epoch 9: train loss 0.5771025949054294 Epoch 9: val loss 0.6558396220207214 Epoch 10: train loss 0.5701760782135857 Epoch 10: val loss 0.6566431522369385 Epoch 11: train loss 0.5533566210005019 Epoch 11: val loss 0.6536744236946106 Epoch 12: train loss 0.5477200680308871 Epoch 12: val loss 0.6509541869163513 Epoch 13: train loss 0.5401426818635728 Epoch 13: val loss 0.6457712054252625 Epoch 14: train loss 0.5202107230822245 Epoch 14: val loss 0.6467171311378479 Epoch 15: train loss 0.5175659424728818 Epoch 15: val loss 0.6533243060112 Epoch 16: train loss 0.5120856364568075 Epoch 16: val loss 0.6439035534858704 Epoch 17: train loss 0.5292194551891751 Epoch 17: val loss 0.6439648866653442 Epoch 18: train loss 0.4899272852473789 Epoch 18: val loss 0.6470966339111328 Epoch 19: train loss 0.5042106840345595 Epoch 19: val loss 0.6387091279029846 Epoch 20: train loss 0.4659692876868778 Epoch 20: val loss 0.6346895694732666 Epoch 21: train loss 0.48599059714211357 Epoch 21: val loss 0.6390405297279358 Epoch 22: train loss 0.4839108619425032 Epoch 22: val loss 0.639685332775116 Epoch 23: train loss 0.49431029955546063 Epoch 23: val loss 0.649444043636322 Epoch 24: train loss 0.4384773373603821 Epoch 24: val loss 0.658119261264801
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6940864324569702 Epoch 0: val loss 0.6793961524963379 Epoch 1: train loss 0.6696063081423441 Epoch 1: val loss 0.668924868106842 Epoch 2: train loss 0.6415951980484856 Epoch 2: val loss 0.6575849652290344 Epoch 3: train loss 0.6262198686599731 Epoch 3: val loss 0.6485764384269714 Epoch 4: train loss 0.6193301743931241 Epoch 4: val loss 0.6461652517318726 Epoch 5: train loss 0.5932635135120816 Epoch 5: val loss 0.648205578327179 Epoch 6: train loss 0.6005139483345879 Epoch 6: val loss 0.6482999324798584 Epoch 7: train loss 0.5884453786744012 Epoch 7: val loss 0.649431049823761 Epoch 8: train loss 0.5565023554695977 Epoch 8: val loss 0.653730571269989 Epoch 9: train loss 0.5640665623876784 Epoch 9: val loss 0.652850866317749 Epoch 10: train loss 0.5454962650934855 Epoch 10: val loss 0.6536065936088562 Epoch 11: train loss 0.5340918269422319 Epoch 11: val loss 0.6527900099754333 Epoch 12: train loss 0.5249189767572615 Epoch 12: val loss 0.6559563875198364 Epoch 13: train loss 0.5206189155578613 Epoch 13: val loss 0.6583293080329895 Epoch 14: train loss 0.5183142754766676 Epoch 14: val loss 0.6601478457450867 Epoch 15: train loss 0.5039284328619639 Epoch 15: val loss 0.6685530543327332 Epoch 16: train loss 0.4751499758826362 Epoch 16: val loss 0.6643815040588379 Epoch 17: train loss 0.47233530547883773 Epoch 17: val loss 0.66554194688797 Epoch 18: train loss 0.49318234125773114 Epoch 18: val loss 0.6678781509399414 Epoch 19: train loss 0.47784274485376144 Epoch 19: val loss 0.6556749939918518 Epoch 20: train loss 0.4802405602402157 Epoch 20: val loss 0.6713781952857971 Epoch 21: train loss 0.47250721520847744 Epoch 21: val loss 0.6752879023551941 Epoch 22: train loss 0.45674774381849503 Epoch 22: val loss 0.673269510269165 Epoch 23: train loss 0.4598286946614583 Epoch 23: val loss 0.6774511933326721 Epoch 24: train loss 0.47493164738019306 Epoch 24: val loss 0.683039665222168
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6960823999510871 Epoch 0: val loss 0.6952679753303528 Epoch 1: train loss 0.6621457868152194 Epoch 1: val loss 0.6797106862068176 Epoch 2: train loss 0.6644146508640714 Epoch 2: val loss 0.6671181321144104 Epoch 3: train loss 0.6464232802391052 Epoch 3: val loss 0.6533035635948181 Epoch 4: train loss 0.6430437564849854 Epoch 4: val loss 0.6433241963386536 Epoch 5: train loss 0.6278634203804864 Epoch 5: val loss 0.6323379278182983 Epoch 6: train loss 0.6243320306142172 Epoch 6: val loss 0.6255791783332825 Epoch 7: train loss 0.6115294893582662 Epoch 7: val loss 0.6202378869056702 Epoch 8: train loss 0.5939513113763597 Epoch 8: val loss 0.6135591268539429 Epoch 9: train loss 0.5896086494127909 Epoch 9: val loss 0.6132961511611938 Epoch 10: train loss 0.5870326161384583 Epoch 10: val loss 0.6131274104118347 Epoch 11: train loss 0.5726848012871213 Epoch 11: val loss 0.6098316311836243 Epoch 12: train loss 0.5546603699525198 Epoch 12: val loss 0.611721396446228 Epoch 13: train loss 0.5421340465545654 Epoch 13: val loss 0.6133868098258972 Epoch 14: train loss 0.5443664424949222 Epoch 14: val loss 0.6148090958595276 Epoch 15: train loss 0.5308440327644348 Epoch 15: val loss 0.616405189037323 Epoch 16: train loss 0.5352726744280921 Epoch 16: val loss 0.6168413758277893 Epoch 17: train loss 0.5206901927789053 Epoch 17: val loss 0.6219111680984497 Epoch 18: train loss 0.510259575313992 Epoch 18: val loss 0.6239859461784363 Epoch 19: train loss 0.49330710040198433 Epoch 19: val loss 0.625400722026825 Epoch 20: train loss 0.494139744175805 Epoch 20: val loss 0.6284356713294983 Epoch 21: train loss 0.49267929130130345 Epoch 21: val loss 0.6327288150787354 Epoch 22: train loss 0.49231939845614964 Epoch 22: val loss 0.6443185210227966 Epoch 23: train loss 0.4976225164201524 Epoch 23: val loss 0.6426630616188049 Epoch 24: train loss 0.45434172285927665 Epoch 24: val loss 0.6404592990875244
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875365707609389 Epoch 0: val loss 0.6910901665687561 Epoch 1: train loss 0.6747464603847928 Epoch 1: val loss 0.6869663596153259 Epoch 2: train loss 0.6315602593951755 Epoch 2: val loss 0.6830847859382629 Epoch 3: train loss 0.6468137701352438 Epoch 3: val loss 0.6805892586708069 Epoch 4: train loss 0.6223792433738708 Epoch 4: val loss 0.6731050610542297 Epoch 5: train loss 0.5924439032872518 Epoch 5: val loss 0.6656824946403503 Epoch 6: train loss 0.6062853733698527 Epoch 6: val loss 0.656695544719696 Epoch 7: train loss 0.5871031549241807 Epoch 7: val loss 0.6485194563865662 Epoch 8: train loss 0.5779561698436737 Epoch 8: val loss 0.64302659034729 Epoch 9: train loss 0.5610792371961806 Epoch 9: val loss 0.6361329555511475 Epoch 10: train loss 0.5610067049662272 Epoch 10: val loss 0.6276170611381531 Epoch 11: train loss 0.5480000641610887 Epoch 11: val loss 0.6158635020256042 Epoch 12: train loss 0.541179382138782 Epoch 12: val loss 0.6057508587837219 Epoch 13: train loss 0.5417709549268087 Epoch 13: val loss 0.6022966504096985 Epoch 14: train loss 0.5322945316632589 Epoch 14: val loss 0.5946711897850037 Epoch 15: train loss 0.5280894041061401 Epoch 15: val loss 0.5908792614936829 Epoch 16: train loss 0.5275519059764014 Epoch 16: val loss 0.5862964987754822 Epoch 17: train loss 0.5223069555229611 Epoch 17: val loss 0.5845350623130798 Epoch 18: train loss 0.5192646384239197 Epoch 18: val loss 0.5895320773124695 Epoch 19: train loss 0.5065314372380575 Epoch 19: val loss 0.5904937982559204 Epoch 20: train loss 0.48487888773282367 Epoch 20: val loss 0.5916576981544495 Epoch 21: train loss 0.4879125157992045 Epoch 21: val loss 0.5923121571540833 Epoch 22: train loss 0.4910789463255141 Epoch 22: val loss 0.5907564163208008 Epoch 23: train loss 0.4923985434903039 Epoch 23: val loss 0.5881086587905884 Epoch 24: train loss 0.475066645277871 Epoch 24: val loss 0.5864242911338806
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6825446039438248 Epoch 0: val loss 0.6591165065765381 Epoch 1: train loss 0.6699484040339788 Epoch 1: val loss 0.6381509304046631 Epoch 2: train loss 0.6434725423653921 Epoch 2: val loss 0.6182555556297302 Epoch 3: train loss 0.6383441686630249 Epoch 3: val loss 0.6010002493858337 Epoch 4: train loss 0.6324613094329834 Epoch 4: val loss 0.5852511525154114 Epoch 5: train loss 0.601821611324946 Epoch 5: val loss 0.5815129280090332 Epoch 6: train loss 0.5886847327152888 Epoch 6: val loss 0.572162926197052 Epoch 7: train loss 0.596373255054156 Epoch 7: val loss 0.5699336528778076 Epoch 8: train loss 0.5743517676989237 Epoch 8: val loss 0.5671921372413635 Epoch 9: train loss 0.5597768276929855 Epoch 9: val loss 0.5581116676330566 Epoch 10: train loss 0.5645419359207153 Epoch 10: val loss 0.5522640347480774 Epoch 11: train loss 0.5589237362146378 Epoch 11: val loss 0.5604259967803955 Epoch 12: train loss 0.5395796075463295 Epoch 12: val loss 0.5581789612770081 Epoch 13: train loss 0.5396098916729292 Epoch 13: val loss 0.5709899663925171 Epoch 14: train loss 0.5257232810060183 Epoch 14: val loss 0.557172417640686 Epoch 15: train loss 0.5420743773380915 Epoch 15: val loss 0.5535661578178406 Epoch 16: train loss 0.5338846892118454 Epoch 16: val loss 0.545502781867981 Epoch 17: train loss 0.5391272803147634 Epoch 17: val loss 0.560667097568512 Epoch 18: train loss 0.5006346131364504 Epoch 18: val loss 0.5546162128448486 Epoch 19: train loss 0.5069597388307253 Epoch 19: val loss 0.5591842532157898 Epoch 20: train loss 0.5029121885697047 Epoch 20: val loss 0.5714272856712341 Epoch 21: train loss 0.4877898097038269 Epoch 21: val loss 0.5614365935325623
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6681520722129128 Epoch 0: val loss 0.6544014811515808 Epoch 1: train loss 0.6434567299756137 Epoch 1: val loss 0.6225849390029907 Epoch 2: train loss 0.6212402907284823 Epoch 2: val loss 0.5998730659484863 Epoch 3: train loss 0.6053613370115106 Epoch 3: val loss 0.5861863493919373 Epoch 4: train loss 0.6071438247507269 Epoch 4: val loss 0.5713880658149719 Epoch 5: train loss 0.5862576961517334 Epoch 5: val loss 0.5624555349349976 Epoch 6: train loss 0.5988266251303933 Epoch 6: val loss 0.5667600035667419 Epoch 7: train loss 0.578966731374914 Epoch 7: val loss 0.554619312286377 Epoch 8: train loss 0.5420555391094901 Epoch 8: val loss 0.5472056865692139 Epoch 9: train loss 0.5360176021402533 Epoch 9: val loss 0.5406325459480286 Epoch 10: train loss 0.5405401506207206 Epoch 10: val loss 0.5422282814979553 Epoch 11: train loss 0.5349774387749758 Epoch 11: val loss 0.5400093197822571 Epoch 12: train loss 0.5310096578164534 Epoch 12: val loss 0.5491815805435181 Epoch 13: train loss 0.543020402843302 Epoch 13: val loss 0.5347581505775452 Epoch 14: train loss 0.51022838733413 Epoch 14: val loss 0.5383389592170715 Epoch 15: train loss 0.4804119521921331 Epoch 15: val loss 0.5396583676338196 Epoch 16: train loss 0.48276195471937006 Epoch 16: val loss 0.5431450605392456 Epoch 17: train loss 0.4989071705124595 Epoch 17: val loss 0.5575844645500183 Epoch 18: train loss 0.4874400415203788 Epoch 18: val loss 0.5473381876945496 Epoch 19: train loss 0.4912346438928084 Epoch 19: val loss 0.5453976988792419 Epoch 20: train loss 0.44252843206579034 Epoch 20: val loss 0.5462002754211426 Epoch 21: train loss 0.47616318139162933 Epoch 21: val loss 0.5604683756828308 Epoch 22: train loss 0.47436393932862714 Epoch 22: val loss 0.5727675557136536 Epoch 23: train loss 0.45382762768051843 Epoch 23: val loss 0.5627099275588989 Epoch 24: train loss 0.44737686623226514 Epoch 24: val loss 0.5802030563354492
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6798129623586481 Epoch 0: val loss 0.6667644381523132 Epoch 1: train loss 0.6338896534659646 Epoch 1: val loss 0.6547125577926636 Epoch 2: train loss 0.6075490279631182 Epoch 2: val loss 0.6480565071105957 Epoch 3: train loss 0.5998770486224781 Epoch 3: val loss 0.6449609398841858 Epoch 4: train loss 0.598234089938077 Epoch 4: val loss 0.643372118473053 Epoch 5: train loss 0.5432633838870309 Epoch 5: val loss 0.6413792967796326 Epoch 6: train loss 0.5428783812306144 Epoch 6: val loss 0.6374121308326721 Epoch 7: train loss 0.532147001136433 Epoch 7: val loss 0.6352121233940125 Epoch 8: train loss 0.5269260867075487 Epoch 8: val loss 0.632671058177948 Epoch 9: train loss 0.5153640264814551 Epoch 9: val loss 0.6295175552368164 Epoch 10: train loss 0.5228232551704753 Epoch 10: val loss 0.6288372874259949 Epoch 11: train loss 0.5100852332331918 Epoch 11: val loss 0.6245371699333191 Epoch 12: train loss 0.4930484945123846 Epoch 12: val loss 0.6233037710189819 Epoch 13: train loss 0.4755284081805836 Epoch 13: val loss 0.6234899759292603 Epoch 14: train loss 0.4998999238014221 Epoch 14: val loss 0.6170545220375061 Epoch 15: train loss 0.4816651669415561 Epoch 15: val loss 0.6167978644371033 Epoch 16: train loss 0.46385471658273175 Epoch 16: val loss 0.6148037910461426 Epoch 17: train loss 0.48017949949611316 Epoch 17: val loss 0.6233655214309692 Epoch 18: train loss 0.44957000559026544 Epoch 18: val loss 0.6256942749023438 Epoch 19: train loss 0.442275578325445 Epoch 19: val loss 0.619508683681488 Epoch 20: train loss 0.4601030864498832 Epoch 20: val loss 0.6187481880187988 Epoch 21: train loss 0.43883767994967376 Epoch 21: val loss 0.6361576318740845 Epoch 22: train loss 0.4296262182972648 Epoch 22: val loss 0.6319554448127747 Epoch 23: train loss 0.4101366536183791 Epoch 23: val loss 0.6251658201217651 Epoch 24: train loss 0.44444080103527417 Epoch 24: val loss 0.632645845413208
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6709057255224748 Epoch 0: val loss 0.6603962182998657 Epoch 1: train loss 0.6190318194302645 Epoch 1: val loss 0.6466928124427795 Epoch 2: train loss 0.6234478733756326 Epoch 2: val loss 0.6331911683082581 Epoch 3: train loss 0.5669226185841993 Epoch 3: val loss 0.6203165054321289 Epoch 4: train loss 0.5628282427787781 Epoch 4: val loss 0.6156036257743835 Epoch 5: train loss 0.5884491421959617 Epoch 5: val loss 0.6113840341567993 Epoch 6: train loss 0.5283169827677987 Epoch 6: val loss 0.6022834181785583 Epoch 7: train loss 0.5336602655324069 Epoch 7: val loss 0.6007687449455261 Epoch 8: train loss 0.531919005242261 Epoch 8: val loss 0.5977177619934082 Epoch 9: train loss 0.511902698061683 Epoch 9: val loss 0.5963364839553833 Epoch 10: train loss 0.5039204765449871 Epoch 10: val loss 0.5896093845367432 Epoch 11: train loss 0.4982158216563138 Epoch 11: val loss 0.5870786309242249 Epoch 12: train loss 0.49944489110599866 Epoch 12: val loss 0.5785230398178101 Epoch 13: train loss 0.48561913587830285 Epoch 13: val loss 0.5833651423454285 Epoch 14: train loss 0.49119672179222107 Epoch 14: val loss 0.5857983827590942 Epoch 15: train loss 0.4663399390198968 Epoch 15: val loss 0.5804447531700134 Epoch 16: train loss 0.4710901948538693 Epoch 16: val loss 0.5773298144340515 Epoch 17: train loss 0.4867597222328186 Epoch 17: val loss 0.5696594715118408 Epoch 18: train loss 0.4904383529316295 Epoch 18: val loss 0.5729527473449707 Epoch 19: train loss 0.4477268565784801 Epoch 19: val loss 0.5815520286560059 Epoch 20: train loss 0.4646217606284402 Epoch 20: val loss 0.5892533659934998 Epoch 21: train loss 0.4443606436252594 Epoch 21: val loss 0.5799188613891602 Epoch 22: train loss 0.4651202776215293 Epoch 22: val loss 0.5744286179542542 Epoch 23: train loss 0.45976163853298535 Epoch 23: val loss 0.5692373514175415 Epoch 24: train loss 0.4171225536953319 Epoch 24: val loss 0.5697619318962097
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6933948831124739 Epoch 0: val loss 0.6640841364860535 Epoch 1: train loss 0.6626678976145658 Epoch 1: val loss 0.624086320400238 Epoch 2: train loss 0.6463497064330361 Epoch 2: val loss 0.5871562361717224 Epoch 3: train loss 0.6123032407327131 Epoch 3: val loss 0.5623873472213745 Epoch 4: train loss 0.5951490673151884 Epoch 4: val loss 0.5559098124504089 Epoch 5: train loss 0.5875669880346819 Epoch 5: val loss 0.5487909913063049 Epoch 6: train loss 0.5862275145270608 Epoch 6: val loss 0.5531318187713623 Epoch 7: train loss 0.573913655497811 Epoch 7: val loss 0.5459446907043457 Epoch 8: train loss 0.5702043040232225 Epoch 8: val loss 0.5542789697647095 Epoch 9: train loss 0.5504796396602284 Epoch 9: val loss 0.5459485650062561 Epoch 10: train loss 0.5564483133229342 Epoch 10: val loss 0.5385937094688416 Epoch 11: train loss 0.5259005318988453 Epoch 11: val loss 0.536978542804718 Epoch 12: train loss 0.5113013901493766 Epoch 12: val loss 0.5313534736633301 Epoch 13: train loss 0.5169485726139762 Epoch 13: val loss 0.5351611971855164 Epoch 14: train loss 0.5127079811963168 Epoch 14: val loss 0.5311697721481323 Epoch 15: train loss 0.4986122494394129 Epoch 15: val loss 0.5283814072608948 Epoch 16: train loss 0.5051798224449158 Epoch 16: val loss 0.5385944247245789 Epoch 17: train loss 0.5105460123582319 Epoch 17: val loss 0.5553930997848511 Epoch 18: train loss 0.49135512113571167 Epoch 18: val loss 0.543036699295044 Epoch 19: train loss 0.4881868362426758 Epoch 19: val loss 0.5427889823913574 Epoch 20: train loss 0.4817872101610357 Epoch 20: val loss 0.532062292098999 Epoch 21: train loss 0.4725153392011469 Epoch 21: val loss 0.5390217304229736 Epoch 22: train loss 0.48611022667451337 Epoch 22: val loss 0.5436867475509644 Epoch 23: train loss 0.463881871917031 Epoch 23: val loss 0.5461575388908386 Epoch 24: train loss 0.44805717739191925 Epoch 24: val loss 0.5448503494262695
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6801320442131588 Epoch 0: val loss 0.6686041951179504 Epoch 1: train loss 0.6419317637171064 Epoch 1: val loss 0.6616670489311218 Epoch 2: train loss 0.6089050854955401 Epoch 2: val loss 0.6546195149421692 Epoch 3: train loss 0.5956622702734811 Epoch 3: val loss 0.6422703862190247 Epoch 4: train loss 0.578877370272364 Epoch 4: val loss 0.6392555236816406 Epoch 5: train loss 0.5660033034426826 Epoch 5: val loss 0.6562138795852661 Epoch 6: train loss 0.5523948115961892 Epoch 6: val loss 0.6447881460189819 Epoch 7: train loss 0.5332157803433282 Epoch 7: val loss 0.6764784455299377 Epoch 8: train loss 0.5245697775057384 Epoch 8: val loss 0.6513411402702332 Epoch 9: train loss 0.5179854397262845 Epoch 9: val loss 0.6549488306045532 Epoch 10: train loss 0.5161216748612267 Epoch 10: val loss 0.6716262102127075 Epoch 11: train loss 0.5158050911767142 Epoch 11: val loss 0.661196231842041 Epoch 12: train loss 0.5091815846306937 Epoch 12: val loss 0.6630776524543762 Epoch 13: train loss 0.5062619894742966 Epoch 13: val loss 0.6678019762039185 Epoch 14: train loss 0.4980118764298303 Epoch 14: val loss 0.6806234121322632 Epoch 15: train loss 0.4801999202796391 Epoch 15: val loss 0.6723880767822266
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982533203230964 Epoch 0: val loss 0.6751886010169983 Epoch 1: train loss 0.6636762354109023 Epoch 1: val loss 0.6647424697875977 Epoch 2: train loss 0.654479894373152 Epoch 2: val loss 0.6563568711280823 Epoch 3: train loss 0.6435513827535841 Epoch 3: val loss 0.647926390171051 Epoch 4: train loss 0.6415165728992887 Epoch 4: val loss 0.644075334072113 Epoch 5: train loss 0.6227811707390679 Epoch 5: val loss 0.6401631236076355 Epoch 6: train loss 0.6164824432796903 Epoch 6: val loss 0.6381131410598755 Epoch 7: train loss 0.6144344607988993 Epoch 7: val loss 0.6369863152503967 Epoch 8: train loss 0.5886069734891256 Epoch 8: val loss 0.6365139484405518 Epoch 9: train loss 0.5856864253679911 Epoch 9: val loss 0.6342026591300964 Epoch 10: train loss 0.5866344902250502 Epoch 10: val loss 0.6307159662246704 Epoch 11: train loss 0.576466355058882 Epoch 11: val loss 0.6279508471488953 Epoch 12: train loss 0.57161326540841 Epoch 12: val loss 0.6259592771530151 Epoch 13: train loss 0.5684467587206099 Epoch 13: val loss 0.6191385388374329 Epoch 14: train loss 0.5472675727473365 Epoch 14: val loss 0.6152635216712952 Epoch 15: train loss 0.5653718047671847 Epoch 15: val loss 0.6164266467094421 Epoch 16: train loss 0.5448009835349189 Epoch 16: val loss 0.6033595204353333 Epoch 17: train loss 0.5520312322510613 Epoch 17: val loss 0.6058254241943359 Epoch 18: train loss 0.535162995258967 Epoch 18: val loss 0.604855477809906 Epoch 19: train loss 0.554284887181388 Epoch 19: val loss 0.6010646224021912 Epoch 20: train loss 0.5443083544572195 Epoch 20: val loss 0.5955309271812439 Epoch 21: train loss 0.5103885067833794 Epoch 21: val loss 0.5922327637672424 Epoch 22: train loss 0.5239280859629313 Epoch 22: val loss 0.596286952495575 Epoch 23: train loss 0.48537979854477775 Epoch 23: val loss 0.6091424226760864 Epoch 24: train loss 0.5159232219060262 Epoch 24: val loss 0.6139207482337952
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6952346099747552 Epoch 0: val loss 0.6648697853088379 Epoch 1: train loss 0.6702186862627665 Epoch 1: val loss 0.6613816022872925 Epoch 2: train loss 0.6570951342582703 Epoch 2: val loss 0.6584721803665161 Epoch 3: train loss 0.6358048783408271 Epoch 3: val loss 0.6577720046043396 Epoch 4: train loss 0.6537289884355333 Epoch 4: val loss 0.6578516364097595 Epoch 5: train loss 0.6363643209139506 Epoch 5: val loss 0.6583901643753052 Epoch 6: train loss 0.6235347125265334 Epoch 6: val loss 0.6606929302215576 Epoch 7: train loss 0.6276673542128669 Epoch 7: val loss 0.6583993434906006 Epoch 8: train loss 0.6085760328504775 Epoch 8: val loss 0.6596540808677673 Epoch 9: train loss 0.611292474799686 Epoch 9: val loss 0.6586009860038757 Epoch 10: train loss 0.5935877594682906 Epoch 10: val loss 0.6588467359542847 Epoch 11: train loss 0.5888162354628245 Epoch 11: val loss 0.6617226600646973 Epoch 12: train loss 0.5947122640079923 Epoch 12: val loss 0.6568611860275269 Epoch 13: train loss 0.6079661051432291 Epoch 13: val loss 0.6611144542694092 Epoch 14: train loss 0.5665183034208086 Epoch 14: val loss 0.6567639708518982 Epoch 15: train loss 0.5613064103656344 Epoch 15: val loss 0.64180588722229 Epoch 16: train loss 0.5575056076049805 Epoch 16: val loss 0.6514175534248352 Epoch 17: train loss 0.5516300168302324 Epoch 17: val loss 0.6705560684204102 Epoch 18: train loss 0.5407813323868645 Epoch 18: val loss 0.6712023615837097 Epoch 19: train loss 0.5224244760142432 Epoch 19: val loss 0.6622327566146851 Epoch 20: train loss 0.5033428536521064 Epoch 20: val loss 0.6639754176139832 Epoch 21: train loss 0.4962994654973348 Epoch 21: val loss 0.6657862067222595 Epoch 22: train loss 0.503662281566196 Epoch 22: val loss 0.6707449555397034 Epoch 23: train loss 0.5128044486045837 Epoch 23: val loss 0.6762728095054626 Epoch 24: train loss 0.47981779442893135 Epoch 24: val loss 0.6887897849082947
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7172265317704942 Epoch 0: val loss 0.6634359359741211 Epoch 1: train loss 0.6852198110686408 Epoch 1: val loss 0.6458732485771179 Epoch 2: train loss 0.6814366579055786 Epoch 2: val loss 0.6381552815437317 Epoch 3: train loss 0.6696715222464668 Epoch 3: val loss 0.6277924180030823 Epoch 4: train loss 0.6709010468588935 Epoch 4: val loss 0.6259158849716187 Epoch 5: train loss 0.6439576546351115 Epoch 5: val loss 0.6226679682731628 Epoch 6: train loss 0.638748394118415 Epoch 6: val loss 0.61962890625 Epoch 7: train loss 0.6382166345914205 Epoch 7: val loss 0.6143106818199158 Epoch 8: train loss 0.625171336862776 Epoch 8: val loss 0.608515739440918 Epoch 9: train loss 0.6103226741154989 Epoch 9: val loss 0.6038575768470764 Epoch 10: train loss 0.6152421236038208 Epoch 10: val loss 0.6021454930305481 Epoch 11: train loss 0.5991672807269626 Epoch 11: val loss 0.6020228266716003 Epoch 12: train loss 0.6132579975657992 Epoch 12: val loss 0.6002607345581055 Epoch 13: train loss 0.5795049005084567 Epoch 13: val loss 0.5993200540542603 Epoch 14: train loss 0.6100819011529287 Epoch 14: val loss 0.6034424901008606 Epoch 15: train loss 0.5809727377361722 Epoch 15: val loss 0.6092970371246338 Epoch 16: train loss 0.5963665843009949 Epoch 16: val loss 0.6098284125328064 Epoch 17: train loss 0.5613706509272257 Epoch 17: val loss 0.6037436127662659 Epoch 18: train loss 0.5581513113445706 Epoch 18: val loss 0.6012493371963501 Epoch 19: train loss 0.5630702210797204 Epoch 19: val loss 0.611568808555603 Epoch 20: train loss 0.5468911296791501 Epoch 20: val loss 0.6311429738998413 Epoch 21: train loss 0.5610972344875336 Epoch 21: val loss 0.6241608262062073 Epoch 22: train loss 0.5175813072257571 Epoch 22: val loss 0.6176044940948486 Epoch 23: train loss 0.5433913734224107 Epoch 23: val loss 0.621086061000824 Epoch 24: train loss 0.5350081026554108 Epoch 24: val loss 0.6281119585037231
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6756855977906121 Epoch 0: val loss 0.6795730590820312 Epoch 1: train loss 0.6613884369532267 Epoch 1: val loss 0.6693547368049622 Epoch 2: train loss 0.6604669690132141 Epoch 2: val loss 0.6652028560638428 Epoch 3: train loss 0.6111832327312894 Epoch 3: val loss 0.6535791754722595 Epoch 4: train loss 0.6300137572818332 Epoch 4: val loss 0.6517154574394226 Epoch 5: train loss 0.6216235624419318 Epoch 5: val loss 0.6556786894798279 Epoch 6: train loss 0.5997176998191409 Epoch 6: val loss 0.6632960438728333 Epoch 7: train loss 0.598900341325336 Epoch 7: val loss 0.6607837080955505 Epoch 8: train loss 0.5928216444121467 Epoch 8: val loss 0.6615504622459412 Epoch 9: train loss 0.5951320793893602 Epoch 9: val loss 0.6583394408226013 Epoch 10: train loss 0.5758054057757059 Epoch 10: val loss 0.6572854518890381 Epoch 11: train loss 0.5576213432682885 Epoch 11: val loss 0.6572097539901733 Epoch 12: train loss 0.5597546961572435 Epoch 12: val loss 0.6561420559883118 Epoch 13: train loss 0.5463948349157969 Epoch 13: val loss 0.6575968861579895 Epoch 14: train loss 0.5412559178140428 Epoch 14: val loss 0.662756621837616 Epoch 15: train loss 0.5597351160314348 Epoch 15: val loss 0.6625242233276367 Epoch 16: train loss 0.5493860244750977 Epoch 16: val loss 0.6622331142425537 Epoch 17: train loss 0.5394933289951749 Epoch 17: val loss 0.6625807285308838 Epoch 18: train loss 0.5292028122478061 Epoch 18: val loss 0.6677922010421753 Epoch 19: train loss 0.5177797410223219 Epoch 19: val loss 0.665628969669342 Epoch 20: train loss 0.5085943043231964 Epoch 20: val loss 0.6615857481956482 Epoch 21: train loss 0.511040124628279 Epoch 21: val loss 0.6573466658592224 Epoch 22: train loss 0.48602217104699874 Epoch 22: val loss 0.6499741673469543 Epoch 23: train loss 0.5033723413944244 Epoch 23: val loss 0.6581644415855408 Epoch 24: train loss 0.4520890911420186 Epoch 24: val loss 0.6601898074150085
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7069802830616633 Epoch 0: val loss 0.6877372860908508 Epoch 1: train loss 0.6583856493234634 Epoch 1: val loss 0.6681667566299438 Epoch 2: train loss 0.6705280443032583 Epoch 2: val loss 0.6484949588775635 Epoch 3: train loss 0.6444033086299896 Epoch 3: val loss 0.6330105066299438 Epoch 4: train loss 0.6497871577739716 Epoch 4: val loss 0.6371729373931885 Epoch 5: train loss 0.6346273372570673 Epoch 5: val loss 0.635310173034668 Epoch 6: train loss 0.6112914656599363 Epoch 6: val loss 0.6290979385375977 Epoch 7: train loss 0.6059137706955274 Epoch 7: val loss 0.6164543032646179 Epoch 8: train loss 0.6062957296768824 Epoch 8: val loss 0.6128877401351929 Epoch 9: train loss 0.5958202034235001 Epoch 9: val loss 0.6151348948478699 Epoch 10: train loss 0.5789053092400233 Epoch 10: val loss 0.6216613054275513 Epoch 11: train loss 0.5817271719376246 Epoch 11: val loss 0.6067460775375366 Epoch 12: train loss 0.5636090139547983 Epoch 12: val loss 0.6263455748558044 Epoch 13: train loss 0.5589583218097687 Epoch 13: val loss 0.6186100840568542 Epoch 14: train loss 0.5342961375912031 Epoch 14: val loss 0.6112527251243591 Epoch 15: train loss 0.5532092750072479 Epoch 15: val loss 0.6241714358329773 Epoch 16: train loss 0.529139501353105 Epoch 16: val loss 0.6230013966560364 Epoch 17: train loss 0.5197050447265307 Epoch 17: val loss 0.6198415756225586 Epoch 18: train loss 0.5283341531952223 Epoch 18: val loss 0.6101175546646118
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6262786328792572 Epoch 0: val loss 0.6007788777351379 Epoch 1: train loss 0.5477045625448227 Epoch 1: val loss 0.5161475539207458 Epoch 2: train loss 0.4786655277013779 Epoch 2: val loss 0.4661458134651184 Epoch 3: train loss 0.4542016625404358 Epoch 3: val loss 0.46250206232070923 Epoch 4: train loss 0.40229595005512236 Epoch 4: val loss 0.5067955851554871 Epoch 5: train loss 0.3889040365815163 Epoch 5: val loss 0.48476994037628174 Epoch 6: train loss 0.3727945789694786 Epoch 6: val loss 0.4636158049106598 Epoch 7: train loss 0.3552629083395004 Epoch 7: val loss 0.4720277488231659 Epoch 8: train loss 0.39766653180122374 Epoch 8: val loss 0.45998692512512207 Epoch 9: train loss 0.4157437771558762 Epoch 9: val loss 0.47013360261917114 Epoch 10: train loss 0.3653693526983261 Epoch 10: val loss 0.4648929834365845 Epoch 11: train loss 0.34913119822740557 Epoch 11: val loss 0.5006788969039917 Epoch 12: train loss 0.3649615228176117 Epoch 12: val loss 0.5071613788604736 Epoch 13: train loss 0.33167040944099424 Epoch 13: val loss 0.5044558644294739 Epoch 14: train loss 0.3666439116001129 Epoch 14: val loss 0.4975052773952484 Epoch 15: train loss 0.3846217215061188 Epoch 15: val loss 0.4901213049888611 Epoch 16: train loss 0.33587732911109924 Epoch 16: val loss 0.5120314955711365 Epoch 17: train loss 0.37937202006578447 Epoch 17: val loss 0.5262271165847778 Epoch 18: train loss 0.3507652893662453 Epoch 18: val loss 0.5203536748886108 Epoch 19: train loss 0.33308986723423006 Epoch 19: val loss 0.5169717073440552 Epoch 20: train loss 0.3243319898843765 Epoch 20: val loss 0.49511855840682983 Epoch 21: train loss 0.3154278129339218 Epoch 21: val loss 0.5077027082443237 Epoch 22: train loss 0.29547669142484667 Epoch 22: val loss 0.5294486284255981 Epoch 23: train loss 0.33586151748895643 Epoch 23: val loss 0.5250582098960876 Epoch 24: train loss 0.333106330037117 Epoch 24: val loss 0.5365437269210815
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6868276536464691 Epoch 0: val loss 0.6604769229888916 Epoch 1: train loss 0.605245840549469 Epoch 1: val loss 0.5885236859321594 Epoch 2: train loss 0.5251160115003586 Epoch 2: val loss 0.519385039806366 Epoch 3: train loss 0.49035148322582245 Epoch 3: val loss 0.4722520112991333 Epoch 4: train loss 0.4196112886071205 Epoch 4: val loss 0.45056265592575073 Epoch 5: train loss 0.4359940648078918 Epoch 5: val loss 0.441363662481308 Epoch 6: train loss 0.39529941976070404 Epoch 6: val loss 0.4595111906528473 Epoch 7: train loss 0.4522376149892807 Epoch 7: val loss 0.4525424838066101 Epoch 8: train loss 0.3729565903544426 Epoch 8: val loss 0.43699023127555847 Epoch 9: train loss 0.36564610004425047 Epoch 9: val loss 0.4407668113708496 Epoch 10: train loss 0.38966687917709353 Epoch 10: val loss 0.43856507539749146 Epoch 11: train loss 0.3896492123603821 Epoch 11: val loss 0.4499751925468445 Epoch 12: train loss 0.4085562065243721 Epoch 12: val loss 0.45226773619651794 Epoch 13: train loss 0.39610214829444884 Epoch 13: val loss 0.43806520104408264 Epoch 14: train loss 0.3725746899843216 Epoch 14: val loss 0.4269326329231262 Epoch 15: train loss 0.34447093605995177 Epoch 15: val loss 0.422267884016037 Epoch 16: train loss 0.3846034616231918 Epoch 16: val loss 0.4237477779388428 Epoch 17: train loss 0.3416190341114998 Epoch 17: val loss 0.4273670017719269 Epoch 18: train loss 0.3365802004933357 Epoch 18: val loss 0.4264199137687683 Epoch 19: train loss 0.3422728568315506 Epoch 19: val loss 0.4270305931568146 Epoch 20: train loss 0.3685799390077591 Epoch 20: val loss 0.43342098593711853 Epoch 21: train loss 0.3390480220317841 Epoch 21: val loss 0.4248425364494324 Epoch 22: train loss 0.3181712657213211 Epoch 22: val loss 0.42477554082870483 Epoch 23: train loss 0.34331128746271133 Epoch 23: val loss 0.4309068024158478 Epoch 24: train loss 0.3141671076416969 Epoch 24: val loss 0.43901684880256653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6567015409469604 Epoch 0: val loss 0.6031324863433838 Epoch 1: train loss 0.5735784411430359 Epoch 1: val loss 0.5442886352539062 Epoch 2: train loss 0.5179730534553528 Epoch 2: val loss 0.49253758788108826 Epoch 3: train loss 0.4420282319188118 Epoch 3: val loss 0.4573405086994171 Epoch 4: train loss 0.42635264098644254 Epoch 4: val loss 0.43764233589172363 Epoch 5: train loss 0.4377525269985199 Epoch 5: val loss 0.4351237118244171 Epoch 6: train loss 0.40607213228940964 Epoch 6: val loss 0.4216371178627014 Epoch 7: train loss 0.3972787827253342 Epoch 7: val loss 0.4277896583080292 Epoch 8: train loss 0.41656801104545593 Epoch 8: val loss 0.43017828464508057 Epoch 9: train loss 0.41629689633846284 Epoch 9: val loss 0.42461124062538147 Epoch 10: train loss 0.3726946532726288 Epoch 10: val loss 0.4150177836418152 Epoch 11: train loss 0.4340373605489731 Epoch 11: val loss 0.4214824140071869 Epoch 12: train loss 0.38079913556575773 Epoch 12: val loss 0.4140591323375702 Epoch 13: train loss 0.3693674385547638 Epoch 13: val loss 0.4138558804988861 Epoch 14: train loss 0.3738815426826477 Epoch 14: val loss 0.4152071475982666 Epoch 15: train loss 0.3611885279417038 Epoch 15: val loss 0.4182531237602234 Epoch 16: train loss 0.38333706855773925 Epoch 16: val loss 0.4250594973564148 Epoch 17: train loss 0.45289368033409116 Epoch 17: val loss 0.41057342290878296 Epoch 18: train loss 0.3557575896382332 Epoch 18: val loss 0.41635745763778687 Epoch 19: train loss 0.37664134204387667 Epoch 19: val loss 0.42638248205184937 Epoch 20: train loss 0.3802600711584091 Epoch 20: val loss 0.44037723541259766 Epoch 21: train loss 0.3819782644510269 Epoch 21: val loss 0.4412228763103485 Epoch 22: train loss 0.328162182867527 Epoch 22: val loss 0.4347244203090668 Epoch 23: train loss 0.3886819154024124 Epoch 23: val loss 0.42526575922966003 Epoch 24: train loss 0.3757254213094711 Epoch 24: val loss 0.4321080148220062
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6787156283855438 Epoch 0: val loss 0.6380258798599243 Epoch 1: train loss 0.6228610873222351 Epoch 1: val loss 0.5853381752967834 Epoch 2: train loss 0.5618495494127274 Epoch 2: val loss 0.532775342464447 Epoch 3: train loss 0.4890825837850571 Epoch 3: val loss 0.48975566029548645 Epoch 4: train loss 0.4633642941713333 Epoch 4: val loss 0.44565117359161377 Epoch 5: train loss 0.4226880967617035 Epoch 5: val loss 0.4269178807735443 Epoch 6: train loss 0.39550085067749025 Epoch 6: val loss 0.4259900450706482 Epoch 7: train loss 0.39918424785137174 Epoch 7: val loss 0.4251994490623474 Epoch 8: train loss 0.3978150337934494 Epoch 8: val loss 0.4325110912322998 Epoch 9: train loss 0.4189747989177704 Epoch 9: val loss 0.4329358637332916 Epoch 10: train loss 0.3827097982168198 Epoch 10: val loss 0.43191659450531006 Epoch 11: train loss 0.3713763564825058 Epoch 11: val loss 0.4290223717689514 Epoch 12: train loss 0.39210404455661774 Epoch 12: val loss 0.4254050552845001 Epoch 13: train loss 0.39319303035736086 Epoch 13: val loss 0.42996746301651 Epoch 14: train loss 0.3665029212832451 Epoch 14: val loss 0.43024909496307373 Epoch 15: train loss 0.3651413440704346 Epoch 15: val loss 0.4322424530982971 Epoch 16: train loss 0.39156957268714904 Epoch 16: val loss 0.4335627853870392 Epoch 17: train loss 0.3421665459871292 Epoch 17: val loss 0.4354569613933563 Epoch 18: train loss 0.35124874785542487 Epoch 18: val loss 0.4415300190448761 Epoch 19: train loss 0.334885423630476 Epoch 19: val loss 0.4396923780441284 Epoch 20: train loss 0.3920892894268036 Epoch 20: val loss 0.43823668360710144 Epoch 21: train loss 0.40139582455158235 Epoch 21: val loss 0.44276222586631775 Epoch 22: train loss 0.3655525162816048 Epoch 22: val loss 0.4486449360847473 Epoch 23: train loss 0.33578738421201704 Epoch 23: val loss 0.45383429527282715 Epoch 24: train loss 0.35024408996105194 Epoch 24: val loss 0.45234155654907227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6851837864288917 Epoch 0: val loss 0.6823104619979858 Epoch 1: train loss 0.6116825250478891 Epoch 1: val loss 0.6220359206199646 Epoch 2: train loss 0.5701833023474767 Epoch 2: val loss 0.5461141467094421 Epoch 3: train loss 0.4842876700254587 Epoch 3: val loss 0.499990314245224 Epoch 4: train loss 0.43590325804857105 Epoch 4: val loss 0.48034918308258057 Epoch 5: train loss 0.4024475681094023 Epoch 5: val loss 0.4747602939605713 Epoch 6: train loss 0.4086628223841007 Epoch 6: val loss 0.49781978130340576 Epoch 7: train loss 0.43149868570841277 Epoch 7: val loss 0.486188679933548 Epoch 8: train loss 0.41255179047584534 Epoch 8: val loss 0.47977638244628906
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6668843789534136 Epoch 0: val loss 0.6671494245529175 Epoch 1: train loss 0.6541226235303012 Epoch 1: val loss 0.6494364142417908 Epoch 2: train loss 0.6397225369106639 Epoch 2: val loss 0.6250608563423157 Epoch 3: train loss 0.6357001228766008 Epoch 3: val loss 0.6169700622558594 Epoch 4: train loss 0.6099982207471674 Epoch 4: val loss 0.6059612035751343 Epoch 5: train loss 0.6142236969687722 Epoch 5: val loss 0.5976108908653259 Epoch 6: train loss 0.5920013731176202 Epoch 6: val loss 0.5965516567230225 Epoch 7: train loss 0.5897292711518027 Epoch 7: val loss 0.5964147448539734 Epoch 8: train loss 0.5629701614379883 Epoch 8: val loss 0.5912476778030396 Epoch 9: train loss 0.5683358149095015 Epoch 9: val loss 0.5741710662841797 Epoch 10: train loss 0.5411897626790133 Epoch 10: val loss 0.565718948841095 Epoch 11: train loss 0.5482957092198458 Epoch 11: val loss 0.5531222820281982 Epoch 12: train loss 0.5636150349270214 Epoch 12: val loss 0.5710159540176392 Epoch 13: train loss 0.536365270614624 Epoch 13: val loss 0.5611809492111206 Epoch 14: train loss 0.5181478370319713 Epoch 14: val loss 0.5612043142318726 Epoch 15: train loss 0.5045951794494282 Epoch 15: val loss 0.5527090430259705 Epoch 16: train loss 0.5011861811984669 Epoch 16: val loss 0.5583022832870483 Epoch 17: train loss 0.5120729614387859 Epoch 17: val loss 0.5422727465629578 Epoch 18: train loss 0.49390077590942383 Epoch 18: val loss 0.5589340329170227 Epoch 19: train loss 0.4876762736927379 Epoch 19: val loss 0.5351928472518921 Epoch 20: train loss 0.4812402671033686 Epoch 20: val loss 0.5446826815605164 Epoch 21: train loss 0.470951800996607 Epoch 21: val loss 0.5516045689582825 Epoch 22: train loss 0.4602801745588129 Epoch 22: val loss 0.5473503470420837 Epoch 23: train loss 0.4784010784192519 Epoch 23: val loss 0.5412416458129883 Epoch 24: train loss 0.4524752280928872 Epoch 24: val loss 0.5584902167320251
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6857965209267356 Epoch 0: val loss 0.6739198565483093 Epoch 1: train loss 0.6552216248078779 Epoch 1: val loss 0.6664873361587524 Epoch 2: train loss 0.6410728422078219 Epoch 2: val loss 0.6578731536865234 Epoch 3: train loss 0.6150957291776483 Epoch 3: val loss 0.6578648686408997 Epoch 4: train loss 0.6017072796821594 Epoch 4: val loss 0.6505922675132751 Epoch 5: train loss 0.5760186910629272 Epoch 5: val loss 0.6504436731338501 Epoch 6: train loss 0.580396294593811 Epoch 6: val loss 0.6511209607124329 Epoch 7: train loss 0.5674951564181935 Epoch 7: val loss 0.6649513244628906 Epoch 8: train loss 0.5523321438919414 Epoch 8: val loss 0.6627910137176514 Epoch 9: train loss 0.5394937965002927 Epoch 9: val loss 0.6614375710487366 Epoch 10: train loss 0.5259448262778196 Epoch 10: val loss 0.6588426232337952 Epoch 11: train loss 0.5281802768057043 Epoch 11: val loss 0.6370548009872437 Epoch 12: train loss 0.5104899379340085 Epoch 12: val loss 0.6401209235191345 Epoch 13: train loss 0.5149635049429807 Epoch 13: val loss 0.6391404271125793 Epoch 14: train loss 0.4941773224960674 Epoch 14: val loss 0.640397846698761 Epoch 15: train loss 0.5181814134120941 Epoch 15: val loss 0.6210683584213257 Epoch 16: train loss 0.49050200256434356 Epoch 16: val loss 0.6316235065460205 Epoch 17: train loss 0.4818515452471646 Epoch 17: val loss 0.6262105703353882 Epoch 18: train loss 0.4887598156929016 Epoch 18: val loss 0.6226810812950134 Epoch 19: train loss 0.4555804593996568 Epoch 19: val loss 0.6565576195716858 Epoch 20: train loss 0.4724794192747636 Epoch 20: val loss 0.6406815648078918 Epoch 21: train loss 0.4650178687138991 Epoch 21: val loss 0.6355996131896973 Epoch 22: train loss 0.4624499326402491 Epoch 22: val loss 0.6400727033615112 Epoch 23: train loss 0.4525430365042253 Epoch 23: val loss 0.6283073425292969 Epoch 24: train loss 0.45942390777847986 Epoch 24: val loss 0.6407257318496704
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6783506382595409 Epoch 0: val loss 0.6643251776695251 Epoch 1: train loss 0.6447210311889648 Epoch 1: val loss 0.6435718536376953 Epoch 2: train loss 0.6195204583081332 Epoch 2: val loss 0.6321324110031128 Epoch 3: train loss 0.6259933114051819 Epoch 3: val loss 0.6270942687988281 Epoch 4: train loss 0.6032835001295264 Epoch 4: val loss 0.6272664070129395 Epoch 5: train loss 0.5875478820367293 Epoch 5: val loss 0.6213548183441162 Epoch 6: train loss 0.5776265995068983 Epoch 6: val loss 0.6217096447944641 Epoch 7: train loss 0.5821473137898878 Epoch 7: val loss 0.6171296238899231 Epoch 8: train loss 0.563653208992698 Epoch 8: val loss 0.62020343542099 Epoch 9: train loss 0.5400622730905359 Epoch 9: val loss 0.6100864410400391 Epoch 10: train loss 0.5553019507364794 Epoch 10: val loss 0.6097775101661682 Epoch 11: train loss 0.5533735914663835 Epoch 11: val loss 0.6028565168380737 Epoch 12: train loss 0.5297477760098197 Epoch 12: val loss 0.6051732301712036 Epoch 13: train loss 0.5315795053135265 Epoch 13: val loss 0.607045590877533 Epoch 14: train loss 0.5098694915121252 Epoch 14: val loss 0.5994940996170044 Epoch 15: train loss 0.4943936683914878 Epoch 15: val loss 0.5905331969261169 Epoch 16: train loss 0.5190478427843614 Epoch 16: val loss 0.6043737530708313 Epoch 17: train loss 0.5225162316452373 Epoch 17: val loss 0.594984769821167 Epoch 18: train loss 0.4946364543654702 Epoch 18: val loss 0.5844484567642212 Epoch 19: train loss 0.49998169324614783 Epoch 19: val loss 0.5853466391563416 Epoch 20: train loss 0.4768273478204554 Epoch 20: val loss 0.579728364944458 Epoch 21: train loss 0.45766877315261145 Epoch 21: val loss 0.5797657370567322 Epoch 22: train loss 0.47573038122870703 Epoch 22: val loss 0.5786554217338562 Epoch 23: train loss 0.4549176774241708 Epoch 23: val loss 0.5795344710350037 Epoch 24: train loss 0.418579719283364 Epoch 24: val loss 0.5640262961387634
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6794881333004344 Epoch 0: val loss 0.6703459620475769 Epoch 1: train loss 0.6605740297924388 Epoch 1: val loss 0.6574634909629822 Epoch 2: train loss 0.6475107940760526 Epoch 2: val loss 0.6485792398452759 Epoch 3: train loss 0.638936763459986 Epoch 3: val loss 0.6409891247749329 Epoch 4: train loss 0.5982104756615378 Epoch 4: val loss 0.6363118290901184 Epoch 5: train loss 0.6007670705968683 Epoch 5: val loss 0.628597617149353 Epoch 6: train loss 0.5907522656700828 Epoch 6: val loss 0.6274809837341309 Epoch 7: train loss 0.5729055485942147 Epoch 7: val loss 0.6313637495040894 Epoch 8: train loss 0.5699070394039154 Epoch 8: val loss 0.6263249516487122 Epoch 9: train loss 0.5372799282724207 Epoch 9: val loss 0.6290061473846436 Epoch 10: train loss 0.5213174223899841 Epoch 10: val loss 0.6233990788459778 Epoch 11: train loss 0.5333699258891019 Epoch 11: val loss 0.6149590611457825 Epoch 12: train loss 0.506660217588598 Epoch 12: val loss 0.6094731688499451 Epoch 13: train loss 0.5008997375314886 Epoch 13: val loss 0.6046044826507568 Epoch 14: train loss 0.501043596050956 Epoch 14: val loss 0.6042497158050537 Epoch 15: train loss 0.4997294680638747 Epoch 15: val loss 0.5962181091308594 Epoch 16: train loss 0.4861546077511527 Epoch 16: val loss 0.5962657332420349 Epoch 17: train loss 0.46175373142415826 Epoch 17: val loss 0.591677188873291 Epoch 18: train loss 0.4823618233203888 Epoch 18: val loss 0.5836901664733887 Epoch 19: train loss 0.4390206878835505 Epoch 19: val loss 0.5723604559898376 Epoch 20: train loss 0.46434949744831433 Epoch 20: val loss 0.596695065498352 Epoch 21: train loss 0.45011371103200043 Epoch 21: val loss 0.5935252904891968 Epoch 22: train loss 0.4307651560414921 Epoch 22: val loss 0.590859055519104 Epoch 23: train loss 0.42376322637904773 Epoch 23: val loss 0.5912713408470154 Epoch 24: train loss 0.42701789465817536 Epoch 24: val loss 0.591062605381012
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7045200069745382 Epoch 0: val loss 0.6624261736869812 Epoch 1: train loss 0.6643810192743937 Epoch 1: val loss 0.6197001934051514 Epoch 2: train loss 0.6317145387331645 Epoch 2: val loss 0.6037999391555786 Epoch 3: train loss 0.6134485880533854 Epoch 3: val loss 0.5939735770225525 Epoch 4: train loss 0.5952404975891114 Epoch 4: val loss 0.579520583152771 Epoch 5: train loss 0.5774543503920238 Epoch 5: val loss 0.5716766119003296 Epoch 6: train loss 0.5775555034478506 Epoch 6: val loss 0.5603175163269043 Epoch 7: train loss 0.5737965901692709 Epoch 7: val loss 0.5449286103248596 Epoch 8: train loss 0.563753738005956 Epoch 8: val loss 0.5391576886177063 Epoch 9: train loss 0.553237243493398 Epoch 9: val loss 0.526698112487793 Epoch 10: train loss 0.5490630606810252 Epoch 10: val loss 0.5209497213363647 Epoch 11: train loss 0.5445817708969116 Epoch 11: val loss 0.5144097208976746 Epoch 12: train loss 0.5251421689987182 Epoch 12: val loss 0.5168520212173462 Epoch 13: train loss 0.5143294314543406 Epoch 13: val loss 0.5081600546836853 Epoch 14: train loss 0.5066739002863566 Epoch 14: val loss 0.5075883269309998 Epoch 15: train loss 0.4872119645277659 Epoch 15: val loss 0.49729442596435547 Epoch 16: train loss 0.5037086725234985 Epoch 16: val loss 0.49443358182907104 Epoch 17: train loss 0.4909663955370585 Epoch 17: val loss 0.5002701878547668 Epoch 18: train loss 0.49203744530677795 Epoch 18: val loss 0.4841718375682831 Epoch 19: train loss 0.4693030774593353 Epoch 19: val loss 0.48626020550727844 Epoch 20: train loss 0.4785195728143056 Epoch 20: val loss 0.4869763255119324 Epoch 21: train loss 0.464092872540156 Epoch 21: val loss 0.4823920428752899 Epoch 22: train loss 0.45583165884017945 Epoch 22: val loss 0.48269516229629517
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6996107697486877 Epoch 0: val loss 0.6792530417442322 Epoch 1: train loss 0.670996904373169 Epoch 1: val loss 0.6759223937988281 Epoch 2: train loss 0.6897728592157364 Epoch 2: val loss 0.6662608981132507 Epoch 3: train loss 0.6510722289482752 Epoch 3: val loss 0.6589176654815674 Epoch 4: train loss 0.6411405007044474 Epoch 4: val loss 0.6436076760292053 Epoch 5: train loss 0.6043096035718918 Epoch 5: val loss 0.6224854588508606 Epoch 6: train loss 0.6052135452628136 Epoch 6: val loss 0.612302303314209 Epoch 7: train loss 0.5881280427177747 Epoch 7: val loss 0.6040607690811157 Epoch 8: train loss 0.5865653033057848 Epoch 8: val loss 0.5913817882537842 Epoch 9: train loss 0.5589800253510475 Epoch 9: val loss 0.5926728248596191 Epoch 10: train loss 0.5528775254885355 Epoch 10: val loss 0.5828001499176025 Epoch 11: train loss 0.5482436070839564 Epoch 11: val loss 0.5797155499458313 Epoch 12: train loss 0.533999522527059 Epoch 12: val loss 0.5731325745582581 Epoch 13: train loss 0.5387644718090693 Epoch 13: val loss 0.5754938721656799 Epoch 14: train loss 0.5173484335343043 Epoch 14: val loss 0.5711706876754761 Epoch 15: train loss 0.5126622021198273 Epoch 15: val loss 0.5747529864311218 Epoch 16: train loss 0.5122977793216705 Epoch 16: val loss 0.5727971792221069 Epoch 17: train loss 0.5233476584156355 Epoch 17: val loss 0.57021564245224 Epoch 18: train loss 0.5091981117924055 Epoch 18: val loss 0.5705466270446777 Epoch 19: train loss 0.5187610040108362 Epoch 19: val loss 0.5616655945777893 Epoch 20: train loss 0.4861866310238838 Epoch 20: val loss 0.5687693953514099 Epoch 21: train loss 0.4875353400905927 Epoch 21: val loss 0.5746833682060242 Epoch 22: train loss 0.4803515324989955 Epoch 22: val loss 0.5741499066352844 Epoch 23: train loss 0.48445746550957364 Epoch 23: val loss 0.5765876770019531 Epoch 24: train loss 0.4824157978097598 Epoch 24: val loss 0.5704571604728699
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883089939753214 Epoch 0: val loss 0.6923776268959045 Epoch 1: train loss 0.6731953124205271 Epoch 1: val loss 0.6832380890846252 Epoch 2: train loss 0.6589688658714294 Epoch 2: val loss 0.673349142074585 Epoch 3: train loss 0.6210500051577886 Epoch 3: val loss 0.6553223133087158 Epoch 4: train loss 0.6047841807206472 Epoch 4: val loss 0.6474372148513794 Epoch 5: train loss 0.5842646012703577 Epoch 5: val loss 0.6500845551490784 Epoch 6: train loss 0.5598915442824364 Epoch 6: val loss 0.6600905060768127 Epoch 7: train loss 0.5736168374617895 Epoch 7: val loss 0.6637186408042908 Epoch 8: train loss 0.5335337643822035 Epoch 8: val loss 0.6677983403205872 Epoch 9: train loss 0.5491147314508756 Epoch 9: val loss 0.676954984664917 Epoch 10: train loss 0.5439025610685349 Epoch 10: val loss 0.6677111983299255 Epoch 11: train loss 0.5213411425550779 Epoch 11: val loss 0.6816064119338989 Epoch 12: train loss 0.5193376963337263 Epoch 12: val loss 0.6924864649772644 Epoch 13: train loss 0.5131634920835495 Epoch 13: val loss 0.6863782405853271 Epoch 14: train loss 0.500296580294768 Epoch 14: val loss 0.696582555770874 Epoch 15: train loss 0.49819022168715793 Epoch 15: val loss 0.7096940875053406 Epoch 16: train loss 0.4838545620441437 Epoch 16: val loss 0.7129491567611694 Epoch 17: train loss 0.46395022918780643 Epoch 17: val loss 0.694631040096283 Epoch 18: train loss 0.4992851143081983 Epoch 18: val loss 0.7246993780136108 Epoch 19: train loss 0.4740375379721324 Epoch 19: val loss 0.7195972800254822 Epoch 20: train loss 0.47854767988125485 Epoch 20: val loss 0.714672327041626 Epoch 21: train loss 0.4575692340731621 Epoch 21: val loss 0.7321288585662842 Epoch 22: train loss 0.46450772881507874 Epoch 22: val loss 0.727982223033905 Epoch 23: train loss 0.443083996574084 Epoch 23: val loss 0.7342168688774109 Epoch 24: train loss 0.4440860425432523 Epoch 24: val loss 0.7288575768470764
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7041762669881185 Epoch 0: val loss 0.690036416053772 Epoch 1: train loss 0.691982721288999 Epoch 1: val loss 0.6916166543960571 Epoch 2: train loss 0.6727842291196188 Epoch 2: val loss 0.6835101842880249 Epoch 3: train loss 0.6774695167938868 Epoch 3: val loss 0.678673267364502 Epoch 4: train loss 0.6591994563738505 Epoch 4: val loss 0.673099935054779 Epoch 5: train loss 0.6439437568187714 Epoch 5: val loss 0.668914794921875 Epoch 6: train loss 0.643040324250857 Epoch 6: val loss 0.6594036221504211 Epoch 7: train loss 0.6177854885657629 Epoch 7: val loss 0.6498302221298218 Epoch 8: train loss 0.6304918924967448 Epoch 8: val loss 0.6425697803497314 Epoch 9: train loss 0.6057571545243263 Epoch 9: val loss 0.6404296159744263 Epoch 10: train loss 0.587178165713946 Epoch 10: val loss 0.6339063048362732 Epoch 11: train loss 0.5919628192981085 Epoch 11: val loss 0.6345919370651245 Epoch 12: train loss 0.5868851467967033 Epoch 12: val loss 0.6270855665206909 Epoch 13: train loss 0.5670085748036703 Epoch 13: val loss 0.6259357929229736 Epoch 14: train loss 0.5810514688491821 Epoch 14: val loss 0.6384880542755127 Epoch 15: train loss 0.5534103016058604 Epoch 15: val loss 0.6291857957839966 Epoch 16: train loss 0.5687895367542902 Epoch 16: val loss 0.6261458992958069 Epoch 17: train loss 0.5686271488666534 Epoch 17: val loss 0.6372767686843872 Epoch 18: train loss 0.5492969825863838 Epoch 18: val loss 0.6399797201156616 Epoch 19: train loss 0.5430404345194498 Epoch 19: val loss 0.6299582719802856 Epoch 20: train loss 0.5377173746625582 Epoch 20: val loss 0.635004460811615 Epoch 21: train loss 0.5446998476982117 Epoch 21: val loss 0.6469399929046631 Epoch 22: train loss 0.5333259354035059 Epoch 22: val loss 0.6304314136505127 Epoch 23: train loss 0.5212637881437937 Epoch 23: val loss 0.6201016306877136 Epoch 24: train loss 0.500210536022981 Epoch 24: val loss 0.6184912919998169
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010108828544617 Epoch 0: val loss 0.6843131184577942 Epoch 1: train loss 0.6600925674041113 Epoch 1: val loss 0.6785167455673218 Epoch 2: train loss 0.6603883802890778 Epoch 2: val loss 0.674517810344696 Epoch 3: train loss 0.6365634004275004 Epoch 3: val loss 0.6616685390472412 Epoch 4: train loss 0.6205864548683167 Epoch 4: val loss 0.6524127125740051 Epoch 5: train loss 0.595881829659144 Epoch 5: val loss 0.6398240923881531 Epoch 6: train loss 0.6092268178860346 Epoch 6: val loss 0.6360995173454285 Epoch 7: train loss 0.58817308396101 Epoch 7: val loss 0.6172994375228882 Epoch 8: train loss 0.5808448195457458 Epoch 8: val loss 0.6244128346443176 Epoch 9: train loss 0.5742931589484215 Epoch 9: val loss 0.623565137386322 Epoch 10: train loss 0.5643370573719343 Epoch 10: val loss 0.619070291519165 Epoch 11: train loss 0.5585846801598867 Epoch 11: val loss 0.6246532201766968 Epoch 12: train loss 0.5473334491252899 Epoch 12: val loss 0.6159687638282776 Epoch 13: train loss 0.5523381059368452 Epoch 13: val loss 0.6098765730857849 Epoch 14: train loss 0.5421565969785055 Epoch 14: val loss 0.6277276873588562 Epoch 15: train loss 0.5290202870965004 Epoch 15: val loss 0.616713285446167 Epoch 16: train loss 0.5382457797725996 Epoch 16: val loss 0.636905312538147 Epoch 17: train loss 0.5435219953457514 Epoch 17: val loss 0.6173824071884155 Epoch 18: train loss 0.5493530258536339 Epoch 18: val loss 0.6331119537353516 Epoch 19: train loss 0.5113855178157488 Epoch 19: val loss 0.616126298904419 Epoch 20: train loss 0.5399854903419813 Epoch 20: val loss 0.6141952872276306 Epoch 21: train loss 0.49744217842817307 Epoch 21: val loss 0.61870938539505 Epoch 22: train loss 0.5033727238575617 Epoch 22: val loss 0.6033809185028076 Epoch 23: train loss 0.48584169894456863 Epoch 23: val loss 0.6036365628242493 Epoch 24: train loss 0.48566218962272006 Epoch 24: val loss 0.6029257774353027
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984997130930424 Epoch 0: val loss 0.6977018117904663 Epoch 1: train loss 0.6831670962274075 Epoch 1: val loss 0.6842891573905945 Epoch 2: train loss 0.6693416237831116 Epoch 2: val loss 0.6722733378410339 Epoch 3: train loss 0.636143833398819 Epoch 3: val loss 0.6600072383880615 Epoch 4: train loss 0.6135796643793583 Epoch 4: val loss 0.6354343891143799 Epoch 5: train loss 0.6065268944948912 Epoch 5: val loss 0.638845682144165 Epoch 6: train loss 0.5839209351688623 Epoch 6: val loss 0.6381588578224182 Epoch 7: train loss 0.5820044353604317 Epoch 7: val loss 0.6302704215049744 Epoch 8: train loss 0.5744142979383469 Epoch 8: val loss 0.6335878968238831 Epoch 9: train loss 0.5825822297483683 Epoch 9: val loss 0.6255835890769958 Epoch 10: train loss 0.5490540154278278 Epoch 10: val loss 0.6211358308792114 Epoch 11: train loss 0.5344172567129135 Epoch 11: val loss 0.630448043346405 Epoch 12: train loss 0.5319994073361158 Epoch 12: val loss 0.6295043230056763 Epoch 13: train loss 0.5283816326409578 Epoch 13: val loss 0.6371486783027649 Epoch 14: train loss 0.5327092166990042 Epoch 14: val loss 0.637550950050354 Epoch 15: train loss 0.5342654157429934 Epoch 15: val loss 0.6478913426399231 Epoch 16: train loss 0.5071828216314316 Epoch 16: val loss 0.636829674243927 Epoch 17: train loss 0.503649877384305 Epoch 17: val loss 0.648536205291748 Epoch 18: train loss 0.4943197537213564 Epoch 18: val loss 0.6566140055656433 Epoch 19: train loss 0.49253973737359047 Epoch 19: val loss 0.6598384380340576
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7043906847635905 Epoch 0: val loss 0.6825659871101379 Epoch 1: train loss 0.6766075293223063 Epoch 1: val loss 0.6766858100891113 Epoch 2: train loss 0.6531741519769033 Epoch 2: val loss 0.6724859476089478 Epoch 3: train loss 0.6551486601432165 Epoch 3: val loss 0.6649149656295776 Epoch 4: train loss 0.6351680308580399 Epoch 4: val loss 0.6563791036605835 Epoch 5: train loss 0.6266922901074091 Epoch 5: val loss 0.6463368535041809 Epoch 6: train loss 0.6124370098114014 Epoch 6: val loss 0.6447049975395203 Epoch 7: train loss 0.6054885039726893 Epoch 7: val loss 0.6341137886047363 Epoch 8: train loss 0.6048830300569534 Epoch 8: val loss 0.6267969012260437 Epoch 9: train loss 0.6012496252854665 Epoch 9: val loss 0.626488447189331 Epoch 10: train loss 0.6129976262648901 Epoch 10: val loss 0.6321454644203186 Epoch 11: train loss 0.6001260057091713 Epoch 11: val loss 0.6234813928604126 Epoch 12: train loss 0.5895482723911604 Epoch 12: val loss 0.6220144033432007 Epoch 13: train loss 0.5834467808405558 Epoch 13: val loss 0.627578854560852 Epoch 14: train loss 0.5733065009117126 Epoch 14: val loss 0.6336606740951538 Epoch 15: train loss 0.5841704060633978 Epoch 15: val loss 0.6293249726295471 Epoch 16: train loss 0.5654666398962339 Epoch 16: val loss 0.6242554187774658 Epoch 17: train loss 0.5624126270413399 Epoch 17: val loss 0.6214610934257507 Epoch 18: train loss 0.5495497932036718 Epoch 18: val loss 0.619080662727356 Epoch 19: train loss 0.5682715028524399 Epoch 19: val loss 0.629987895488739 Epoch 20: train loss 0.5505784327785174 Epoch 20: val loss 0.6278219223022461 Epoch 21: train loss 0.5550819337368011 Epoch 21: val loss 0.6245169043540955 Epoch 22: train loss 0.5499803945422173 Epoch 22: val loss 0.6324040293693542 Epoch 23: train loss 0.5486031770706177 Epoch 23: val loss 0.6209524273872375 Epoch 24: train loss 0.5426627571384112 Epoch 24: val loss 0.6188299655914307
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7094721645116806 Epoch 0: val loss 0.6916707158088684 Epoch 1: train loss 0.6896176139513651 Epoch 1: val loss 0.6756253242492676 Epoch 2: train loss 0.6719153473774592 Epoch 2: val loss 0.6664978265762329 Epoch 3: train loss 0.6570729513963064 Epoch 3: val loss 0.6605626940727234 Epoch 4: train loss 0.622051939368248 Epoch 4: val loss 0.6565155386924744 Epoch 5: train loss 0.6210309416055679 Epoch 5: val loss 0.6526572704315186 Epoch 6: train loss 0.6106265783309937 Epoch 6: val loss 0.6516480445861816 Epoch 7: train loss 0.6119752625624338 Epoch 7: val loss 0.6655158400535583 Epoch 8: train loss 0.5936862975358963 Epoch 8: val loss 0.663655698299408 Epoch 9: train loss 0.5876695613066355 Epoch 9: val loss 0.657794177532196 Epoch 10: train loss 0.6014505426088969 Epoch 10: val loss 0.6788480281829834 Epoch 11: train loss 0.5734126543005308 Epoch 11: val loss 0.6553165912628174 Epoch 12: train loss 0.5779191131393114 Epoch 12: val loss 0.6673825979232788 Epoch 13: train loss 0.5772329618533453 Epoch 13: val loss 0.6580802202224731 Epoch 14: train loss 0.5702017595370611 Epoch 14: val loss 0.6757732629776001 Epoch 15: train loss 0.5454726219177246 Epoch 15: val loss 0.6789461374282837 Epoch 16: train loss 0.5419522474209467 Epoch 16: val loss 0.6861453056335449 Epoch 17: train loss 0.5563256988922755 Epoch 17: val loss 0.668646514415741 Epoch 18: train loss 0.5512170294920603 Epoch 18: val loss 0.6879689693450928 Epoch 19: train loss 0.5240863536794981 Epoch 19: val loss 0.670576274394989 Epoch 20: train loss 0.5516512642304102 Epoch 20: val loss 0.684726893901825 Epoch 21: train loss 0.5417673662304878 Epoch 21: val loss 0.6810052394866943 Epoch 22: train loss 0.537583626806736 Epoch 22: val loss 0.6986790299415588 Epoch 23: train loss 0.5231596728165945 Epoch 23: val loss 0.6881268620491028 Epoch 24: train loss 0.5395321622490883 Epoch 24: val loss 0.6777960658073425
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7039706210295359 Epoch 0: val loss 0.6720247864723206 Epoch 1: train loss 0.6706819236278534 Epoch 1: val loss 0.6454936861991882 Epoch 2: train loss 0.6609830309947332 Epoch 2: val loss 0.6400785446166992 Epoch 3: train loss 0.6469960312048594 Epoch 3: val loss 0.6341123580932617 Epoch 4: train loss 0.6543432921171188 Epoch 4: val loss 0.6350473165512085 Epoch 5: train loss 0.6437863757212957 Epoch 5: val loss 0.6238680481910706 Epoch 6: train loss 0.6285509020090103 Epoch 6: val loss 0.6195235252380371 Epoch 7: train loss 0.6223523815472921 Epoch 7: val loss 0.6161689162254333 Epoch 8: train loss 0.6029854938387871 Epoch 8: val loss 0.6180180907249451 Epoch 9: train loss 0.6037396887938181 Epoch 9: val loss 0.6129844784736633 Epoch 10: train loss 0.6198974847793579 Epoch 10: val loss 0.6096832752227783 Epoch 11: train loss 0.6062488357226054 Epoch 11: val loss 0.6116375923156738 Epoch 12: train loss 0.5856071785092354 Epoch 12: val loss 0.6240580081939697 Epoch 13: train loss 0.5899013082186381 Epoch 13: val loss 0.6237919330596924 Epoch 14: train loss 0.5725774616003036 Epoch 14: val loss 0.628413200378418 Epoch 15: train loss 0.5577240710457166 Epoch 15: val loss 0.6304100155830383 Epoch 16: train loss 0.5600482051571211 Epoch 16: val loss 0.6295100450515747 Epoch 17: train loss 0.5649492467443148 Epoch 17: val loss 0.6383567452430725 Epoch 18: train loss 0.5730198497573534 Epoch 18: val loss 0.6466825604438782 Epoch 19: train loss 0.5500848591327667 Epoch 19: val loss 0.6338693499565125 Epoch 20: train loss 0.5437249218424162 Epoch 20: val loss 0.6346127986907959 Epoch 21: train loss 0.5438582599163055 Epoch 21: val loss 0.6474927663803101 Epoch 22: train loss 0.5356081227461497 Epoch 22: val loss 0.6395207047462463 Epoch 23: train loss 0.5275819003582001 Epoch 23: val loss 0.6553050875663757 Epoch 24: train loss 0.5166385894020399 Epoch 24: val loss 0.6463443040847778
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035491367181143 Epoch 0: val loss 0.692709743976593 Epoch 1: train loss 0.6833448310693105 Epoch 1: val loss 0.6849256157875061 Epoch 2: train loss 0.6649822741746902 Epoch 2: val loss 0.6806921362876892 Epoch 3: train loss 0.6522348622481028 Epoch 3: val loss 0.6807754635810852 Epoch 4: train loss 0.6498201241095861 Epoch 4: val loss 0.6810778379440308 Epoch 5: train loss 0.6463909943898519 Epoch 5: val loss 0.6783456802368164 Epoch 6: train loss 0.6356957902510961 Epoch 6: val loss 0.6755676865577698 Epoch 7: train loss 0.6357538054386774 Epoch 7: val loss 0.6729660630226135 Epoch 8: train loss 0.6219300528367361 Epoch 8: val loss 0.6776556968688965 Epoch 9: train loss 0.6290142039457957 Epoch 9: val loss 0.6770600080490112 Epoch 10: train loss 0.6110597302516302 Epoch 10: val loss 0.6880265474319458 Epoch 11: train loss 0.6015466252962748 Epoch 11: val loss 0.693159818649292 Epoch 12: train loss 0.6086449573437372 Epoch 12: val loss 0.6896918416023254 Epoch 13: train loss 0.6086788152654966 Epoch 13: val loss 0.6832260489463806 Epoch 14: train loss 0.5813754424452782 Epoch 14: val loss 0.687079131603241 Epoch 15: train loss 0.5912720511356989 Epoch 15: val loss 0.6896433234214783 Epoch 16: train loss 0.6070075382788976 Epoch 16: val loss 0.6915526390075684 Epoch 17: train loss 0.5804175933202108 Epoch 17: val loss 0.6860963702201843 Epoch 18: train loss 0.5768572265903155 Epoch 18: val loss 0.6850680708885193 Epoch 19: train loss 0.5704460591077805 Epoch 19: val loss 0.6830567717552185 Epoch 20: train loss 0.5749914248784384 Epoch 20: val loss 0.687885046005249 Epoch 21: train loss 0.5692644640803337 Epoch 21: val loss 0.6944663524627686 Epoch 22: train loss 0.5564171150326729 Epoch 22: val loss 0.6956247091293335 Epoch 23: train loss 0.572999025384585 Epoch 23: val loss 0.6913072466850281 Epoch 24: train loss 0.5598640044530233 Epoch 24: val loss 0.6934825778007507
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919650696218014 Epoch 0: val loss 0.6878674626350403 Epoch 1: train loss 0.6875715963542461 Epoch 1: val loss 0.6796921491622925 Epoch 2: train loss 0.6732810959219933 Epoch 2: val loss 0.6748393774032593 Epoch 3: train loss 0.6693632639944553 Epoch 3: val loss 0.6631893515586853 Epoch 4: train loss 0.6634073965251446 Epoch 4: val loss 0.6560854315757751 Epoch 5: train loss 0.644003689289093 Epoch 5: val loss 0.6483231782913208 Epoch 6: train loss 0.6344023458659649 Epoch 6: val loss 0.6386040449142456 Epoch 7: train loss 0.6163321230560541 Epoch 7: val loss 0.6364253163337708 Epoch 8: train loss 0.6231601685285568 Epoch 8: val loss 0.6286689639091492 Epoch 9: train loss 0.6161090731620789 Epoch 9: val loss 0.6146526336669922 Epoch 10: train loss 0.6040669213980436 Epoch 10: val loss 0.6316117644309998 Epoch 11: train loss 0.595947802066803 Epoch 11: val loss 0.6192048788070679 Epoch 12: train loss 0.5963615737855434 Epoch 12: val loss 0.620789110660553 Epoch 13: train loss 0.5973210390657187 Epoch 13: val loss 0.6136505603790283 Epoch 14: train loss 0.5822267904877663 Epoch 14: val loss 0.6175104975700378 Epoch 15: train loss 0.5844398364424706 Epoch 15: val loss 0.6180142760276794 Epoch 16: train loss 0.5646515134721994 Epoch 16: val loss 0.6176498532295227 Epoch 17: train loss 0.5748968478292227 Epoch 17: val loss 0.6225320100784302
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.69551635872234 Epoch 0: val loss 0.6679592728614807 Epoch 1: train loss 0.6601424433968284 Epoch 1: val loss 0.6632015109062195 Epoch 2: train loss 0.6615807739171115 Epoch 2: val loss 0.6640908122062683 Epoch 3: train loss 0.6575388691642068 Epoch 3: val loss 0.6661465167999268 Epoch 4: train loss 0.6411681771278381 Epoch 4: val loss 0.6647140383720398 Epoch 5: train loss 0.6456303596496582 Epoch 5: val loss 0.6642417907714844 Epoch 6: train loss 0.6400103569030762 Epoch 6: val loss 0.663748562335968 Epoch 7: train loss 0.6346757791259072 Epoch 7: val loss 0.6645384430885315 Epoch 8: train loss 0.6307064240629022 Epoch 8: val loss 0.6615168452262878 Epoch 9: train loss 0.6322880170562051 Epoch 9: val loss 0.6598535776138306 Epoch 10: train loss 0.6313667839223688 Epoch 10: val loss 0.6589117050170898 Epoch 11: train loss 0.6144221343777396 Epoch 11: val loss 0.6575487852096558 Epoch 12: train loss 0.6212695132602345 Epoch 12: val loss 0.6591736674308777 Epoch 13: train loss 0.6082061962647871 Epoch 13: val loss 0.6576780080795288 Epoch 14: train loss 0.6025126251307401 Epoch 14: val loss 0.657682478427887 Epoch 15: train loss 0.5974402210929177 Epoch 15: val loss 0.6540523171424866 Epoch 16: train loss 0.6011063131419095 Epoch 16: val loss 0.6531853675842285 Epoch 17: train loss 0.5923978577960621 Epoch 17: val loss 0.655286431312561 Epoch 18: train loss 0.569646569815549 Epoch 18: val loss 0.653718113899231 Epoch 19: train loss 0.5818966166539625 Epoch 19: val loss 0.6527546048164368 Epoch 20: train loss 0.5896172306754373 Epoch 20: val loss 0.6471830606460571 Epoch 21: train loss 0.5846045071428473 Epoch 21: val loss 0.6433284282684326 Epoch 22: train loss 0.5663098123940554 Epoch 22: val loss 0.6424030065536499 Epoch 23: train loss 0.5721175860274922 Epoch 23: val loss 0.6430894732475281 Epoch 24: train loss 0.561058989980004 Epoch 24: val loss 0.6413818597793579
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7043912248177961 Epoch 0: val loss 0.6847621202468872 Epoch 1: train loss 0.68749845569784 Epoch 1: val loss 0.6663295030593872 Epoch 2: train loss 0.6698950637470592 Epoch 2: val loss 0.6558429598808289 Epoch 3: train loss 0.6549941192973744 Epoch 3: val loss 0.6603189706802368 Epoch 4: train loss 0.6573658368804238 Epoch 4: val loss 0.6630515456199646 Epoch 5: train loss 0.6422219709916548 Epoch 5: val loss 0.6584398150444031 Epoch 6: train loss 0.628781714222648 Epoch 6: val loss 0.6554991602897644 Epoch 7: train loss 0.6363628669218584 Epoch 7: val loss 0.6551299095153809 Epoch 8: train loss 0.6181225830858404 Epoch 8: val loss 0.6554458737373352 Epoch 9: train loss 0.6288827386769381 Epoch 9: val loss 0.6628292202949524 Epoch 10: train loss 0.5992821075699546 Epoch 10: val loss 0.6638025045394897 Epoch 11: train loss 0.6102674928578463 Epoch 11: val loss 0.6698182225227356 Epoch 12: train loss 0.5921678759834983 Epoch 12: val loss 0.6851284503936768 Epoch 13: train loss 0.5814223668792031 Epoch 13: val loss 0.6797811388969421 Epoch 14: train loss 0.5865257165648721 Epoch 14: val loss 0.683722972869873 Epoch 15: train loss 0.5766641822728243 Epoch 15: val loss 0.6807557344436646 Epoch 16: train loss 0.5630525919524106 Epoch 16: val loss 0.6820882558822632 Epoch 17: train loss 0.5621148862622001 Epoch 17: val loss 0.7033366560935974 Epoch 18: train loss 0.5447607880288904 Epoch 18: val loss 0.6921777129173279 Epoch 19: train loss 0.5416846383701671 Epoch 19: val loss 0.6945956349372864 Epoch 20: train loss 0.509276726029136 Epoch 20: val loss 0.7151550650596619 Epoch 21: train loss 0.5117973712357607 Epoch 21: val loss 0.7085250616073608 Epoch 22: train loss 0.5084045746109702 Epoch 22: val loss 0.7033388018608093 Epoch 23: train loss 0.5308547859842127 Epoch 23: val loss 0.7012450695037842 Epoch 24: train loss 0.5076218978925184 Epoch 24: val loss 0.7171275019645691
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6742816784165122 Epoch 0: val loss 0.6972022652626038 Epoch 1: train loss 0.677150081504475 Epoch 1: val loss 0.6927734613418579 Epoch 2: train loss 0.6489320830865339 Epoch 2: val loss 0.6942353248596191 Epoch 3: train loss 0.64078228040175 Epoch 3: val loss 0.6921091079711914 Epoch 4: train loss 0.6375294110991738 Epoch 4: val loss 0.6822971105575562 Epoch 5: train loss 0.6325009573589672 Epoch 5: val loss 0.6796280741691589 Epoch 6: train loss 0.6118155392733488 Epoch 6: val loss 0.677073061466217 Epoch 7: train loss 0.6152447678826072 Epoch 7: val loss 0.6795505285263062 Epoch 8: train loss 0.6129148927601901 Epoch 8: val loss 0.6809015870094299 Epoch 9: train loss 0.6018586321310564 Epoch 9: val loss 0.6833715438842773 Epoch 10: train loss 0.5869780291210521 Epoch 10: val loss 0.6858998537063599 Epoch 11: train loss 0.5937305065718564 Epoch 11: val loss 0.6752089262008667 Epoch 12: train loss 0.6031037189743735 Epoch 12: val loss 0.6728973984718323 Epoch 13: train loss 0.5729292333126068 Epoch 13: val loss 0.6690797805786133 Epoch 14: train loss 0.5650021244179119 Epoch 14: val loss 0.6965532302856445 Epoch 15: train loss 0.5708816782994703 Epoch 15: val loss 0.6728625297546387 Epoch 16: train loss 0.5488181114196777 Epoch 16: val loss 0.6646224856376648 Epoch 17: train loss 0.5635171044956554 Epoch 17: val loss 0.6781076788902283 Epoch 18: train loss 0.5386534224856984 Epoch 18: val loss 0.6550677418708801 Epoch 19: train loss 0.5370974296873267 Epoch 19: val loss 0.6774774193763733 Epoch 20: train loss 0.516072993928736 Epoch 20: val loss 0.6598328351974487 Epoch 21: train loss 0.5237456912344153 Epoch 21: val loss 0.6571617722511292 Epoch 22: train loss 0.533046465028416 Epoch 22: val loss 0.6855452060699463 Epoch 23: train loss 0.5082185376774181 Epoch 23: val loss 0.6752239465713501 Epoch 24: train loss 0.5167522051117637 Epoch 24: val loss 0.6568159461021423
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6980610869147561 Epoch 0: val loss 0.6743224263191223 Epoch 1: train loss 0.6632069078358737 Epoch 1: val loss 0.664444088935852 Epoch 2: train loss 0.6547070795839484 Epoch 2: val loss 0.6652424931526184 Epoch 3: train loss 0.6344638737765226 Epoch 3: val loss 0.6661380529403687 Epoch 4: train loss 0.6344326626170765 Epoch 4: val loss 0.6688008904457092 Epoch 5: train loss 0.6325626102360812 Epoch 5: val loss 0.6644200086593628 Epoch 6: train loss 0.6174665147607977 Epoch 6: val loss 0.6653946042060852 Epoch 7: train loss 0.6183333992958069 Epoch 7: val loss 0.6663442850112915 Epoch 8: train loss 0.6206865527413108 Epoch 8: val loss 0.6667211651802063 Epoch 9: train loss 0.5977894230322405 Epoch 9: val loss 0.6524167060852051 Epoch 10: train loss 0.5821960947730325 Epoch 10: val loss 0.6574188470840454 Epoch 11: train loss 0.5886723344976251 Epoch 11: val loss 0.6646544933319092 Epoch 12: train loss 0.5667988712137396 Epoch 12: val loss 0.6639385223388672 Epoch 13: train loss 0.5458677573637529 Epoch 13: val loss 0.6470474004745483 Epoch 14: train loss 0.5778897350484674 Epoch 14: val loss 0.6435019373893738 Epoch 15: train loss 0.5335466021841223 Epoch 15: val loss 0.6544692516326904 Epoch 16: train loss 0.5402080606330525 Epoch 16: val loss 0.6727834343910217 Epoch 17: train loss 0.5374481217427687 Epoch 17: val loss 0.661100447177887 Epoch 18: train loss 0.5479154695164073 Epoch 18: val loss 0.6484661102294922 Epoch 19: train loss 0.4944965270432559 Epoch 19: val loss 0.6520431041717529 Epoch 20: train loss 0.5070294927467 Epoch 20: val loss 0.6525553464889526 Epoch 21: train loss 0.4935283064842224 Epoch 21: val loss 0.6540255546569824 Epoch 22: train loss 0.5173369293863123 Epoch 22: val loss 0.6590282917022705 Epoch 23: train loss 0.4879677241498774 Epoch 23: val loss 0.66670161485672 Epoch 24: train loss 0.4938811984929172 Epoch 24: val loss 0.6738317608833313
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6847827911376954 Epoch 0: val loss 0.6886529922485352 Epoch 1: train loss 0.6723057667414347 Epoch 1: val loss 0.6801712512969971 Epoch 2: train loss 0.6564483364423116 Epoch 2: val loss 0.6807353496551514 Epoch 3: train loss 0.6589284261067708 Epoch 3: val loss 0.6771866083145142 Epoch 4: train loss 0.6437658667564392 Epoch 4: val loss 0.6675371527671814 Epoch 5: train loss 0.6349487702051798 Epoch 5: val loss 0.6786929965019226 Epoch 6: train loss 0.6386315902074178 Epoch 6: val loss 0.664617657661438 Epoch 7: train loss 0.6285032987594604 Epoch 7: val loss 0.6617221236228943 Epoch 8: train loss 0.6218626081943512 Epoch 8: val loss 0.6564304232597351 Epoch 9: train loss 0.6399085839589437 Epoch 9: val loss 0.6625437140464783 Epoch 10: train loss 0.6104965964953105 Epoch 10: val loss 0.6599820256233215 Epoch 11: train loss 0.5913003464539845 Epoch 11: val loss 0.6490929126739502 Epoch 12: train loss 0.6173604329427084 Epoch 12: val loss 0.648993194103241 Epoch 13: train loss 0.5915915409723917 Epoch 13: val loss 0.6430082321166992 Epoch 14: train loss 0.5976956486701965 Epoch 14: val loss 0.6296732425689697 Epoch 15: train loss 0.5982338905334472 Epoch 15: val loss 0.6225728988647461
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883855278675373 Epoch 0: val loss 0.6815293431282043 Epoch 1: train loss 0.6660979298444895 Epoch 1: val loss 0.6773984432220459 Epoch 2: train loss 0.6561079942263089 Epoch 2: val loss 0.6785362958908081 Epoch 3: train loss 0.6420715221991906 Epoch 3: val loss 0.6791095733642578 Epoch 4: train loss 0.6258118427716769 Epoch 4: val loss 0.6806088089942932 Epoch 5: train loss 0.6245445654942439 Epoch 5: val loss 0.682864248752594 Epoch 6: train loss 0.6018112989572378 Epoch 6: val loss 0.68683260679245 Epoch 7: train loss 0.6109573382597703 Epoch 7: val loss 0.689640998840332 Epoch 8: train loss 0.602068699323214 Epoch 8: val loss 0.6896597146987915 Epoch 9: train loss 0.5834418145509866 Epoch 9: val loss 0.6864328980445862 Epoch 10: train loss 0.5770383568910452 Epoch 10: val loss 0.6911239624023438 Epoch 11: train loss 0.5671016413431901 Epoch 11: val loss 0.6907163858413696 Epoch 12: train loss 0.567357035783621 Epoch 12: val loss 0.6915609836578369 Epoch 13: train loss 0.5743424892425537 Epoch 13: val loss 0.6864053010940552 Epoch 14: train loss 0.564549038043389 Epoch 14: val loss 0.6917634010314941 Epoch 15: train loss 0.55743185373453 Epoch 15: val loss 0.6986910700798035 Epoch 16: train loss 0.5476809373268714 Epoch 16: val loss 0.6939676403999329 Epoch 17: train loss 0.5465918275026175 Epoch 17: val loss 0.6969581842422485 Epoch 18: train loss 0.5403072077494401 Epoch 18: val loss 0.7174431681632996 Epoch 19: train loss 0.530220838693472 Epoch 19: val loss 0.7099621891975403 Epoch 20: train loss 0.5191630125045776 Epoch 20: val loss 0.7123314142227173 Epoch 21: train loss 0.5461731277979337 Epoch 21: val loss 0.7281263470649719 Epoch 22: train loss 0.5231153254325573 Epoch 22: val loss 0.7096686363220215 Epoch 23: train loss 0.5137621554044577 Epoch 23: val loss 0.7102397084236145 Epoch 24: train loss 0.5086738879864032 Epoch 24: val loss 0.7123953700065613
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7004363857782804 Epoch 0: val loss 0.6868356466293335 Epoch 1: train loss 0.6797654858002296 Epoch 1: val loss 0.6750950813293457 Epoch 2: train loss 0.6564816603293786 Epoch 2: val loss 0.6650996208190918 Epoch 3: train loss 0.6520563684977018 Epoch 3: val loss 0.6551913022994995 Epoch 4: train loss 0.6327384435213529 Epoch 4: val loss 0.6491710543632507 Epoch 5: train loss 0.6349116884745084 Epoch 5: val loss 0.64738529920578 Epoch 6: train loss 0.6069672841292161 Epoch 6: val loss 0.6491740942001343 Epoch 7: train loss 0.6212570117070124 Epoch 7: val loss 0.6466426253318787 Epoch 8: train loss 0.6152126697393564 Epoch 8: val loss 0.6466763019561768 Epoch 9: train loss 0.5885506639113793 Epoch 9: val loss 0.6443904638290405 Epoch 10: train loss 0.5776636325396024 Epoch 10: val loss 0.6390546560287476 Epoch 11: train loss 0.5798559349316817 Epoch 11: val loss 0.6349112391471863 Epoch 12: train loss 0.5650222439032334 Epoch 12: val loss 0.6313872337341309 Epoch 13: train loss 0.5807029329813443 Epoch 13: val loss 0.6335137486457825 Epoch 14: train loss 0.551879339493238 Epoch 14: val loss 0.6370883584022522 Epoch 15: train loss 0.5574323603740106 Epoch 15: val loss 0.6269484758377075 Epoch 16: train loss 0.5648355782032013 Epoch 16: val loss 0.6224315166473389 Epoch 17: train loss 0.5599123033193442 Epoch 17: val loss 0.6186771988868713 Epoch 18: train loss 0.5430425313802866 Epoch 18: val loss 0.6146055459976196 Epoch 19: train loss 0.5528773069381714 Epoch 19: val loss 0.6218138933181763 Epoch 20: train loss 0.5534477394360763 Epoch 20: val loss 0.615825355052948 Epoch 21: train loss 0.5219288537135491 Epoch 21: val loss 0.6189993023872375 Epoch 22: train loss 0.5323965320220361 Epoch 22: val loss 0.6113753914833069 Epoch 23: train loss 0.5583762755760779 Epoch 23: val loss 0.6157034039497375 Epoch 24: train loss 0.5159219801425934 Epoch 24: val loss 0.6104114055633545
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6950049950526311 Epoch 0: val loss 0.674266517162323 Epoch 1: train loss 0.6808028450379005 Epoch 1: val loss 0.6671596169471741 Epoch 2: train loss 0.6639732580918533 Epoch 2: val loss 0.6562084555625916 Epoch 3: train loss 0.6419042761509235 Epoch 3: val loss 0.6517913341522217 Epoch 4: train loss 0.6525690463873056 Epoch 4: val loss 0.6406245231628418 Epoch 5: train loss 0.6425021840975835 Epoch 5: val loss 0.6380580067634583 Epoch 6: train loss 0.6166254786344675 Epoch 6: val loss 0.637566089630127 Epoch 7: train loss 0.6223139212681696 Epoch 7: val loss 0.6450484395027161 Epoch 8: train loss 0.6032731808148898 Epoch 8: val loss 0.6441143155097961 Epoch 9: train loss 0.5945329895386329 Epoch 9: val loss 0.6371490955352783 Epoch 10: train loss 0.6099523076644311 Epoch 10: val loss 0.6368597149848938 Epoch 11: train loss 0.5898650196882395 Epoch 11: val loss 0.6409072875976562 Epoch 12: train loss 0.5908332008581895 Epoch 12: val loss 0.6477323770523071 Epoch 13: train loss 0.5910126360563132 Epoch 13: val loss 0.647653341293335 Epoch 14: train loss 0.577655574450126 Epoch 14: val loss 0.645923376083374 Epoch 15: train loss 0.5677320086039029 Epoch 15: val loss 0.6479008793830872 Epoch 16: train loss 0.5696884141518519 Epoch 16: val loss 0.6547453999519348 Epoch 17: train loss 0.550727177124757 Epoch 17: val loss 0.6546140909194946 Epoch 18: train loss 0.5439069592035733 Epoch 18: val loss 0.6475701332092285 Epoch 19: train loss 0.5432737813546107 Epoch 19: val loss 0.6484413146972656 Epoch 20: train loss 0.5382007543857281 Epoch 20: val loss 0.6551387310028076 Epoch 21: train loss 0.5313518230731671 Epoch 21: val loss 0.6601912975311279 Epoch 22: train loss 0.5231862939321078 Epoch 22: val loss 0.6596423983573914 Epoch 23: train loss 0.5348209417783297 Epoch 23: val loss 0.6625967621803284 Epoch 24: train loss 0.5209021935096154 Epoch 24: val loss 0.670187771320343
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092519494203421 Epoch 0: val loss 0.6888669729232788 Epoch 1: train loss 0.684154226229741 Epoch 1: val loss 0.6791338920593262 Epoch 2: train loss 0.6633092761039734 Epoch 2: val loss 0.6751643419265747 Epoch 3: train loss 0.6479524878355173 Epoch 3: val loss 0.6707345843315125 Epoch 4: train loss 0.639473190674415 Epoch 4: val loss 0.6668885946273804 Epoch 5: train loss 0.630079448223114 Epoch 5: val loss 0.6637558937072754 Epoch 6: train loss 0.6265912376917325 Epoch 6: val loss 0.6529792547225952 Epoch 7: train loss 0.6136408356519846 Epoch 7: val loss 0.648577868938446 Epoch 8: train loss 0.6173066909496601 Epoch 8: val loss 0.6504144668579102 Epoch 9: train loss 0.6109528587414668 Epoch 9: val loss 0.6471067667007446 Epoch 10: train loss 0.6111323283268855 Epoch 10: val loss 0.6538735628128052 Epoch 11: train loss 0.5971396496662726 Epoch 11: val loss 0.66390460729599 Epoch 12: train loss 0.5749137814228351 Epoch 12: val loss 0.6633510589599609 Epoch 13: train loss 0.5757975165660565 Epoch 13: val loss 0.6697850227355957 Epoch 14: train loss 0.5834962817338797 Epoch 14: val loss 0.6700417995452881 Epoch 15: train loss 0.575643390417099 Epoch 15: val loss 0.6809704899787903 Epoch 16: train loss 0.5702898456500127 Epoch 16: val loss 0.6930088996887207 Epoch 17: train loss 0.5580777778075292 Epoch 17: val loss 0.6900206208229065 Epoch 18: train loss 0.5627014201421005 Epoch 18: val loss 0.6888223886489868 Epoch 19: train loss 0.5480211491768177 Epoch 19: val loss 0.6872650980949402 Epoch 20: train loss 0.5790647245370425 Epoch 20: val loss 0.6957048773765564 Epoch 21: train loss 0.5708835239593799 Epoch 21: val loss 0.702043890953064 Epoch 22: train loss 0.5361593663692474 Epoch 22: val loss 0.6948025822639465 Epoch 23: train loss 0.5158797250344203 Epoch 23: val loss 0.703332245349884 Epoch 24: train loss 0.541169673204422 Epoch 24: val loss 0.7245144248008728
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973066189709831 Epoch 0: val loss 0.6906887888908386 Epoch 1: train loss 0.665952626396628 Epoch 1: val loss 0.6887586116790771 Epoch 2: train loss 0.65650575651842 Epoch 2: val loss 0.683598518371582 Epoch 3: train loss 0.6433888007612789 Epoch 3: val loss 0.6754140257835388 Epoch 4: train loss 0.6373089762294993 Epoch 4: val loss 0.6732103824615479 Epoch 5: train loss 0.6278512898613425 Epoch 5: val loss 0.6795276999473572 Epoch 6: train loss 0.6137448654455298 Epoch 6: val loss 0.6773192882537842 Epoch 7: train loss 0.6174769611919627 Epoch 7: val loss 0.6842142343521118 Epoch 8: train loss 0.5981694775469163 Epoch 8: val loss 0.6811122894287109 Epoch 9: train loss 0.5919263327822966 Epoch 9: val loss 0.684021532535553 Epoch 10: train loss 0.6018338624168845 Epoch 10: val loss 0.6827462315559387 Epoch 11: train loss 0.5761754600440755 Epoch 11: val loss 0.6875499486923218 Epoch 12: train loss 0.5811747873530668 Epoch 12: val loss 0.6929182410240173 Epoch 13: train loss 0.5776746150325326 Epoch 13: val loss 0.7063600420951843
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7031970570484797 Epoch 0: val loss 0.7029311060905457 Epoch 1: train loss 0.686880166331927 Epoch 1: val loss 0.7033982872962952 Epoch 2: train loss 0.6728823433319727 Epoch 2: val loss 0.7046188116073608 Epoch 3: train loss 0.6607071210940679 Epoch 3: val loss 0.7082839608192444 Epoch 4: train loss 0.6567084838946661 Epoch 4: val loss 0.7131649255752563 Epoch 5: train loss 0.6525834848483404 Epoch 5: val loss 0.7117870450019836 Epoch 6: train loss 0.6398860812187195 Epoch 6: val loss 0.7127346396446228 Epoch 7: train loss 0.6411948005358378 Epoch 7: val loss 0.7177750468254089 Epoch 8: train loss 0.6320637265841166 Epoch 8: val loss 0.72217857837677 Epoch 9: train loss 0.6413423717021942 Epoch 9: val loss 0.7243878245353699 Epoch 10: train loss 0.6284422427415848 Epoch 10: val loss 0.7269955277442932 Epoch 11: train loss 0.6247236281633377 Epoch 11: val loss 0.7282599210739136 Epoch 12: train loss 0.6142211258411407 Epoch 12: val loss 0.7329467535018921 Epoch 13: train loss 0.619877944389979 Epoch 13: val loss 0.7357646226882935 Epoch 14: train loss 0.5950996726751328 Epoch 14: val loss 0.7382507920265198 Epoch 15: train loss 0.6017073889573415 Epoch 15: val loss 0.7442119121551514 Epoch 16: train loss 0.6077711333831152 Epoch 16: val loss 0.7433516979217529 Epoch 17: train loss 0.5946833789348602 Epoch 17: val loss 0.7466943264007568 Epoch 18: train loss 0.5973732943336169 Epoch 18: val loss 0.7497655153274536 Epoch 19: train loss 0.5965068290630976 Epoch 19: val loss 0.7484565377235413 Epoch 20: train loss 0.5940314879020056 Epoch 20: val loss 0.7431186437606812 Epoch 21: train loss 0.5909661849339803 Epoch 21: val loss 0.7538474202156067 Epoch 22: train loss 0.5918184916178385 Epoch 22: val loss 0.7541059255599976 Epoch 23: train loss 0.5811141058802605 Epoch 23: val loss 0.7596123814582825 Epoch 24: train loss 0.5738289877772331 Epoch 24: val loss 0.7660138010978699
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7039555360873541 Epoch 0: val loss 0.6971233487129211 Epoch 1: train loss 0.6818667848904928 Epoch 1: val loss 0.6956077218055725 Epoch 2: train loss 0.67576531569163 Epoch 2: val loss 0.6922863721847534 Epoch 3: train loss 0.6566661248604456 Epoch 3: val loss 0.6915048360824585 Epoch 4: train loss 0.6614993611971537 Epoch 4: val loss 0.6895246505737305 Epoch 5: train loss 0.6682516435782114 Epoch 5: val loss 0.6881686449050903 Epoch 6: train loss 0.6546772569417953 Epoch 6: val loss 0.6899766325950623 Epoch 7: train loss 0.6556780089934667 Epoch 7: val loss 0.6908760070800781 Epoch 8: train loss 0.6475884268681208 Epoch 8: val loss 0.6912038922309875 Epoch 9: train loss 0.6347477088371912 Epoch 9: val loss 0.6962350606918335 Epoch 10: train loss 0.6269170890251795 Epoch 10: val loss 0.6988482475280762 Epoch 11: train loss 0.6272522111733755 Epoch 11: val loss 0.6925376653671265 Epoch 12: train loss 0.622220645348231 Epoch 12: val loss 0.697433352470398 Epoch 13: train loss 0.6115147769451141 Epoch 13: val loss 0.6940041780471802 Epoch 14: train loss 0.5963348547617594 Epoch 14: val loss 0.6972047090530396 Epoch 15: train loss 0.6108430574337641 Epoch 15: val loss 0.6950997710227966 Epoch 16: train loss 0.6048027028640112 Epoch 16: val loss 0.6881131529808044 Epoch 17: train loss 0.5972024252017339 Epoch 17: val loss 0.6863999962806702 Epoch 18: train loss 0.5845955312252045 Epoch 18: val loss 0.6885080933570862 Epoch 19: train loss 0.5705934092402458 Epoch 19: val loss 0.6903111338615417 Epoch 20: train loss 0.5741123408079147 Epoch 20: val loss 0.6978667974472046 Epoch 21: train loss 0.5800460328658422 Epoch 21: val loss 0.7030861377716064 Epoch 22: train loss 0.5943804184595743 Epoch 22: val loss 0.6989213228225708 Epoch 23: train loss 0.5587088142832121 Epoch 23: val loss 0.700736403465271 Epoch 24: train loss 0.5692553892731667 Epoch 24: val loss 0.7157227993011475
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7087798664967219 Epoch 0: val loss 0.6849596500396729 Epoch 1: train loss 0.6927217046419779 Epoch 1: val loss 0.6838813424110413 Epoch 2: train loss 0.6935441742340723 Epoch 2: val loss 0.6839632987976074 Epoch 3: train loss 0.6659166812896729 Epoch 3: val loss 0.6821607351303101 Epoch 4: train loss 0.6750329285860062 Epoch 4: val loss 0.6824305057525635 Epoch 5: train loss 0.6637251923481623 Epoch 5: val loss 0.6852540969848633 Epoch 6: train loss 0.6622091978788376 Epoch 6: val loss 0.6854506731033325 Epoch 7: train loss 0.6493159631888071 Epoch 7: val loss 0.685127854347229 Epoch 8: train loss 0.6469291746616364 Epoch 8: val loss 0.6885122656822205 Epoch 9: train loss 0.6410606106122335 Epoch 9: val loss 0.6924294829368591 Epoch 10: train loss 0.6326921135187149 Epoch 10: val loss 0.6943693161010742 Epoch 11: train loss 0.6317471265792847 Epoch 11: val loss 0.6931756734848022 Epoch 12: train loss 0.6242473125457764 Epoch 12: val loss 0.7022165656089783 Epoch 13: train loss 0.6091399242480596 Epoch 13: val loss 0.7053962349891663 Epoch 14: train loss 0.6063251545031866 Epoch 14: val loss 0.709892988204956 Epoch 15: train loss 0.6068180501461029 Epoch 15: val loss 0.71573406457901 Epoch 16: train loss 0.6131662875413895 Epoch 16: val loss 0.7193939089775085 Epoch 17: train loss 0.5979240934054056 Epoch 17: val loss 0.723312497138977 Epoch 18: train loss 0.5946021725734075 Epoch 18: val loss 0.7254606485366821 Epoch 19: train loss 0.591345394651095 Epoch 19: val loss 0.7274190783500671 Epoch 20: train loss 0.6083957254886627 Epoch 20: val loss 0.739641010761261 Epoch 21: train loss 0.587881550192833 Epoch 21: val loss 0.7400151491165161 Epoch 22: train loss 0.5970644603172938 Epoch 22: val loss 0.7449727058410645 Epoch 23: train loss 0.5988102108240128 Epoch 23: val loss 0.7470659613609314 Epoch 24: train loss 0.5671084200342497 Epoch 24: val loss 0.7453105449676514
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.706307644645373 Epoch 0: val loss 0.6963223218917847 Epoch 1: train loss 0.6920974850654602 Epoch 1: val loss 0.69375079870224 Epoch 2: train loss 0.6783130963643392 Epoch 2: val loss 0.6908074021339417 Epoch 3: train loss 0.6808725148439407 Epoch 3: val loss 0.6890849471092224 Epoch 4: train loss 0.6741843571265539 Epoch 4: val loss 0.6883301734924316 Epoch 5: train loss 0.651527464389801 Epoch 5: val loss 0.6886226534843445 Epoch 6: train loss 0.6659423957268397 Epoch 6: val loss 0.6871984004974365 Epoch 7: train loss 0.6558628976345062 Epoch 7: val loss 0.6869701743125916 Epoch 8: train loss 0.6530397335688273 Epoch 8: val loss 0.6870027780532837 Epoch 9: train loss 0.6544354955355326 Epoch 9: val loss 0.6895387768745422 Epoch 10: train loss 0.6359012325604757 Epoch 10: val loss 0.6893610954284668 Epoch 11: train loss 0.6235208163658778 Epoch 11: val loss 0.690963089466095 Epoch 12: train loss 0.6395552555720011 Epoch 12: val loss 0.6915819048881531 Epoch 13: train loss 0.6289024303356806 Epoch 13: val loss 0.6937916874885559 Epoch 14: train loss 0.6070669144392014 Epoch 14: val loss 0.6969975829124451 Epoch 15: train loss 0.6116670618454615 Epoch 15: val loss 0.6961185932159424 Epoch 16: train loss 0.6119311849276224 Epoch 16: val loss 0.6966388821601868 Epoch 17: train loss 0.6037547489007314 Epoch 17: val loss 0.6980003714561462 Epoch 18: train loss 0.6077774067719778 Epoch 18: val loss 0.6996058225631714 Epoch 19: train loss 0.6015271643797556 Epoch 19: val loss 0.7100491523742676 Epoch 20: train loss 0.5922355155150095 Epoch 20: val loss 0.7132518291473389 Epoch 21: train loss 0.5920273860295614 Epoch 21: val loss 0.7212713360786438 Epoch 22: train loss 0.6031956200798353 Epoch 22: val loss 0.7160944938659668 Epoch 23: train loss 0.5768261576692263 Epoch 23: val loss 0.7142692804336548 Epoch 24: train loss 0.5906455790003141 Epoch 24: val loss 0.7173033356666565
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903353035449982 Epoch 0: val loss 0.6685754656791687 Epoch 1: train loss 0.6816422715783119 Epoch 1: val loss 0.6661710739135742 Epoch 2: train loss 0.6752099022269249 Epoch 2: val loss 0.6641953587532043 Epoch 3: train loss 0.6675915941596031 Epoch 3: val loss 0.6558923125267029 Epoch 4: train loss 0.6660274937748909 Epoch 4: val loss 0.6557777523994446 Epoch 5: train loss 0.6643661558628082 Epoch 5: val loss 0.6543133854866028 Epoch 6: train loss 0.6570162326097488 Epoch 6: val loss 0.6536036729812622 Epoch 7: train loss 0.6701791472733021 Epoch 7: val loss 0.6537718772888184 Epoch 8: train loss 0.651128489524126 Epoch 8: val loss 0.6500332951545715 Epoch 9: train loss 0.6401219964027405 Epoch 9: val loss 0.6484735012054443 Epoch 10: train loss 0.6510002464056015 Epoch 10: val loss 0.6535428166389465 Epoch 11: train loss 0.6393628790974617 Epoch 11: val loss 0.6547399163246155
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
13 Epoch 0: train loss 0.6948454039437431 Epoch 0: val loss 0.6365087628364563 Epoch 1: train loss 0.6190667067255292 Epoch 1: val loss 0.6248317956924438 Epoch 2: train loss 0.6230411529541016 Epoch 2: val loss 0.612416684627533 Epoch 3: train loss 0.6262635503496442 Epoch 3: val loss 0.6004491448402405 Epoch 4: train loss 0.638698126588549 Epoch 4: val loss 0.5930923223495483 Epoch 5: train loss 0.5782906838825771 Epoch 5: val loss 0.5917736291885376 Epoch 6: train loss 0.5522516369819641 Epoch 6: val loss 0.5868535041809082 Epoch 7: train loss 0.6025230458804539 Epoch 7: val loss 0.584109902381897 Epoch 8: train loss 0.5399940780230931 Epoch 8: val loss 0.5861773490905762 Epoch 9: train loss 0.5267853481428963 Epoch 9: val loss 0.5908198952674866 Epoch 10: train loss 0.5546832595552716 Epoch 10: val loss 0.5955812931060791 Epoch 11: train loss 0.5155727863311768 Epoch 11: val loss 0.600836992263794 Epoch 12: train loss 0.5861806145736149 Epoch 12: val loss 0.5942952632904053 Epoch 13: train loss 0.5329512442861285 Epoch 13: val loss 0.5845521092414856 Epoch 14: train loss 0.5721351206302643 Epoch 14: val loss 0.5846412181854248 Epoch 15: train loss 0.5210010239056179 Epoch 15: val loss 0.5783556699752808 Epoch 16: train loss 0.487236561519759 Epoch 16: val loss 0.5757916569709778 Epoch 17: train loss 0.4985155761241913 Epoch 17: val loss 0.5771791338920593 Epoch 18: train loss 0.5124624414103371 Epoch 18: val loss 0.5835826992988586 Epoch 19: train loss 0.5098078038011279 Epoch 19: val loss 0.580988883972168 Epoch 20: train loss 0.5135160258838108 Epoch 20: val loss 0.5769491195678711 Epoch 21: train loss 0.48867564116205486 Epoch 21: val loss 0.5749737620353699 Epoch 22: train loss 0.5084207270826612 Epoch 22: val loss 0.5789508819580078 Epoch 23: train loss 0.4734300971031189 Epoch 23: val loss 0.5790837407112122 Epoch 24: train loss 0.5175480076244899 Epoch 24: val loss 0.5741773843765259
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6630006943430219 Epoch 0: val loss 0.6551380157470703 Epoch 1: train loss 0.6285615393093654 Epoch 1: val loss 0.6358785033226013 Epoch 2: train loss 0.6171828252928597 Epoch 2: val loss 0.6151149868965149 Epoch 3: train loss 0.5837475572313581 Epoch 3: val loss 0.5963788628578186 Epoch 4: train loss 0.5486084520816803 Epoch 4: val loss 0.5869327187538147 Epoch 5: train loss 0.5328357943466732 Epoch 5: val loss 0.5788788795471191 Epoch 6: train loss 0.51997452548572 Epoch 6: val loss 0.5726180672645569 Epoch 7: train loss 0.5268444674355643 Epoch 7: val loss 0.568108081817627 Epoch 8: train loss 0.5865366160869598 Epoch 8: val loss 0.5677757263183594 Epoch 9: train loss 0.5292347073554993 Epoch 9: val loss 0.573405921459198 Epoch 10: train loss 0.5514578648975917 Epoch 10: val loss 0.5744304656982422 Epoch 11: train loss 0.578479677438736 Epoch 11: val loss 0.574122965335846 Epoch 12: train loss 0.49314934441021513 Epoch 12: val loss 0.5714510083198547 Epoch 13: train loss 0.4957423508167267 Epoch 13: val loss 0.5727987885475159 Epoch 14: train loss 0.6044615847723824 Epoch 14: val loss 0.5708113312721252 Epoch 15: train loss 0.5151144691876003 Epoch 15: val loss 0.5794301629066467 Epoch 16: train loss 0.5015897154808044 Epoch 16: val loss 0.5878963470458984 Epoch 17: train loss 0.4892093411513737 Epoch 17: val loss 0.5875924229621887 Epoch 18: train loss 0.4905796987669809 Epoch 18: val loss 0.5810244679450989 Epoch 19: train loss 0.4636674778802054 Epoch 19: val loss 0.5815914273262024 Epoch 20: train loss 0.5234787804739816 Epoch 20: val loss 0.5859412550926208 Epoch 21: train loss 0.4576152392796108 Epoch 21: val loss 0.6081135869026184 Epoch 22: train loss 0.42842191457748413 Epoch 22: val loss 0.6079987287521362 Epoch 23: train loss 0.43427707467760357 Epoch 23: val loss 0.5940117835998535 Epoch 24: train loss 0.43539839131491526 Epoch 24: val loss 0.5882517695426941
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6645146778651646 Epoch 0: val loss 0.681368350982666 Epoch 1: train loss 0.6252498711858477 Epoch 1: val loss 0.6627447009086609 Epoch 2: train loss 0.5845398477145604 Epoch 2: val loss 0.6486145257949829 Epoch 3: train loss 0.5839188822678157 Epoch 3: val loss 0.6398893594741821 Epoch 4: train loss 0.5392045676708221 Epoch 4: val loss 0.631790041923523 Epoch 5: train loss 0.5726317635604313 Epoch 5: val loss 0.6280201077461243 Epoch 6: train loss 0.5371319481304714 Epoch 6: val loss 0.6303065419197083 Epoch 7: train loss 0.5321797558239528 Epoch 7: val loss 0.6297035813331604 Epoch 8: train loss 0.5858489956174578 Epoch 8: val loss 0.6385201811790466 Epoch 9: train loss 0.5680066389696938 Epoch 9: val loss 0.6307725310325623 Epoch 10: train loss 0.531988148178373 Epoch 10: val loss 0.6339949369430542 Epoch 11: train loss 0.5299252356801715 Epoch 11: val loss 0.6248155832290649 Epoch 12: train loss 0.5309971528393882 Epoch 12: val loss 0.6203863024711609 Epoch 13: train loss 0.5571410400526864 Epoch 13: val loss 0.6186731457710266 Epoch 14: train loss 0.5040982961654663 Epoch 14: val loss 0.6140902638435364 Epoch 15: train loss 0.47477382847240995 Epoch 15: val loss 0.6058254837989807 Epoch 16: train loss 0.4691445529460907 Epoch 16: val loss 0.6045257449150085 Epoch 17: train loss 0.4857636306967054 Epoch 17: val loss 0.6149821281433105 Epoch 18: train loss 0.4532980407987322 Epoch 18: val loss 0.6327610015869141 Epoch 19: train loss 0.47606960790497915 Epoch 19: val loss 0.6287815570831299 Epoch 20: train loss 0.472751647233963 Epoch 20: val loss 0.6214550137519836 Epoch 21: train loss 0.4647569698946817 Epoch 21: val loss 0.6200488209724426 Epoch 22: train loss 0.5144888758659363 Epoch 22: val loss 0.6141032576560974 Epoch 23: train loss 0.5143405199050903 Epoch 23: val loss 0.6359595656394958 Epoch 24: train loss 0.512983901160104 Epoch 24: val loss 0.6486485600471497
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6864767415182931 Epoch 0: val loss 0.6193042993545532 Epoch 1: train loss 0.6088152698108128 Epoch 1: val loss 0.5955092906951904 Epoch 2: train loss 0.5993983234677996 Epoch 2: val loss 0.5744677782058716 Epoch 3: train loss 0.5603659876755306 Epoch 3: val loss 0.5628132820129395 Epoch 4: train loss 0.5592036162103925 Epoch 4: val loss 0.5576923489570618 Epoch 5: train loss 0.54686182311603 Epoch 5: val loss 0.5581967830657959 Epoch 6: train loss 0.541514549936567 Epoch 6: val loss 0.5647463798522949 Epoch 7: train loss 0.5841797079358783 Epoch 7: val loss 0.5677634477615356 Epoch 8: train loss 0.5892777911254338 Epoch 8: val loss 0.5671593546867371 Epoch 9: train loss 0.5284021837370736 Epoch 9: val loss 0.5598298907279968 Epoch 10: train loss 0.501361642565046 Epoch 10: val loss 0.5523099899291992 Epoch 11: train loss 0.511041236775262 Epoch 11: val loss 0.5535115599632263 Epoch 12: train loss 0.5344561125550952 Epoch 12: val loss 0.5585088729858398 Epoch 13: train loss 0.5065036884375981 Epoch 13: val loss 0.5752918720245361 Epoch 14: train loss 0.4772184065410069 Epoch 14: val loss 0.5846847295761108 Epoch 15: train loss 0.5084529433931623 Epoch 15: val loss 0.5862035155296326 Epoch 16: train loss 0.48434458885874065 Epoch 16: val loss 0.5925403237342834 Epoch 17: train loss 0.4614872293812888 Epoch 17: val loss 0.5968719124794006 Epoch 18: train loss 0.4294874199799129 Epoch 18: val loss 0.5881709456443787 Epoch 19: train loss 0.4335024633577892 Epoch 19: val loss 0.5859524011611938 Epoch 20: train loss 0.5021146280424935 Epoch 20: val loss 0.5794379115104675 Epoch 21: train loss 0.4571055386747633 Epoch 21: val loss 0.5750854015350342 Epoch 22: train loss 0.48811656662396025 Epoch 22: val loss 0.5873274803161621 Epoch 23: train loss 0.4593925305775234 Epoch 23: val loss 0.5966208577156067 Epoch 24: train loss 0.4465266466140747 Epoch 24: val loss 0.5986161231994629
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789966689215766 Epoch 0: val loss 0.6315155029296875 Epoch 1: train loss 0.6377603875266181 Epoch 1: val loss 0.6089496612548828 Epoch 2: train loss 0.5982853968938192 Epoch 2: val loss 0.5959121584892273 Epoch 3: train loss 0.6028236548105875 Epoch 3: val loss 0.5997475385665894 Epoch 4: train loss 0.5951307945781283 Epoch 4: val loss 0.609085738658905 Epoch 5: train loss 0.5572124752733443 Epoch 5: val loss 0.5976183414459229 Epoch 6: train loss 0.551925046576394 Epoch 6: val loss 0.6010333895683289 Epoch 7: train loss 0.5286955104933845 Epoch 7: val loss 0.5971407294273376 Epoch 8: train loss 0.5453363458315531 Epoch 8: val loss 0.5941097736358643 Epoch 9: train loss 0.5486624472671084 Epoch 9: val loss 0.6149781346321106 Epoch 10: train loss 0.5157113207711114 Epoch 10: val loss 0.6417550444602966 Epoch 11: train loss 0.4913937979274326 Epoch 11: val loss 0.639991283416748 Epoch 12: train loss 0.5111673209402297 Epoch 12: val loss 0.6436863541603088 Epoch 13: train loss 0.4966573417186737 Epoch 13: val loss 0.6667948961257935 Epoch 14: train loss 0.5155558586120605 Epoch 14: val loss 0.6553264260292053
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799805164337158 Epoch 0: val loss 0.6458560228347778 Epoch 1: train loss 0.6017783582210541 Epoch 1: val loss 0.6111708879470825 Epoch 2: train loss 0.5660737827420235 Epoch 2: val loss 0.5825760364532471 Epoch 3: train loss 0.5405586659908295 Epoch 3: val loss 0.5571157336235046 Epoch 4: train loss 0.5201463550329208 Epoch 4: val loss 0.5418393015861511 Epoch 5: train loss 0.49871959164738655 Epoch 5: val loss 0.5296139717102051 Epoch 6: train loss 0.4929352290928364 Epoch 6: val loss 0.5372747182846069 Epoch 7: train loss 0.4876359701156616 Epoch 7: val loss 0.5370807647705078 Epoch 8: train loss 0.4730858840048313 Epoch 8: val loss 0.5372924208641052 Epoch 9: train loss 0.4461076706647873 Epoch 9: val loss 0.5352819561958313 Epoch 10: train loss 0.46270835772156715 Epoch 10: val loss 0.5483101010322571 Epoch 11: train loss 0.42889831960201263 Epoch 11: val loss 0.5557384490966797 Epoch 12: train loss 0.44368407875299454 Epoch 12: val loss 0.5674870014190674 Epoch 13: train loss 0.4449665881693363 Epoch 13: val loss 0.574348509311676 Epoch 14: train loss 0.43250013142824173 Epoch 14: val loss 0.585875391960144 Epoch 15: train loss 0.4292592518031597 Epoch 15: val loss 0.5892086029052734 Epoch 16: train loss 0.39669229090213776 Epoch 16: val loss 0.5871075391769409 Epoch 17: train loss 0.38748904317617416 Epoch 17: val loss 0.5840322971343994 Epoch 18: train loss 0.40314529463648796 Epoch 18: val loss 0.6011770367622375 Epoch 19: train loss 0.4003034196794033 Epoch 19: val loss 0.6077629923820496 Epoch 20: train loss 0.4067155458033085 Epoch 20: val loss 0.6284102201461792 Epoch 21: train loss 0.3580082729458809 Epoch 21: val loss 0.6466593742370605 Epoch 22: train loss 0.38553984090685844 Epoch 22: val loss 0.6476550698280334 Epoch 23: train loss 0.38258275762200356 Epoch 23: val loss 0.6389244198799133 Epoch 24: train loss 0.37910426035523415 Epoch 24: val loss 0.6137133836746216
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.662826307117939 Epoch 0: val loss 0.6732044219970703 Epoch 1: train loss 0.5964648425579071 Epoch 1: val loss 0.6369125843048096 Epoch 2: train loss 0.5541675463318825 Epoch 2: val loss 0.5865189433097839 Epoch 3: train loss 0.5268991701304913 Epoch 3: val loss 0.549319326877594 Epoch 4: train loss 0.5283013395965099 Epoch 4: val loss 0.5244953036308289 Epoch 5: train loss 0.4853370524942875 Epoch 5: val loss 0.5182017087936401 Epoch 6: train loss 0.49303754046559334 Epoch 6: val loss 0.5160784125328064 Epoch 7: train loss 0.4946967326104641 Epoch 7: val loss 0.508115828037262 Epoch 8: train loss 0.4698004350066185 Epoch 8: val loss 0.5115305781364441 Epoch 9: train loss 0.4721204526722431 Epoch 9: val loss 0.5155273079872131 Epoch 10: train loss 0.44503574073314667 Epoch 10: val loss 0.5179070234298706 Epoch 11: train loss 0.44806794449687004 Epoch 11: val loss 0.5188232064247131 Epoch 12: train loss 0.4433974176645279 Epoch 12: val loss 0.5276622772216797 Epoch 13: train loss 0.46041540428996086 Epoch 13: val loss 0.5285186767578125 Epoch 14: train loss 0.43329086154699326 Epoch 14: val loss 0.5264038443565369 Epoch 15: train loss 0.43177807331085205 Epoch 15: val loss 0.5278885364532471 Epoch 16: train loss 0.4185903761535883 Epoch 16: val loss 0.5343561768531799 Epoch 17: train loss 0.42587868869304657 Epoch 17: val loss 0.5286398530006409 Epoch 18: train loss 0.42879720218479633 Epoch 18: val loss 0.5270923972129822 Epoch 19: train loss 0.38676680997014046 Epoch 19: val loss 0.5326154232025146 Epoch 20: train loss 0.3984425738453865 Epoch 20: val loss 0.5346580743789673 Epoch 21: train loss 0.3939615339040756 Epoch 21: val loss 0.5474305152893066 Epoch 22: train loss 0.4160541892051697 Epoch 22: val loss 0.5512682795524597 Epoch 23: train loss 0.3788879122585058 Epoch 23: val loss 0.5529547333717346 Epoch 24: train loss 0.3810613304376602 Epoch 24: val loss 0.5487179160118103
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6552562564611435 Epoch 0: val loss 0.6396726965904236 Epoch 1: train loss 0.6100718379020691 Epoch 1: val loss 0.6154382824897766 Epoch 2: train loss 0.5790621526539326 Epoch 2: val loss 0.5913779735565186 Epoch 3: train loss 0.5367662161588669 Epoch 3: val loss 0.568075954914093 Epoch 4: train loss 0.5215161927044392 Epoch 4: val loss 0.5567721128463745 Epoch 5: train loss 0.4852665029466152 Epoch 5: val loss 0.5514513254165649 Epoch 6: train loss 0.5051904693245888 Epoch 6: val loss 0.5502009987831116 Epoch 7: train loss 0.4676322229206562 Epoch 7: val loss 0.5493392944335938 Epoch 8: train loss 0.4723852723836899 Epoch 8: val loss 0.5515824556350708 Epoch 9: train loss 0.4815658666193485 Epoch 9: val loss 0.5560952425003052 Epoch 10: train loss 0.4559425935149193 Epoch 10: val loss 0.5573588609695435 Epoch 11: train loss 0.45355138555169106 Epoch 11: val loss 0.5610355734825134 Epoch 12: train loss 0.4493289329111576 Epoch 12: val loss 0.5620570182800293 Epoch 13: train loss 0.4503327049314976 Epoch 13: val loss 0.5637615323066711 Epoch 14: train loss 0.4418216459453106 Epoch 14: val loss 0.5613294243812561 Epoch 15: train loss 0.4448394402861595 Epoch 15: val loss 0.5704419016838074 Epoch 16: train loss 0.43358978256583214 Epoch 16: val loss 0.5733140110969543 Epoch 17: train loss 0.42766622081398964 Epoch 17: val loss 0.5747275948524475 Epoch 18: train loss 0.4205767326056957 Epoch 18: val loss 0.5772849917411804 Epoch 19: train loss 0.41954419016838074 Epoch 19: val loss 0.5782068967819214 Epoch 20: train loss 0.40981918573379517 Epoch 20: val loss 0.5829352736473083 Epoch 21: train loss 0.41019604355096817 Epoch 21: val loss 0.5906242728233337 Epoch 22: train loss 0.3906986191868782 Epoch 22: val loss 0.5970825552940369 Epoch 23: train loss 0.38278694823384285 Epoch 23: val loss 0.5916342735290527 Epoch 24: train loss 0.3913659229874611 Epoch 24: val loss 0.5923714637756348
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6954779773950577 Epoch 0: val loss 0.6662477254867554 Epoch 1: train loss 0.636740431189537 Epoch 1: val loss 0.6408658027648926 Epoch 2: train loss 0.5958657711744308 Epoch 2: val loss 0.6102622747421265 Epoch 3: train loss 0.5382675640285015 Epoch 3: val loss 0.5793269276618958 Epoch 4: train loss 0.5259113945066929 Epoch 4: val loss 0.5573901534080505 Epoch 5: train loss 0.5134559832513332 Epoch 5: val loss 0.5451300144195557 Epoch 6: train loss 0.4958999566733837 Epoch 6: val loss 0.5382834672927856 Epoch 7: train loss 0.4668469913303852 Epoch 7: val loss 0.529113233089447 Epoch 8: train loss 0.4661609120666981 Epoch 8: val loss 0.529930830001831 Epoch 9: train loss 0.44912679493427277 Epoch 9: val loss 0.5394707918167114 Epoch 10: train loss 0.45479823276400566 Epoch 10: val loss 0.5439669489860535 Epoch 11: train loss 0.4464489333331585 Epoch 11: val loss 0.5320770144462585 Epoch 12: train loss 0.43172167986631393 Epoch 12: val loss 0.5329588651657104 Epoch 13: train loss 0.44445984438061714 Epoch 13: val loss 0.5406988859176636 Epoch 14: train loss 0.4379080832004547 Epoch 14: val loss 0.542603075504303 Epoch 15: train loss 0.40195687115192413 Epoch 15: val loss 0.5502848029136658 Epoch 16: train loss 0.43367625400424004 Epoch 16: val loss 0.5481660962104797 Epoch 17: train loss 0.4053129255771637 Epoch 17: val loss 0.5401506423950195 Epoch 18: train loss 0.38681625947356224 Epoch 18: val loss 0.5354664921760559 Epoch 19: train loss 0.39796629920601845 Epoch 19: val loss 0.5412070751190186 Epoch 20: train loss 0.4025677666068077 Epoch 20: val loss 0.536834180355072 Epoch 21: train loss 0.38560143299400806 Epoch 21: val loss 0.5540717244148254 Epoch 22: train loss 0.35390157625079155 Epoch 22: val loss 0.5724592208862305 Epoch 23: train loss 0.41129809245467186 Epoch 23: val loss 0.5882186889648438 Epoch 24: train loss 0.3518231697380543 Epoch 24: val loss 0.5720031261444092
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6544127626852556 Epoch 0: val loss 0.6168131828308105 Epoch 1: train loss 0.5810985510999506 Epoch 1: val loss 0.5836144685745239 Epoch 2: train loss 0.5432431562380358 Epoch 2: val loss 0.5688580274581909 Epoch 3: train loss 0.5254470841451124 Epoch 3: val loss 0.5488762259483337 Epoch 4: train loss 0.516578500921076 Epoch 4: val loss 0.5471848249435425 Epoch 5: train loss 0.5210605995221571 Epoch 5: val loss 0.5593802332878113 Epoch 6: train loss 0.488713876767592 Epoch 6: val loss 0.5426949262619019 Epoch 7: train loss 0.5222367535937916 Epoch 7: val loss 0.5388734340667725 Epoch 8: train loss 0.5123524096879092 Epoch 8: val loss 0.5445101857185364 Epoch 9: train loss 0.48573117635466834 Epoch 9: val loss 0.5421929359436035 Epoch 10: train loss 0.4829485389319333 Epoch 10: val loss 0.542883038520813 Epoch 11: train loss 0.492362071167339 Epoch 11: val loss 0.5345189571380615 Epoch 12: train loss 0.4659078392115506 Epoch 12: val loss 0.5329756140708923 Epoch 13: train loss 0.4766956865787506 Epoch 13: val loss 0.5397958755493164
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6427137911319732 Epoch 0: val loss 0.6334646940231323 Epoch 1: train loss 0.5847307026386261 Epoch 1: val loss 0.6075834035873413 Epoch 2: train loss 0.5673038601875305 Epoch 2: val loss 0.5891019105911255 Epoch 3: train loss 0.517564257979393 Epoch 3: val loss 0.5888984203338623 Epoch 4: train loss 0.5145234882831573 Epoch 4: val loss 0.5830355286598206 Epoch 5: train loss 0.4851057708263397 Epoch 5: val loss 0.605222761631012 Epoch 6: train loss 0.4857691377401352 Epoch 6: val loss 0.6006362438201904 Epoch 7: train loss 0.4853987216949463 Epoch 7: val loss 0.5699443221092224 Epoch 8: train loss 0.4605153679847717 Epoch 8: val loss 0.5939247012138367 Epoch 9: train loss 0.4594708353281021 Epoch 9: val loss 0.601353645324707 Epoch 10: train loss 0.45774196088314056 Epoch 10: val loss 0.6132417917251587 Epoch 11: train loss 0.4666958272457123 Epoch 11: val loss 0.6085284948348999 Epoch 12: train loss 0.4525025337934494 Epoch 12: val loss 0.6138319969177246 Epoch 13: train loss 0.43775393068790436 Epoch 13: val loss 0.621679425239563 Epoch 14: train loss 0.43207983374595643 Epoch 14: val loss 0.6182766556739807 Epoch 15: train loss 0.46154744625091554 Epoch 15: val loss 0.6176953315734863 Epoch 16: train loss 0.4572971075773239 Epoch 16: val loss 0.6013078093528748 Epoch 17: train loss 0.4489892601966858 Epoch 17: val loss 0.6251652240753174 Epoch 18: train loss 0.4282049864530563 Epoch 18: val loss 0.6459805369377136 Epoch 19: train loss 0.4031299129128456 Epoch 19: val loss 0.640697717666626 Epoch 20: train loss 0.41361755728721616 Epoch 20: val loss 0.6370061635971069 Epoch 21: train loss 0.40544558465480807 Epoch 21: val loss 0.6598994731903076 Epoch 22: train loss 0.3976614624261856 Epoch 22: val loss 0.6636655926704407 Epoch 23: train loss 0.40402197241783144 Epoch 23: val loss 0.651827335357666 Epoch 24: train loss 0.40215691924095154 Epoch 24: val loss 0.6411238312721252
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6802664756774902 Epoch 0: val loss 0.6407051086425781 Epoch 1: train loss 0.6134424030780792 Epoch 1: val loss 0.6036565899848938 Epoch 2: train loss 0.5664488941431045 Epoch 2: val loss 0.5794453620910645 Epoch 3: train loss 0.529827457666397 Epoch 3: val loss 0.5660679340362549 Epoch 4: train loss 0.5192763537168503 Epoch 4: val loss 0.5627028942108154 Epoch 5: train loss 0.5242131024599075 Epoch 5: val loss 0.5658442974090576 Epoch 6: train loss 0.5183060526847839 Epoch 6: val loss 0.5655415058135986 Epoch 7: train loss 0.4930774658918381 Epoch 7: val loss 0.5676133632659912 Epoch 8: train loss 0.47369787096977234 Epoch 8: val loss 0.5706688761711121 Epoch 9: train loss 0.46304100155830386 Epoch 9: val loss 0.5781290531158447 Epoch 10: train loss 0.4903207510709763 Epoch 10: val loss 0.5828284621238708 Epoch 11: train loss 0.45950461030006406 Epoch 11: val loss 0.593820333480835 Epoch 12: train loss 0.4619850546121597 Epoch 12: val loss 0.595220148563385 Epoch 13: train loss 0.4767297238111496 Epoch 13: val loss 0.6013467907905579 Epoch 14: train loss 0.4532006472349167 Epoch 14: val loss 0.6181051135063171 Epoch 15: train loss 0.46688527762889864 Epoch 15: val loss 0.6238487958908081 Epoch 16: train loss 0.44084508121013644 Epoch 16: val loss 0.6186270713806152 Epoch 17: train loss 0.4572428077459335 Epoch 17: val loss 0.6184189915657043 Epoch 18: train loss 0.43526231646537783 Epoch 18: val loss 0.6215238571166992 Epoch 19: train loss 0.4081741377711296 Epoch 19: val loss 0.6247414946556091 Epoch 20: train loss 0.43881546556949613 Epoch 20: val loss 0.625571608543396 Epoch 21: train loss 0.4191321700811386 Epoch 21: val loss 0.6051068305969238 Epoch 22: train loss 0.40875437259674074 Epoch 22: val loss 0.5988108515739441 Epoch 23: train loss 0.43115664422512057 Epoch 23: val loss 0.6000196933746338 Epoch 24: train loss 0.41655406802892686 Epoch 24: val loss 0.6154539585113525
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.654134327173233 Epoch 0: val loss 0.6243950128555298 Epoch 1: train loss 0.5761492371559143 Epoch 1: val loss 0.5876914858818054 Epoch 2: train loss 0.5463020116090774 Epoch 2: val loss 0.5622919797897339 Epoch 3: train loss 0.522641783952713 Epoch 3: val loss 0.554196834564209 Epoch 4: train loss 0.5040937602519989 Epoch 4: val loss 0.5420153737068176 Epoch 5: train loss 0.5264049589633941 Epoch 5: val loss 0.5353330373764038 Epoch 6: train loss 0.5041199862957001 Epoch 6: val loss 0.5328980088233948 Epoch 7: train loss 0.4861287385225296 Epoch 7: val loss 0.5322616100311279 Epoch 8: train loss 0.4789002537727356 Epoch 8: val loss 0.5338886380195618 Epoch 9: train loss 0.47894851565361024 Epoch 9: val loss 0.530720055103302 Epoch 10: train loss 0.49595762193202975 Epoch 10: val loss 0.5298598408699036 Epoch 11: train loss 0.4644957959651947 Epoch 11: val loss 0.531951904296875 Epoch 12: train loss 0.4725779414176941 Epoch 12: val loss 0.5325780510902405 Epoch 13: train loss 0.4519474029541016 Epoch 13: val loss 0.5349233150482178 Epoch 14: train loss 0.47355626821517943 Epoch 14: val loss 0.5366255044937134 Epoch 15: train loss 0.45612398684024813 Epoch 15: val loss 0.5300544500350952 Epoch 16: train loss 0.4570870131254196 Epoch 16: val loss 0.5291467308998108 Epoch 17: train loss 0.43907261192798613 Epoch 17: val loss 0.5275366306304932 Epoch 18: train loss 0.45450056791305543 Epoch 18: val loss 0.5195195078849792 Epoch 19: train loss 0.46122032701969146 Epoch 19: val loss 0.5227536559104919 Epoch 20: train loss 0.4271585404872894 Epoch 20: val loss 0.513796865940094 Epoch 21: train loss 0.4101398855447769 Epoch 21: val loss 0.5149123668670654 Epoch 22: train loss 0.42616763710975647 Epoch 22: val loss 0.5062168836593628 Epoch 23: train loss 0.39857093095779417 Epoch 23: val loss 0.5089873671531677 Epoch 24: train loss 0.40959783643484116 Epoch 24: val loss 0.5027544498443604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909048676490783 Epoch 0: val loss 0.6629955768585205 Epoch 1: train loss 0.6246176302433014 Epoch 1: val loss 0.6167342662811279 Epoch 2: train loss 0.5784209221601486 Epoch 2: val loss 0.5696251392364502 Epoch 3: train loss 0.557476931810379 Epoch 3: val loss 0.5357363820075989 Epoch 4: train loss 0.5463873386383057 Epoch 4: val loss 0.504246711730957 Epoch 5: train loss 0.5295630365610122 Epoch 5: val loss 0.5104422569274902 Epoch 6: train loss 0.5121320337057114 Epoch 6: val loss 0.5354104042053223 Epoch 7: train loss 0.4975287437438965 Epoch 7: val loss 0.5355556607246399 Epoch 8: train loss 0.48819068670272825 Epoch 8: val loss 0.5275415182113647 Epoch 9: train loss 0.5227220177650451 Epoch 9: val loss 0.5316939353942871 Epoch 10: train loss 0.4897304892539978 Epoch 10: val loss 0.5345673561096191 Epoch 11: train loss 0.4815174341201782 Epoch 11: val loss 0.5335461497306824 Epoch 12: train loss 0.4755780279636383 Epoch 12: val loss 0.5395520329475403 Epoch 13: train loss 0.4828714460134506 Epoch 13: val loss 0.5382161140441895 Epoch 14: train loss 0.46821463108062744 Epoch 14: val loss 0.5476993322372437 Epoch 15: train loss 0.46989594399929047 Epoch 15: val loss 0.5374224185943604 Epoch 16: train loss 0.4608475357294083 Epoch 16: val loss 0.5296670198440552 Epoch 17: train loss 0.46041809022426605 Epoch 17: val loss 0.5332484245300293 Epoch 18: train loss 0.4774269133806229 Epoch 18: val loss 0.5465860366821289 Epoch 19: train loss 0.4458372414112091 Epoch 19: val loss 0.5572779178619385 Epoch 20: train loss 0.4483337223529816 Epoch 20: val loss 0.5479549765586853 Epoch 21: train loss 0.45436775088310244 Epoch 21: val loss 0.5516780614852905 Epoch 22: train loss 0.4330128014087677 Epoch 22: val loss 0.5587116479873657 Epoch 23: train loss 0.42253913879394533 Epoch 23: val loss 0.5491376519203186 Epoch 24: train loss 0.4465306431055069 Epoch 24: val loss 0.5578747391700745
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6586804619202247 Epoch 0: val loss 0.6373760104179382 Epoch 1: train loss 0.5739997671200678 Epoch 1: val loss 0.5877211689949036 Epoch 2: train loss 0.5311317420922793 Epoch 2: val loss 0.5737400054931641 Epoch 3: train loss 0.5194321710329789 Epoch 3: val loss 0.5653792023658752 Epoch 4: train loss 0.5175007077363821 Epoch 4: val loss 0.5639370679855347 Epoch 5: train loss 0.5168648362159729 Epoch 5: val loss 0.5528718829154968 Epoch 6: train loss 0.4948793878922096 Epoch 6: val loss 0.546875536441803 Epoch 7: train loss 0.48794207206139195 Epoch 7: val loss 0.5444091558456421 Epoch 8: train loss 0.49265321630697984 Epoch 8: val loss 0.5399308800697327
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846834156248305 Epoch 0: val loss 0.6838338971138 Epoch 1: train loss 0.6567713154686822 Epoch 1: val loss 0.664717435836792 Epoch 2: train loss 0.6513714989026388 Epoch 2: val loss 0.6542485356330872 Epoch 3: train loss 0.6363413532574972 Epoch 3: val loss 0.6439521312713623 Epoch 4: train loss 0.6161236564318339 Epoch 4: val loss 0.6370838284492493 Epoch 5: train loss 0.6092918448978 Epoch 5: val loss 0.6348511576652527 Epoch 6: train loss 0.578387952513165 Epoch 6: val loss 0.6353970170021057 Epoch 7: train loss 0.5851591030756632 Epoch 7: val loss 0.6332772374153137 Epoch 8: train loss 0.5710449284977384 Epoch 8: val loss 0.6349052786827087 Epoch 9: train loss 0.5665829744603899 Epoch 9: val loss 0.6302644610404968 Epoch 10: train loss 0.548316455549664 Epoch 10: val loss 0.6267291903495789 Epoch 11: train loss 0.5598626368575625 Epoch 11: val loss 0.6276851296424866 Epoch 12: train loss 0.5549842019875845 Epoch 12: val loss 0.6269086003303528 Epoch 13: train loss 0.5146580504046546 Epoch 13: val loss 0.6247101426124573 Epoch 14: train loss 0.5301360322369469 Epoch 14: val loss 0.6357067227363586 Epoch 15: train loss 0.5112585127353668 Epoch 15: val loss 0.6336773037910461 Epoch 16: train loss 0.5008686615361108 Epoch 16: val loss 0.6389487981796265 Epoch 17: train loss 0.49211719301011825 Epoch 17: val loss 0.6381473541259766 Epoch 18: train loss 0.49107615152994794 Epoch 18: val loss 0.6397023797035217 Epoch 19: train loss 0.46152899000379777 Epoch 19: val loss 0.6443182229995728 Epoch 20: train loss 0.4665388928519355 Epoch 20: val loss 0.6589280962944031 Epoch 21: train loss 0.47365559803115 Epoch 21: val loss 0.6805235743522644 Epoch 22: train loss 0.4404689305358463 Epoch 22: val loss 0.6760804653167725 Epoch 23: train loss 0.4680413140190972 Epoch 23: val loss 0.659879207611084 Epoch 24: train loss 0.4372257590293884 Epoch 24: val loss 0.6655893921852112
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911133991347419 Epoch 0: val loss 0.7108893394470215 Epoch 1: train loss 0.6848323146502177 Epoch 1: val loss 0.7011690735816956 Epoch 2: train loss 0.6622170872158475 Epoch 2: val loss 0.6904098391532898 Epoch 3: train loss 0.6430026160346137 Epoch 3: val loss 0.6803422570228577 Epoch 4: train loss 0.6394202841652764 Epoch 4: val loss 0.6704691052436829 Epoch 5: train loss 0.6179446975390116 Epoch 5: val loss 0.6651125550270081 Epoch 6: train loss 0.6157693200641208 Epoch 6: val loss 0.661665141582489 Epoch 7: train loss 0.5915454030036926 Epoch 7: val loss 0.6503270268440247 Epoch 8: train loss 0.5885963870419396 Epoch 8: val loss 0.640363872051239 Epoch 9: train loss 0.5676442252265083 Epoch 9: val loss 0.628796398639679 Epoch 10: train loss 0.5633385479450226 Epoch 10: val loss 0.619072437286377 Epoch 11: train loss 0.5599069396654764 Epoch 11: val loss 0.6096262335777283 Epoch 12: train loss 0.5398998657862345 Epoch 12: val loss 0.6084139943122864 Epoch 13: train loss 0.5363298952579498 Epoch 13: val loss 0.6022145748138428 Epoch 14: train loss 0.5422701901859708 Epoch 14: val loss 0.5951974987983704 Epoch 15: train loss 0.5153847138086954 Epoch 15: val loss 0.5869152545928955 Epoch 16: train loss 0.5239093767272102 Epoch 16: val loss 0.5930542349815369 Epoch 17: train loss 0.4914642771085103 Epoch 17: val loss 0.5969818234443665 Epoch 18: train loss 0.5113946563667722 Epoch 18: val loss 0.5971327424049377 Epoch 19: train loss 0.477303942044576 Epoch 19: val loss 0.5890771746635437 Epoch 20: train loss 0.49408652385075885 Epoch 20: val loss 0.5868314504623413 Epoch 21: train loss 0.4791368246078491 Epoch 21: val loss 0.5853751301765442 Epoch 22: train loss 0.4856060875786675 Epoch 22: val loss 0.5881075859069824 Epoch 23: train loss 0.5028398997253842 Epoch 23: val loss 0.5798555612564087 Epoch 24: train loss 0.4704327947563595 Epoch 24: val loss 0.580991804599762
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992029349009196 Epoch 0: val loss 0.6779912114143372 Epoch 1: train loss 0.6768947376145257 Epoch 1: val loss 0.6728541254997253 Epoch 2: train loss 0.6594635910458035 Epoch 2: val loss 0.6669631004333496 Epoch 3: train loss 0.6478248437245687 Epoch 3: val loss 0.6628973484039307 Epoch 4: train loss 0.6319168541166518 Epoch 4: val loss 0.6580696702003479 Epoch 5: train loss 0.6020452247725593 Epoch 5: val loss 0.6512156128883362 Epoch 6: train loss 0.6015967395570543 Epoch 6: val loss 0.6424257159233093 Epoch 7: train loss 0.5859063731299506 Epoch 7: val loss 0.6353449821472168 Epoch 8: train loss 0.5895052088631524 Epoch 8: val loss 0.6290381550788879 Epoch 9: train loss 0.5705971750948164 Epoch 9: val loss 0.6300309896469116 Epoch 10: train loss 0.5760960446463691 Epoch 10: val loss 0.62226402759552 Epoch 11: train loss 0.5387416382630666 Epoch 11: val loss 0.6131771206855774 Epoch 12: train loss 0.5335106286737654 Epoch 12: val loss 0.613131582736969 Epoch 13: train loss 0.5463318725426992 Epoch 13: val loss 0.6166436076164246 Epoch 14: train loss 0.5232817961110009 Epoch 14: val loss 0.619727611541748 Epoch 15: train loss 0.5039693017800649 Epoch 15: val loss 0.6206833124160767 Epoch 16: train loss 0.49481893910302055 Epoch 16: val loss 0.6183715462684631 Epoch 17: train loss 0.5151757465468513 Epoch 17: val loss 0.6183655858039856 Epoch 18: train loss 0.5005660355091095 Epoch 18: val loss 0.6302174925804138 Epoch 19: train loss 0.4878230955865648 Epoch 19: val loss 0.628290593624115 Epoch 20: train loss 0.4964945117632548 Epoch 20: val loss 0.63627028465271 Epoch 21: train loss 0.4640919831064012 Epoch 21: val loss 0.633049488067627 Epoch 22: train loss 0.4616377188099755 Epoch 22: val loss 0.6460437774658203 Epoch 23: train loss 0.4537765185038249 Epoch 23: val loss 0.6667022705078125 Epoch 24: train loss 0.46398308542039657 Epoch 24: val loss 0.659501850605011
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7134789758258395 Epoch 0: val loss 0.6872987747192383 Epoch 1: train loss 0.678892645570967 Epoch 1: val loss 0.6850631833076477 Epoch 2: train loss 0.647861659526825 Epoch 2: val loss 0.6799660325050354 Epoch 3: train loss 0.6399747729301453 Epoch 3: val loss 0.6743354797363281 Epoch 4: train loss 0.6173740559154086 Epoch 4: val loss 0.6660719513893127 Epoch 5: train loss 0.6126755144861009 Epoch 5: val loss 0.6603677868843079 Epoch 6: train loss 0.5937705702251859 Epoch 6: val loss 0.6520386338233948 Epoch 7: train loss 0.5750173992580838 Epoch 7: val loss 0.6607734560966492 Epoch 8: train loss 0.5484208199712965 Epoch 8: val loss 0.6555382013320923 Epoch 9: train loss 0.5494240257475111 Epoch 9: val loss 0.6608008146286011 Epoch 10: train loss 0.5265159143341912 Epoch 10: val loss 0.6641828417778015 Epoch 11: train loss 0.5322107904487186 Epoch 11: val loss 0.6855285167694092 Epoch 12: train loss 0.5129914614889357 Epoch 12: val loss 0.6749749183654785 Epoch 13: train loss 0.5016780628098382 Epoch 13: val loss 0.6874897480010986 Epoch 14: train loss 0.5052729315227933 Epoch 14: val loss 0.6828716397285461 Epoch 15: train loss 0.5036296115981208 Epoch 15: val loss 0.6944487690925598 Epoch 16: train loss 0.4856756693787045 Epoch 16: val loss 0.7194085121154785 Epoch 17: train loss 0.48065826959080166 Epoch 17: val loss 0.7185978293418884 Epoch 18: train loss 0.48643669817182755 Epoch 18: val loss 0.7199069857597351 Epoch 19: train loss 0.4843987656964196 Epoch 19: val loss 0.7195083498954773 Epoch 20: train loss 0.47248365812831455 Epoch 20: val loss 0.7272293567657471 Epoch 21: train loss 0.4352500836054484 Epoch 21: val loss 0.7420620918273926 Epoch 22: train loss 0.4600501027372148 Epoch 22: val loss 0.7494910359382629 Epoch 23: train loss 0.4786878758006626 Epoch 23: val loss 0.7427904009819031 Epoch 24: train loss 0.4733318653371599 Epoch 24: val loss 0.7527526021003723
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092067251602808 Epoch 0: val loss 0.667073130607605 Epoch 1: train loss 0.6716595937808355 Epoch 1: val loss 0.6417799592018127 Epoch 2: train loss 0.6633667349815369 Epoch 2: val loss 0.6209689974784851 Epoch 3: train loss 0.6422271231810252 Epoch 3: val loss 0.5991707444190979 Epoch 4: train loss 0.6227172563473383 Epoch 4: val loss 0.5784124135971069 Epoch 5: train loss 0.615126038591067 Epoch 5: val loss 0.555144190788269 Epoch 6: train loss 0.5931353519360224 Epoch 6: val loss 0.5391303896903992 Epoch 7: train loss 0.5874513188997904 Epoch 7: val loss 0.5265251994132996 Epoch 8: train loss 0.5786412805318832 Epoch 8: val loss 0.5182422399520874 Epoch 9: train loss 0.566383108496666 Epoch 9: val loss 0.5133554339408875 Epoch 10: train loss 0.5605397174755732 Epoch 10: val loss 0.5063300132751465 Epoch 11: train loss 0.5352819959322611 Epoch 11: val loss 0.5083199143409729 Epoch 12: train loss 0.5396395896871885 Epoch 12: val loss 0.49946898221969604 Epoch 13: train loss 0.521210049589475 Epoch 13: val loss 0.498752236366272 Epoch 14: train loss 0.5395198538899422 Epoch 14: val loss 0.504002571105957 Epoch 15: train loss 0.5220147098104159 Epoch 15: val loss 0.49993228912353516
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6878848780285228 Epoch 0: val loss 0.6748892068862915 Epoch 1: train loss 0.6377361904491078 Epoch 1: val loss 0.6614950299263 Epoch 2: train loss 0.5962728776715018 Epoch 2: val loss 0.6597633361816406 Epoch 3: train loss 0.5696758817542683 Epoch 3: val loss 0.6729118227958679 Epoch 4: train loss 0.5673197399486195 Epoch 4: val loss 0.6610380411148071 Epoch 5: train loss 0.5668824315071106 Epoch 5: val loss 0.6352391839027405 Epoch 6: train loss 0.5482431243766438 Epoch 6: val loss 0.6312907934188843 Epoch 7: train loss 0.5531972755085338 Epoch 7: val loss 0.6288256049156189 Epoch 8: train loss 0.5382944345474243 Epoch 8: val loss 0.6022936701774597 Epoch 9: train loss 0.5246270380236886 Epoch 9: val loss 0.6131197810173035 Epoch 10: train loss 0.5245794139125131 Epoch 10: val loss 0.5959802269935608 Epoch 11: train loss 0.49609712849963794 Epoch 11: val loss 0.5930032730102539 Epoch 12: train loss 0.4869794547557831 Epoch 12: val loss 0.5900084972381592 Epoch 13: train loss 0.487746463580565 Epoch 13: val loss 0.5735682845115662 Epoch 14: train loss 0.47410384904254566 Epoch 14: val loss 0.583935558795929 Epoch 15: train loss 0.5221100828864358 Epoch 15: val loss 0.5670135021209717 Epoch 16: train loss 0.4908647022464059 Epoch 16: val loss 0.5556215047836304 Epoch 17: train loss 0.4811864739114588 Epoch 17: val loss 0.5677356123924255 Epoch 18: train loss 0.4458857937292619 Epoch 18: val loss 0.5469334125518799 Epoch 19: train loss 0.45577485182068567 Epoch 19: val loss 0.5495390892028809 Epoch 20: train loss 0.47818831963972613 Epoch 20: val loss 0.5515297055244446 Epoch 21: train loss 0.4364564527164806 Epoch 21: val loss 0.5306628346443176 Epoch 22: train loss 0.4228696443817832 Epoch 22: val loss 0.5440626740455627 Epoch 23: train loss 0.4339126565239646 Epoch 23: val loss 0.5355945825576782 Epoch 24: train loss 0.42604242671619763 Epoch 24: val loss 0.5294321775436401
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021357362920587 Epoch 0: val loss 0.6599499583244324 Epoch 1: train loss 0.6581549644470215 Epoch 1: val loss 0.6377754211425781 Epoch 2: train loss 0.6326298930428245 Epoch 2: val loss 0.6222480535507202 Epoch 3: train loss 0.6248709992928938 Epoch 3: val loss 0.6124020218849182 Epoch 4: train loss 0.6101426861502908 Epoch 4: val loss 0.5985957980155945 Epoch 5: train loss 0.5919274985790253 Epoch 5: val loss 0.5940889120101929 Epoch 6: train loss 0.5831338817423041 Epoch 6: val loss 0.5994839072227478 Epoch 7: train loss 0.5789014209400524 Epoch 7: val loss 0.5881580710411072 Epoch 8: train loss 0.5599016818133268 Epoch 8: val loss 0.575509250164032 Epoch 9: train loss 0.5445718440142545 Epoch 9: val loss 0.5781763195991516 Epoch 10: train loss 0.5472612977027893 Epoch 10: val loss 0.5794317126274109 Epoch 11: train loss 0.5653201937675476 Epoch 11: val loss 0.5701807737350464 Epoch 12: train loss 0.5423014082691886 Epoch 12: val loss 0.570968747138977 Epoch 13: train loss 0.5419374135407534 Epoch 13: val loss 0.5553131699562073 Epoch 14: train loss 0.51883925632997 Epoch 14: val loss 0.5540468096733093 Epoch 15: train loss 0.5083671428940513 Epoch 15: val loss 0.5571432709693909 Epoch 16: train loss 0.48976134712045843 Epoch 16: val loss 0.556983470916748 Epoch 17: train loss 0.47037239237265155 Epoch 17: val loss 0.5411635637283325 Epoch 18: train loss 0.4941022612831809 Epoch 18: val loss 0.549837052822113 Epoch 19: train loss 0.4940415187315507 Epoch 19: val loss 0.560146152973175 Epoch 20: train loss 0.47138149629939685 Epoch 20: val loss 0.550892174243927 Epoch 21: train loss 0.46256034211678937 Epoch 21: val loss 0.5643072724342346 Epoch 22: train loss 0.476429974490946 Epoch 22: val loss 0.5656962394714355 Epoch 23: train loss 0.44494214924899017 Epoch 23: val loss 0.5542262196540833 Epoch 24: train loss 0.46128396554426715 Epoch 24: val loss 0.5618559718132019
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955118775367737 Epoch 0: val loss 0.6866406798362732 Epoch 1: train loss 0.6704523238268766 Epoch 1: val loss 0.6682182550430298 Epoch 2: train loss 0.634982393546538 Epoch 2: val loss 0.6607840657234192 Epoch 3: train loss 0.6237785057588057 Epoch 3: val loss 0.6393063068389893 Epoch 4: train loss 0.6179325797341086 Epoch 4: val loss 0.6170921921730042 Epoch 5: train loss 0.615025048906153 Epoch 5: val loss 0.6250865459442139 Epoch 6: train loss 0.5895801890980114 Epoch 6: val loss 0.6126524209976196 Epoch 7: train loss 0.5623436407609419 Epoch 7: val loss 0.5954161882400513 Epoch 8: train loss 0.5622890970923684 Epoch 8: val loss 0.5979186296463013 Epoch 9: train loss 0.5435748289931904 Epoch 9: val loss 0.584959089756012 Epoch 10: train loss 0.5312287590720437 Epoch 10: val loss 0.5822659134864807 Epoch 11: train loss 0.5100629329681396 Epoch 11: val loss 0.6252561807632446 Epoch 12: train loss 0.5112812437794425 Epoch 12: val loss 0.6050816774368286 Epoch 13: train loss 0.5033110434358771 Epoch 13: val loss 0.6182465553283691 Epoch 14: train loss 0.4801189357584173 Epoch 14: val loss 0.591363251209259 Epoch 15: train loss 0.4804740412668748 Epoch 15: val loss 0.5528291463851929 Epoch 16: train loss 0.46087628873911773 Epoch 16: val loss 0.591282069683075 Epoch 17: train loss 0.4611864550547166 Epoch 17: val loss 0.5940666198730469 Epoch 18: train loss 0.44214925982735376 Epoch 18: val loss 0.5771265625953674 Epoch 19: train loss 0.46218333731998096 Epoch 19: val loss 0.6118913888931274 Epoch 20: train loss 0.43886609781872143 Epoch 20: val loss 0.6247498989105225 Epoch 21: train loss 0.42939630963585596 Epoch 21: val loss 0.5951403379440308 Epoch 22: train loss 0.4426624991677024 Epoch 22: val loss 0.5837699770927429 Epoch 23: train loss 0.435530196536671 Epoch 23: val loss 0.634029746055603 Epoch 24: train loss 0.4279290952465751 Epoch 24: val loss 0.6003249287605286
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.676854285326871 Epoch 0: val loss 0.6750739812850952 Epoch 1: train loss 0.6375634182583202 Epoch 1: val loss 0.6551761031150818 Epoch 2: train loss 0.621277158910578 Epoch 2: val loss 0.6473296284675598 Epoch 3: train loss 0.6061413477767598 Epoch 3: val loss 0.6410043835639954 Epoch 4: train loss 0.5950223424217918 Epoch 4: val loss 0.6318488121032715 Epoch 5: train loss 0.5847372602332722 Epoch 5: val loss 0.6272355914115906 Epoch 6: train loss 0.5609294853427194 Epoch 6: val loss 0.6271406412124634 Epoch 7: train loss 0.558224618434906 Epoch 7: val loss 0.622451663017273 Epoch 8: train loss 0.5554225065491416 Epoch 8: val loss 0.6199520230293274 Epoch 9: train loss 0.5259152596647089 Epoch 9: val loss 0.6130887866020203 Epoch 10: train loss 0.5376748767766085 Epoch 10: val loss 0.6176061630249023 Epoch 11: train loss 0.5384726849469271 Epoch 11: val loss 0.6150163412094116 Epoch 12: train loss 0.4917139546437697 Epoch 12: val loss 0.6139633655548096 Epoch 13: train loss 0.5268476713787426 Epoch 13: val loss 0.6158893704414368 Epoch 14: train loss 0.4836874550039118 Epoch 14: val loss 0.6052219867706299 Epoch 15: train loss 0.4905300736427307 Epoch 15: val loss 0.6045862436294556 Epoch 16: train loss 0.5034615370360288 Epoch 16: val loss 0.6070032119750977 Epoch 17: train loss 0.4650978446006775 Epoch 17: val loss 0.6029192209243774 Epoch 18: train loss 0.47916134650057013 Epoch 18: val loss 0.6034986972808838 Epoch 19: train loss 0.46641640771519055 Epoch 19: val loss 0.6017118692398071 Epoch 20: train loss 0.4492953284220262 Epoch 20: val loss 0.6137558817863464 Epoch 21: train loss 0.4843247885053808 Epoch 21: val loss 0.6068768501281738 Epoch 22: train loss 0.48616578904065216 Epoch 22: val loss 0.6125985383987427 Epoch 23: train loss 0.4423851831392808 Epoch 23: val loss 0.6094673275947571 Epoch 24: train loss 0.41672890430146997 Epoch 24: val loss 0.6038264036178589
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6926261867795672 Epoch 0: val loss 0.6630167365074158 Epoch 1: train loss 0.646385942186628 Epoch 1: val loss 0.6502092480659485 Epoch 2: train loss 0.6301306528704507 Epoch 2: val loss 0.6482720375061035 Epoch 3: train loss 0.6034046113491058 Epoch 3: val loss 0.6427190899848938 Epoch 4: train loss 0.5918835720845631 Epoch 4: val loss 0.6356959342956543 Epoch 5: train loss 0.5725617579051426 Epoch 5: val loss 0.6432726979255676 Epoch 6: train loss 0.5666269191673824 Epoch 6: val loss 0.6542659997940063 Epoch 7: train loss 0.5497778058052063 Epoch 7: val loss 0.6547779440879822 Epoch 8: train loss 0.552104862672942 Epoch 8: val loss 0.6643744111061096 Epoch 9: train loss 0.535143758569445 Epoch 9: val loss 0.669244110584259 Epoch 10: train loss 0.5202544565711703 Epoch 10: val loss 0.6429139971733093 Epoch 11: train loss 0.5151587894984654 Epoch 11: val loss 0.6583647727966309 Epoch 12: train loss 0.5000769666263035 Epoch 12: val loss 0.666241466999054 Epoch 13: train loss 0.49276668046201977 Epoch 13: val loss 0.6581951975822449 Epoch 14: train loss 0.49121867546013426 Epoch 14: val loss 0.6490777134895325 Epoch 15: train loss 0.48842025654656546 Epoch 15: val loss 0.6551724076271057 Epoch 16: train loss 0.47410569872174946 Epoch 16: val loss 0.6684486269950867 Epoch 17: train loss 0.4547075458935329 Epoch 17: val loss 0.6623984575271606 Epoch 18: train loss 0.446386809859957 Epoch 18: val loss 0.6654695272445679
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6886593765682645 Epoch 0: val loss 0.6505365371704102 Epoch 1: train loss 0.6429703765445285 Epoch 1: val loss 0.645406186580658 Epoch 2: train loss 0.6459506021605598 Epoch 2: val loss 0.6382213830947876 Epoch 3: train loss 0.6278925935427347 Epoch 3: val loss 0.63206946849823 Epoch 4: train loss 0.6255713370111253 Epoch 4: val loss 0.6262626647949219 Epoch 5: train loss 0.6110524270269606 Epoch 5: val loss 0.6229828596115112 Epoch 6: train loss 0.605702175034417 Epoch 6: val loss 0.621933102607727 Epoch 7: train loss 0.602728631761339 Epoch 7: val loss 0.6200602650642395 Epoch 8: train loss 0.5953196154700385 Epoch 8: val loss 0.6175015568733215 Epoch 9: train loss 0.5821572608417935 Epoch 9: val loss 0.6164233684539795 Epoch 10: train loss 0.5375790297985077 Epoch 10: val loss 0.6156758666038513 Epoch 11: train loss 0.570018963681327 Epoch 11: val loss 0.616072952747345 Epoch 12: train loss 0.5512823793623183 Epoch 12: val loss 0.6140828728675842 Epoch 13: train loss 0.5338684916496277 Epoch 13: val loss 0.6135382056236267 Epoch 14: train loss 0.5173732936382294 Epoch 14: val loss 0.6125476956367493 Epoch 15: train loss 0.5193622178501553 Epoch 15: val loss 0.6131951808929443 Epoch 16: train loss 0.5190469390816159 Epoch 16: val loss 0.6094945669174194 Epoch 17: train loss 0.5281812018818326 Epoch 17: val loss 0.6153519749641418 Epoch 18: train loss 0.49337472518285114 Epoch 18: val loss 0.6270762085914612 Epoch 19: train loss 0.49231881234380936 Epoch 19: val loss 0.6328983902931213 Epoch 20: train loss 0.46915563609864974 Epoch 20: val loss 0.6238681674003601 Epoch 21: train loss 0.47457466191715664 Epoch 21: val loss 0.6179916858673096 Epoch 22: train loss 0.4892837570773231 Epoch 22: val loss 0.6240457892417908 Epoch 23: train loss 0.47054969933297897 Epoch 23: val loss 0.6363427042961121 Epoch 24: train loss 0.4787178569369846 Epoch 24: val loss 0.6410649418830872
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906819608476427 Epoch 0: val loss 0.6729001998901367 Epoch 1: train loss 0.6669828626844618 Epoch 1: val loss 0.6594706177711487 Epoch 2: train loss 0.6373688711060418 Epoch 2: val loss 0.6471414566040039 Epoch 3: train loss 0.6213245458073087 Epoch 3: val loss 0.6399887204170227 Epoch 4: train loss 0.6030560731887817 Epoch 4: val loss 0.6386290788650513 Epoch 5: train loss 0.5891451570722792 Epoch 5: val loss 0.6351420283317566 Epoch 6: train loss 0.571652803156111 Epoch 6: val loss 0.6297593116760254 Epoch 7: train loss 0.5649659501181709 Epoch 7: val loss 0.628419816493988 Epoch 8: train loss 0.5589984721607633 Epoch 8: val loss 0.618168294429779 Epoch 9: train loss 0.5361320575078329 Epoch 9: val loss 0.6089330911636353 Epoch 10: train loss 0.5328044460879432 Epoch 10: val loss 0.6094728112220764 Epoch 11: train loss 0.5313411090109084 Epoch 11: val loss 0.6046178340911865 Epoch 12: train loss 0.5065365930398306 Epoch 12: val loss 0.6039237380027771 Epoch 13: train loss 0.515770759847429 Epoch 13: val loss 0.6191766858100891 Epoch 14: train loss 0.49338648716608685 Epoch 14: val loss 0.6226634979248047 Epoch 15: train loss 0.5199694169892205 Epoch 15: val loss 0.6168597936630249 Epoch 16: train loss 0.49413782358169556 Epoch 16: val loss 0.6069459915161133 Epoch 17: train loss 0.47346506847275627 Epoch 17: val loss 0.602687656879425 Epoch 18: train loss 0.4673863715595669 Epoch 18: val loss 0.6011208295822144 Epoch 19: train loss 0.45097435845269096 Epoch 19: val loss 0.6166467666625977 Epoch 20: train loss 0.45262041356828475 Epoch 20: val loss 0.6161476373672485 Epoch 21: train loss 0.48460346791479325 Epoch 21: val loss 0.6291078329086304 Epoch 22: train loss 0.48732852935791016 Epoch 22: val loss 0.6322396993637085 Epoch 23: train loss 0.4623841080400679 Epoch 23: val loss 0.625338613986969 Epoch 24: train loss 0.440022286441591 Epoch 24: val loss 0.6223768591880798
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6872882776790195 Epoch 0: val loss 0.6778640151023865 Epoch 1: train loss 0.6642695731586881 Epoch 1: val loss 0.6745419502258301 Epoch 2: train loss 0.6445436610115899 Epoch 2: val loss 0.6714111566543579 Epoch 3: train loss 0.6406394243240356 Epoch 3: val loss 0.6682058572769165 Epoch 4: train loss 0.6330399314562479 Epoch 4: val loss 0.666925847530365 Epoch 5: train loss 0.6141248080465529 Epoch 5: val loss 0.6654049158096313 Epoch 6: train loss 0.6101730598343743 Epoch 6: val loss 0.6597796678543091 Epoch 7: train loss 0.626578774717119 Epoch 7: val loss 0.6599482893943787 Epoch 8: train loss 0.6042663156986237 Epoch 8: val loss 0.6589030623435974 Epoch 9: train loss 0.612995809978909 Epoch 9: val loss 0.6618732810020447 Epoch 10: train loss 0.6184616817368401 Epoch 10: val loss 0.6626854538917542 Epoch 11: train loss 0.5655847357379066 Epoch 11: val loss 0.6530625820159912 Epoch 12: train loss 0.5817814204427931 Epoch 12: val loss 0.6448951363563538 Epoch 13: train loss 0.5670097337828742 Epoch 13: val loss 0.6416261792182922 Epoch 14: train loss 0.5771009359094832 Epoch 14: val loss 0.6517293453216553 Epoch 15: train loss 0.5574536754025353 Epoch 15: val loss 0.6462807059288025 Epoch 16: train loss 0.5296525491608514 Epoch 16: val loss 0.6623315811157227 Epoch 17: train loss 0.5365795261330075 Epoch 17: val loss 0.6542806625366211 Epoch 18: train loss 0.5291276673475901 Epoch 18: val loss 0.6587661504745483 Epoch 19: train loss 0.535983125368754 Epoch 19: val loss 0.6695263981819153 Epoch 20: train loss 0.4954922596613566 Epoch 20: val loss 0.6667832732200623 Epoch 21: train loss 0.5066915353139242 Epoch 21: val loss 0.6677135229110718 Epoch 22: train loss 0.5066128737396665 Epoch 22: val loss 0.6709132790565491 Epoch 23: train loss 0.4959753221935696 Epoch 23: val loss 0.6728215217590332 Epoch 24: train loss 0.48019791973961723 Epoch 24: val loss 0.6757676005363464
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6966929700639513 Epoch 0: val loss 0.6981279253959656 Epoch 1: train loss 0.6556278400950961 Epoch 1: val loss 0.6890381574630737 Epoch 2: train loss 0.6230306691593595 Epoch 2: val loss 0.6835917830467224 Epoch 3: train loss 0.6289466487036811 Epoch 3: val loss 0.6815394163131714 Epoch 4: train loss 0.6254737310939364 Epoch 4: val loss 0.6830611824989319 Epoch 5: train loss 0.5915534959899055 Epoch 5: val loss 0.6832032799720764 Epoch 6: train loss 0.5967474314901564 Epoch 6: val loss 0.687639057636261 Epoch 7: train loss 0.5641228093041314 Epoch 7: val loss 0.6915467977523804 Epoch 8: train loss 0.5693960123591952 Epoch 8: val loss 0.692899763584137 Epoch 9: train loss 0.5564886199103461 Epoch 9: val loss 0.6994013786315918 Epoch 10: train loss 0.5233724017937978 Epoch 10: val loss 0.7022868394851685 Epoch 11: train loss 0.55876667631997 Epoch 11: val loss 0.7036925554275513 Epoch 12: train loss 0.5204594201511807 Epoch 12: val loss 0.698422908782959 Epoch 13: train loss 0.5276901854409112 Epoch 13: val loss 0.6935293078422546 Epoch 14: train loss 0.5056618981891208 Epoch 14: val loss 0.690970242023468 Epoch 15: train loss 0.5131703250937991 Epoch 15: val loss 0.6947615146636963 Epoch 16: train loss 0.5126910408337911 Epoch 16: val loss 0.7041893601417542 Epoch 17: train loss 0.5068372984727224 Epoch 17: val loss 0.7121041417121887 Epoch 18: train loss 0.49266568157407975 Epoch 18: val loss 0.689403772354126 Epoch 19: train loss 0.49145477679040694 Epoch 19: val loss 0.6784680485725403 Epoch 20: train loss 0.47738735543357 Epoch 20: val loss 0.6832314133644104 Epoch 21: train loss 0.48062267237239414 Epoch 21: val loss 0.6791262030601501 Epoch 22: train loss 0.4582008520762126 Epoch 22: val loss 0.6739251017570496 Epoch 23: train loss 0.46887988183233476 Epoch 23: val loss 0.6786924004554749 Epoch 24: train loss 0.4665440519650777 Epoch 24: val loss 0.6746795773506165
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6770365585883459 Epoch 0: val loss 0.6539416313171387 Epoch 1: train loss 0.6471937547127405 Epoch 1: val loss 0.6496729254722595 Epoch 2: train loss 0.6571533183256785 Epoch 2: val loss 0.6432743072509766 Epoch 3: train loss 0.6204085052013397 Epoch 3: val loss 0.6384397745132446 Epoch 4: train loss 0.5966091255346934 Epoch 4: val loss 0.6368954181671143 Epoch 5: train loss 0.5947836190462112 Epoch 5: val loss 0.6312554478645325 Epoch 6: train loss 0.6127702593803406 Epoch 6: val loss 0.638262927532196 Epoch 7: train loss 0.5875666588544846 Epoch 7: val loss 0.6205015182495117 Epoch 8: train loss 0.5678985938429832 Epoch 8: val loss 0.6227831840515137 Epoch 9: train loss 0.5703659256299337 Epoch 9: val loss 0.6297633647918701 Epoch 10: train loss 0.5612961873412132 Epoch 10: val loss 0.6163897514343262 Epoch 11: train loss 0.5438444639245669 Epoch 11: val loss 0.6382327675819397 Epoch 12: train loss 0.5758876527349154 Epoch 12: val loss 0.628937840461731 Epoch 13: train loss 0.5540578986207644 Epoch 13: val loss 0.6168802976608276 Epoch 14: train loss 0.5485029816627502 Epoch 14: val loss 0.6255933046340942 Epoch 15: train loss 0.5431546295682589 Epoch 15: val loss 0.622006356716156 Epoch 16: train loss 0.5306383222341537 Epoch 16: val loss 0.6188254952430725 Epoch 17: train loss 0.5292166545987129 Epoch 17: val loss 0.6221297979354858 Epoch 18: train loss 0.5267671669522921 Epoch 18: val loss 0.626396119594574 Epoch 19: train loss 0.5321925207972527 Epoch 19: val loss 0.6129136085510254
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6590104877948761 Epoch 0: val loss 0.6070895195007324 Epoch 1: train loss 0.5478774309158325 Epoch 1: val loss 0.5483343005180359 Epoch 2: train loss 0.48779346644878385 Epoch 2: val loss 0.4872211813926697 Epoch 3: train loss 0.4292185172438622 Epoch 3: val loss 0.4611213207244873 Epoch 4: train loss 0.4596418708562851 Epoch 4: val loss 0.4499349296092987 Epoch 5: train loss 0.4468268036842346 Epoch 5: val loss 0.44919532537460327 Epoch 6: train loss 0.3969435453414917 Epoch 6: val loss 0.45256656408309937 Epoch 7: train loss 0.37220437824726105 Epoch 7: val loss 0.45055055618286133 Epoch 8: train loss 0.3939909815788269 Epoch 8: val loss 0.4578976035118103 Epoch 9: train loss 0.4484917387366295 Epoch 9: val loss 0.4632430076599121 Epoch 10: train loss 0.40676940977573395 Epoch 10: val loss 0.4703315496444702 Epoch 11: train loss 0.3926236808300018 Epoch 11: val loss 0.46279656887054443 Epoch 12: train loss 0.42358281910419465 Epoch 12: val loss 0.4582561254501343 Epoch 13: train loss 0.37023391425609586 Epoch 13: val loss 0.4565820097923279 Epoch 14: train loss 0.3603165075182915 Epoch 14: val loss 0.45961111783981323 Epoch 15: train loss 0.4223900645971298 Epoch 15: val loss 0.46297940611839294 Epoch 16: train loss 0.3872194945812225 Epoch 16: val loss 0.4664466381072998 Epoch 17: train loss 0.3404804587364197 Epoch 17: val loss 0.4667157530784607 Epoch 18: train loss 0.3586305618286133 Epoch 18: val loss 0.46585696935653687 Epoch 19: train loss 0.3319226175546646 Epoch 19: val loss 0.4679170846939087 Epoch 20: train loss 0.37499973475933074 Epoch 20: val loss 0.4724568724632263 Epoch 21: train loss 0.33339606523513793 Epoch 21: val loss 0.4746847450733185 Epoch 22: train loss 0.3374152421951294 Epoch 22: val loss 0.48698028922080994 Epoch 23: train loss 0.3723115727305412 Epoch 23: val loss 0.48934054374694824 Epoch 24: train loss 0.41872688829898835 Epoch 24: val loss 0.5042995810508728
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6256436049938202 Epoch 0: val loss 0.5958946347236633 Epoch 1: train loss 0.548966783285141 Epoch 1: val loss 0.5386024117469788 Epoch 2: train loss 0.4879596471786499 Epoch 2: val loss 0.4841838777065277 Epoch 3: train loss 0.44600290060043335 Epoch 3: val loss 0.4675484597682953 Epoch 4: train loss 0.4710854321718216 Epoch 4: val loss 0.4750976264476776 Epoch 5: train loss 0.4191965788602829 Epoch 5: val loss 0.47235310077667236 Epoch 6: train loss 0.3745757892727852 Epoch 6: val loss 0.484943151473999 Epoch 7: train loss 0.35456149876117704 Epoch 7: val loss 0.4826817810535431 Epoch 8: train loss 0.34848806709051133 Epoch 8: val loss 0.4990304410457611 Epoch 9: train loss 0.4359565883874893 Epoch 9: val loss 0.4995352625846863 Epoch 10: train loss 0.36277651190757754 Epoch 10: val loss 0.48488667607307434 Epoch 11: train loss 0.3964265137910843 Epoch 11: val loss 0.48351749777793884 Epoch 12: train loss 0.3366086378693581 Epoch 12: val loss 0.5083804130554199 Epoch 13: train loss 0.3433635920286179 Epoch 13: val loss 0.5212656259536743 Epoch 14: train loss 0.3364962935447693 Epoch 14: val loss 0.5216074585914612 Epoch 15: train loss 0.3454769939184189 Epoch 15: val loss 0.5148196220397949 Epoch 16: train loss 0.3959335371851921 Epoch 16: val loss 0.5075914859771729 Epoch 17: train loss 0.31651920527219773 Epoch 17: val loss 0.5243677496910095 Epoch 18: train loss 0.3222135305404663 Epoch 18: val loss 0.5265201330184937 Epoch 19: train loss 0.32006884515285494 Epoch 19: val loss 0.5342990756034851 Epoch 20: train loss 0.30054901242256166 Epoch 20: val loss 0.532905101776123 Epoch 21: train loss 0.3317235469818115 Epoch 21: val loss 0.5266990661621094 Epoch 22: train loss 0.3343119338154793 Epoch 22: val loss 0.5232637524604797 Epoch 23: train loss 0.3290293782949448 Epoch 23: val loss 0.5179459452629089 Epoch 24: train loss 0.3290761552751064 Epoch 24: val loss 0.5095129609107971
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6716919720172883 Epoch 0: val loss 0.6169220805168152 Epoch 1: train loss 0.5525963842868805 Epoch 1: val loss 0.572017252445221 Epoch 2: train loss 0.4952839106321335 Epoch 2: val loss 0.50480717420578 Epoch 3: train loss 0.4435214132070541 Epoch 3: val loss 0.46895354986190796 Epoch 4: train loss 0.42907868027687074 Epoch 4: val loss 0.44533830881118774 Epoch 5: train loss 0.396303790807724 Epoch 5: val loss 0.4326138198375702 Epoch 6: train loss 0.42835375368595124 Epoch 6: val loss 0.44883331656455994 Epoch 7: train loss 0.42029679119586943 Epoch 7: val loss 0.4446421265602112 Epoch 8: train loss 0.47967365980148313 Epoch 8: val loss 0.4510999917984009 Epoch 9: train loss 0.39393444657325744 Epoch 9: val loss 0.4526861906051636 Epoch 10: train loss 0.42739989161491393 Epoch 10: val loss 0.45762932300567627 Epoch 11: train loss 0.4643922090530396 Epoch 11: val loss 0.4576667845249176 Epoch 12: train loss 0.3871163249015808 Epoch 12: val loss 0.4289352595806122 Epoch 13: train loss 0.3658995687961578 Epoch 13: val loss 0.4354526102542877 Epoch 14: train loss 0.37835824191570283 Epoch 14: val loss 0.4452399015426636 Epoch 15: train loss 0.4054821372032166 Epoch 15: val loss 0.4547218978404999 Epoch 16: train loss 0.3410796567797661 Epoch 16: val loss 0.4463174045085907 Epoch 17: train loss 0.4086377680301666 Epoch 17: val loss 0.4484390318393707 Epoch 18: train loss 0.34051932096481324 Epoch 18: val loss 0.45648524165153503 Epoch 19: train loss 0.3956772774457932 Epoch 19: val loss 0.4591646194458008 Epoch 20: train loss 0.3393490433692932 Epoch 20: val loss 0.45487070083618164 Epoch 21: train loss 0.3589434057474136 Epoch 21: val loss 0.45537158846855164 Epoch 22: train loss 0.3366920605301857 Epoch 22: val loss 0.4647727310657501 Epoch 23: train loss 0.3568326085805893 Epoch 23: val loss 0.47999250888824463 Epoch 24: train loss 0.3061621606349945 Epoch 24: val loss 0.4804639518260956
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6393743813037872 Epoch 0: val loss 0.6111184358596802 Epoch 1: train loss 0.5599594116210938 Epoch 1: val loss 0.5457894802093506 Epoch 2: train loss 0.5123867094516754 Epoch 2: val loss 0.477914035320282 Epoch 3: train loss 0.4646200269460678 Epoch 3: val loss 0.4366460144519806 Epoch 4: train loss 0.4306614905595779 Epoch 4: val loss 0.41378799080848694 Epoch 5: train loss 0.48186746537685393 Epoch 5: val loss 0.40804019570350647 Epoch 6: train loss 0.4069157615303993 Epoch 6: val loss 0.4042915999889374 Epoch 7: train loss 0.40649041831493377 Epoch 7: val loss 0.4079429507255554 Epoch 8: train loss 0.39905585497617724 Epoch 8: val loss 0.4128590226173401 Epoch 9: train loss 0.4115178495645523 Epoch 9: val loss 0.40733665227890015 Epoch 10: train loss 0.4523033410310745 Epoch 10: val loss 0.4187723398208618 Epoch 11: train loss 0.4032382696866989 Epoch 11: val loss 0.42285993695259094 Epoch 12: train loss 0.4343094989657402 Epoch 12: val loss 0.42174506187438965 Epoch 13: train loss 0.36255934536457063 Epoch 13: val loss 0.42217472195625305 Epoch 14: train loss 0.35653212368488313 Epoch 14: val loss 0.4144549071788788 Epoch 15: train loss 0.3702864393591881 Epoch 15: val loss 0.4014851152896881 Epoch 16: train loss 0.3786508828401566 Epoch 16: val loss 0.3962889313697815 Epoch 17: train loss 0.3348601691424847 Epoch 17: val loss 0.40306997299194336 Epoch 18: train loss 0.34667586237192155 Epoch 18: val loss 0.4125012755393982 Epoch 19: train loss 0.33476795852184293 Epoch 19: val loss 0.41689592599868774 Epoch 20: train loss 0.35508167594671247 Epoch 20: val loss 0.4233038127422333 Epoch 21: train loss 0.3778376132249832 Epoch 21: val loss 0.423702597618103 Epoch 22: train loss 0.3374060869216919 Epoch 22: val loss 0.4200350046157837 Epoch 23: train loss 0.31978449672460557 Epoch 23: val loss 0.42191943526268005 Epoch 24: train loss 0.3160812571644783 Epoch 24: val loss 0.4236220419406891
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6249950184271886 Epoch 0: val loss 0.5882813334465027 Epoch 1: train loss 0.527992280629965 Epoch 1: val loss 0.5022413730621338 Epoch 2: train loss 0.44419240722289455 Epoch 2: val loss 0.46795758605003357 Epoch 3: train loss 0.4331136093689845 Epoch 3: val loss 0.4625870883464813 Epoch 4: train loss 0.43981432914733887 Epoch 4: val loss 0.4717775583267212 Epoch 5: train loss 0.408509754217588 Epoch 5: val loss 0.4737187623977661 Epoch 6: train loss 0.39837641555529374 Epoch 6: val loss 0.4759088158607483 Epoch 7: train loss 0.3983506652025076 Epoch 7: val loss 0.4762078523635864 Epoch 8: train loss 0.36568578389974743 Epoch 8: val loss 0.47738707065582275 Epoch 9: train loss 0.3787929438627683 Epoch 9: val loss 0.4789886772632599 Epoch 10: train loss 0.3795897192679919 Epoch 10: val loss 0.49151596426963806 Epoch 11: train loss 0.3512255692711243 Epoch 11: val loss 0.4894474148750305 Epoch 12: train loss 0.41047242513069737 Epoch 12: val loss 0.4888104498386383 Epoch 13: train loss 0.36041757235160243 Epoch 13: val loss 0.46435433626174927 Epoch 14: train loss 0.3843050690797659 Epoch 14: val loss 0.47364404797554016
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921534592455084 Epoch 0: val loss 0.6952161192893982 Epoch 1: train loss 0.6464205871928822 Epoch 1: val loss 0.6817775368690491 Epoch 2: train loss 0.6309216889468107 Epoch 2: val loss 0.6717060804367065 Epoch 3: train loss 0.6256103732369163 Epoch 3: val loss 0.6652269959449768 Epoch 4: train loss 0.6142797090790488 Epoch 4: val loss 0.6560381650924683 Epoch 5: train loss 0.6160168539394032 Epoch 5: val loss 0.6499574184417725 Epoch 6: train loss 0.600522908297452 Epoch 6: val loss 0.6446489691734314 Epoch 7: train loss 0.5798511721871116 Epoch 7: val loss 0.646306574344635 Epoch 8: train loss 0.5825089920650829 Epoch 8: val loss 0.6422134637832642 Epoch 9: train loss 0.5937432944774628 Epoch 9: val loss 0.6440691947937012 Epoch 10: train loss 0.5867699574340474 Epoch 10: val loss 0.6348106265068054 Epoch 11: train loss 0.553554280237718 Epoch 11: val loss 0.6277942657470703 Epoch 12: train loss 0.5531407621773806 Epoch 12: val loss 0.6228037476539612 Epoch 13: train loss 0.5382344451817599 Epoch 13: val loss 0.6171067953109741 Epoch 14: train loss 0.5110008147629824 Epoch 14: val loss 0.613540768623352 Epoch 15: train loss 0.5244719548658892 Epoch 15: val loss 0.6070048809051514 Epoch 16: train loss 0.5179278687997297 Epoch 16: val loss 0.6090435981750488 Epoch 17: train loss 0.5017776380885731 Epoch 17: val loss 0.5794963836669922 Epoch 18: train loss 0.5181528438221324 Epoch 18: val loss 0.5911751985549927 Epoch 19: train loss 0.5057377435944297 Epoch 19: val loss 0.5836629271507263 Epoch 20: train loss 0.46468889713287354 Epoch 20: val loss 0.5852356553077698 Epoch 21: train loss 0.4570775194601579 Epoch 21: val loss 0.570187509059906 Epoch 22: train loss 0.472347538579594 Epoch 22: val loss 0.5755786895751953 Epoch 23: train loss 0.47200927951119165 Epoch 23: val loss 0.5878764390945435 Epoch 24: train loss 0.4516653987494382 Epoch 24: val loss 0.5622704029083252
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965245712887157 Epoch 0: val loss 0.6728785037994385 Epoch 1: train loss 0.6789287545464255 Epoch 1: val loss 0.6530400514602661 Epoch 2: train loss 0.6431509527293119 Epoch 2: val loss 0.6373165249824524 Epoch 3: train loss 0.6336229064247825 Epoch 3: val loss 0.6303350925445557 Epoch 4: train loss 0.6247163306583058 Epoch 4: val loss 0.6224930286407471 Epoch 5: train loss 0.6057685992934487 Epoch 5: val loss 0.6217888593673706 Epoch 6: train loss 0.5965731143951416 Epoch 6: val loss 0.6195709109306335 Epoch 7: train loss 0.5994714904915203 Epoch 7: val loss 0.6115495562553406 Epoch 8: train loss 0.577580684965307 Epoch 8: val loss 0.6046586632728577 Epoch 9: train loss 0.5663276423107494 Epoch 9: val loss 0.605364203453064 Epoch 10: train loss 0.5742163333025846 Epoch 10: val loss 0.6126976013183594 Epoch 11: train loss 0.5624703466892242 Epoch 11: val loss 0.597808837890625 Epoch 12: train loss 0.5546429509466345 Epoch 12: val loss 0.5996029376983643 Epoch 13: train loss 0.5609950179403479 Epoch 13: val loss 0.5929305553436279 Epoch 14: train loss 0.5415852313691919 Epoch 14: val loss 0.5890153646469116 Epoch 15: train loss 0.5467234172604301 Epoch 15: val loss 0.580731213092804 Epoch 16: train loss 0.5173789479515769 Epoch 16: val loss 0.5760657787322998 Epoch 17: train loss 0.49337498166344385 Epoch 17: val loss 0.566478967666626 Epoch 18: train loss 0.5064312219619751 Epoch 18: val loss 0.5818909406661987 Epoch 19: train loss 0.5103092410347678 Epoch 19: val loss 0.5890514254570007 Epoch 20: train loss 0.4762602881951766 Epoch 20: val loss 0.5740926861763 Epoch 21: train loss 0.4824810732494701 Epoch 21: val loss 0.5620566606521606 Epoch 22: train loss 0.46862636642022565 Epoch 22: val loss 0.560136079788208 Epoch 23: train loss 0.45961809158325195 Epoch 23: val loss 0.5755653381347656 Epoch 24: train loss 0.4628964770923961 Epoch 24: val loss 0.5691761374473572
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.672536779533733 Epoch 0: val loss 0.6749228239059448 Epoch 1: train loss 0.6453832875598561 Epoch 1: val loss 0.6570754051208496 Epoch 2: train loss 0.6188430515202609 Epoch 2: val loss 0.652880847454071 Epoch 3: train loss 0.602318216453899 Epoch 3: val loss 0.64546138048172 Epoch 4: train loss 0.6120835000818426 Epoch 4: val loss 0.642646849155426 Epoch 5: train loss 0.5928572795607827 Epoch 5: val loss 0.6370874047279358 Epoch 6: train loss 0.5933527458797802 Epoch 6: val loss 0.6296181082725525 Epoch 7: train loss 0.5773669264533303 Epoch 7: val loss 0.6217778325080872 Epoch 8: train loss 0.5752946138381958 Epoch 8: val loss 0.6159695386886597 Epoch 9: train loss 0.5596459399570118 Epoch 9: val loss 0.6132138967514038 Epoch 10: train loss 0.5500375601378354 Epoch 10: val loss 0.6139335036277771 Epoch 11: train loss 0.5481257709589872 Epoch 11: val loss 0.6085526943206787 Epoch 12: train loss 0.5406583737243306 Epoch 12: val loss 0.603897750377655 Epoch 13: train loss 0.5281903147697449 Epoch 13: val loss 0.6072324514389038 Epoch 14: train loss 0.5201178274371407 Epoch 14: val loss 0.6122680306434631 Epoch 15: train loss 0.5056956004012715 Epoch 15: val loss 0.5952624082565308 Epoch 16: train loss 0.49805944887074555 Epoch 16: val loss 0.6009247303009033 Epoch 17: train loss 0.49496655843474646 Epoch 17: val loss 0.6087963581085205 Epoch 18: train loss 0.4781893247907812 Epoch 18: val loss 0.6044150590896606 Epoch 19: train loss 0.4650252976200797 Epoch 19: val loss 0.5989901423454285 Epoch 20: train loss 0.49272838776761835 Epoch 20: val loss 0.6200529336929321 Epoch 21: train loss 0.4759530181234533 Epoch 21: val loss 0.5845651030540466 Epoch 22: train loss 0.43893416632305493 Epoch 22: val loss 0.5806769728660583 Epoch 23: train loss 0.43195636434988544 Epoch 23: val loss 0.5901691913604736 Epoch 24: train loss 0.4116896688938141 Epoch 24: val loss 0.5885148644447327
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947167244824496 Epoch 0: val loss 0.6611711382865906 Epoch 1: train loss 0.6573253219777887 Epoch 1: val loss 0.6437986493110657 Epoch 2: train loss 0.641872682354667 Epoch 2: val loss 0.6349120140075684 Epoch 3: train loss 0.6103308580138467 Epoch 3: val loss 0.6318323016166687 Epoch 4: train loss 0.5945394689386542 Epoch 4: val loss 0.6320297718048096 Epoch 5: train loss 0.5927816087549383 Epoch 5: val loss 0.6331959366798401 Epoch 6: train loss 0.573696022683924 Epoch 6: val loss 0.6297816634178162 Epoch 7: train loss 0.5562994534319098 Epoch 7: val loss 0.6262884736061096 Epoch 8: train loss 0.5365738110108809 Epoch 8: val loss 0.6283829808235168 Epoch 9: train loss 0.5312655026262457 Epoch 9: val loss 0.6387051939964294 Epoch 10: train loss 0.5179675221443176 Epoch 10: val loss 0.6465922594070435 Epoch 11: train loss 0.5058791935443878 Epoch 11: val loss 0.64168381690979 Epoch 12: train loss 0.49844601479443634 Epoch 12: val loss 0.6444569230079651 Epoch 13: train loss 0.4836339598352259 Epoch 13: val loss 0.6581485271453857 Epoch 14: train loss 0.4602478254925121 Epoch 14: val loss 0.6603043079376221 Epoch 15: train loss 0.4546104669570923 Epoch 15: val loss 0.6806429624557495 Epoch 16: train loss 0.4579325264150446 Epoch 16: val loss 0.668458878993988 Epoch 17: train loss 0.442563460631804 Epoch 17: val loss 0.6652238368988037 Epoch 18: train loss 0.4403684816577218 Epoch 18: val loss 0.6707860827445984 Epoch 19: train loss 0.43634663928638806 Epoch 19: val loss 0.672788679599762 Epoch 20: train loss 0.4497100521217693 Epoch 20: val loss 0.6826445460319519 Epoch 21: train loss 0.42199835452166473 Epoch 21: val loss 0.6898224949836731 Epoch 22: train loss 0.39198709617961536 Epoch 22: val loss 0.687404215335846 Epoch 23: train loss 0.4174171875823628 Epoch 23: val loss 0.6876744031906128 Epoch 24: train loss 0.40156135775826196 Epoch 24: val loss 0.6967514157295227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6913542071978251 Epoch 0: val loss 0.6636379361152649 Epoch 1: train loss 0.6444607853889466 Epoch 1: val loss 0.6340838670730591 Epoch 2: train loss 0.6141133467356364 Epoch 2: val loss 0.6121537089347839 Epoch 3: train loss 0.5850724577903748 Epoch 3: val loss 0.5986572504043579 Epoch 4: train loss 0.5727681060632069 Epoch 4: val loss 0.5826910138130188 Epoch 5: train loss 0.5710569858551026 Epoch 5: val loss 0.5747514367103577 Epoch 6: train loss 0.5446860134601593 Epoch 6: val loss 0.5631324052810669 Epoch 7: train loss 0.5426039040088654 Epoch 7: val loss 0.5550897717475891 Epoch 8: train loss 0.5562240302562713 Epoch 8: val loss 0.5463554859161377 Epoch 9: train loss 0.5251211404800415 Epoch 9: val loss 0.5411392450332642 Epoch 10: train loss 0.5310855607191721 Epoch 10: val loss 0.5411083698272705 Epoch 11: train loss 0.5080504477024078 Epoch 11: val loss 0.5356649160385132 Epoch 12: train loss 0.49794143239657085 Epoch 12: val loss 0.5334577560424805 Epoch 13: train loss 0.502815047899882 Epoch 13: val loss 0.5304841995239258 Epoch 14: train loss 0.4902139981587728 Epoch 14: val loss 0.5313588976860046 Epoch 15: train loss 0.4630489468574524 Epoch 15: val loss 0.5315033197402954 Epoch 16: train loss 0.48954544464747113 Epoch 16: val loss 0.523037314414978 Epoch 17: train loss 0.47339120507240295 Epoch 17: val loss 0.5176958441734314 Epoch 18: train loss 0.455628909667333 Epoch 18: val loss 0.5223866701126099 Epoch 19: train loss 0.46654436389605203 Epoch 19: val loss 0.527847945690155 Epoch 20: train loss 0.4602445463339488 Epoch 20: val loss 0.5255240797996521 Epoch 21: train loss 0.4563679734865824 Epoch 21: val loss 0.533469557762146
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911314576864243 Epoch 0: val loss 0.6825025677680969 Epoch 1: train loss 0.673189510901769 Epoch 1: val loss 0.6725843548774719 Epoch 2: train loss 0.6304133385419846 Epoch 2: val loss 0.6599395275115967 Epoch 3: train loss 0.6366218626499176 Epoch 3: val loss 0.6493605971336365 Epoch 4: train loss 0.6083256502946218 Epoch 4: val loss 0.6326615214347839 Epoch 5: train loss 0.6024045273661613 Epoch 5: val loss 0.6137104630470276 Epoch 6: train loss 0.5671615600585938 Epoch 6: val loss 0.6082587242126465 Epoch 7: train loss 0.5668399607141813 Epoch 7: val loss 0.6063717007637024 Epoch 8: train loss 0.5661595165729523 Epoch 8: val loss 0.6037668585777283 Epoch 9: train loss 0.5508915583292643 Epoch 9: val loss 0.5954201221466064 Epoch 10: train loss 0.5526745766401291 Epoch 10: val loss 0.5963129997253418 Epoch 11: train loss 0.5332269718249639 Epoch 11: val loss 0.5945206880569458 Epoch 12: train loss 0.5372655391693115 Epoch 12: val loss 0.5844286680221558 Epoch 13: train loss 0.49054306248823804 Epoch 13: val loss 0.5971725583076477 Epoch 14: train loss 0.5076136539379755 Epoch 14: val loss 0.5980964303016663 Epoch 15: train loss 0.48910562694072723 Epoch 15: val loss 0.5985100865364075 Epoch 16: train loss 0.46695518245299655 Epoch 16: val loss 0.5938487648963928 Epoch 17: train loss 0.49749897917111713 Epoch 17: val loss 0.6006807684898376 Epoch 18: train loss 0.49576400468746823 Epoch 18: val loss 0.5998364090919495 Epoch 19: train loss 0.4978264346718788 Epoch 19: val loss 0.6072975397109985 Epoch 20: train loss 0.4671722625692685 Epoch 20: val loss 0.6092376708984375 Epoch 21: train loss 0.45927243183056515 Epoch 21: val loss 0.6094796061515808 Epoch 22: train loss 0.42128801097472507 Epoch 22: val loss 0.6383342742919922 Epoch 23: train loss 0.4412222007910411 Epoch 23: val loss 0.635943591594696 Epoch 24: train loss 0.43782397359609604 Epoch 24: val loss 0.6293297410011292
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7013202011585236 Epoch 0: val loss 0.6802345514297485 Epoch 1: train loss 0.6796231269836426 Epoch 1: val loss 0.6736773252487183 Epoch 2: train loss 0.6553741991519928 Epoch 2: val loss 0.6616125702857971 Epoch 3: train loss 0.632755383849144 Epoch 3: val loss 0.6558367013931274 Epoch 4: train loss 0.6250260323286057 Epoch 4: val loss 0.6480039358139038 Epoch 5: train loss 0.5993000020583471 Epoch 5: val loss 0.6435130834579468 Epoch 6: train loss 0.5857568085193634 Epoch 6: val loss 0.6363030672073364 Epoch 7: train loss 0.5872199585040411 Epoch 7: val loss 0.6422848105430603 Epoch 8: train loss 0.5765719736615816 Epoch 8: val loss 0.6303130388259888 Epoch 9: train loss 0.5637989764412245 Epoch 9: val loss 0.6264345645904541 Epoch 10: train loss 0.5559277633825938 Epoch 10: val loss 0.6207036375999451 Epoch 11: train loss 0.5459059923887253 Epoch 11: val loss 0.6338589191436768 Epoch 12: train loss 0.558908554414908 Epoch 12: val loss 0.6240131855010986 Epoch 13: train loss 0.5199599216381708 Epoch 13: val loss 0.6296254396438599 Epoch 14: train loss 0.5184998661279678 Epoch 14: val loss 0.6221817135810852 Epoch 15: train loss 0.5263075605034828 Epoch 15: val loss 0.6278434991836548 Epoch 16: train loss 0.5049908459186554 Epoch 16: val loss 0.6155039072036743 Epoch 17: train loss 0.5088899061083794 Epoch 17: val loss 0.6168713569641113 Epoch 18: train loss 0.4992003267010053 Epoch 18: val loss 0.6122696995735168 Epoch 19: train loss 0.49686333785454434 Epoch 19: val loss 0.6150347590446472 Epoch 20: train loss 0.4838279038667679 Epoch 20: val loss 0.6282294392585754 Epoch 21: train loss 0.4922835131486257 Epoch 21: val loss 0.619568943977356 Epoch 22: train loss 0.4624988908569018 Epoch 22: val loss 0.6301746368408203 Epoch 23: train loss 0.4723445425430934 Epoch 23: val loss 0.642616868019104 Epoch 24: train loss 0.452974612514178 Epoch 24: val loss 0.6354358196258545
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6889120936393738 Epoch 0: val loss 0.6754084825515747 Epoch 1: train loss 0.6471547732750574 Epoch 1: val loss 0.6712099313735962 Epoch 2: train loss 0.6266786356767019 Epoch 2: val loss 0.6633244156837463 Epoch 3: train loss 0.6065461412072182 Epoch 3: val loss 0.667029082775116 Epoch 4: train loss 0.5845586756865183 Epoch 4: val loss 0.6639652252197266 Epoch 5: train loss 0.580798956255118 Epoch 5: val loss 0.6667328476905823 Epoch 6: train loss 0.5592950060963631 Epoch 6: val loss 0.6872013211250305 Epoch 7: train loss 0.5501112168033918 Epoch 7: val loss 0.7146934866905212 Epoch 8: train loss 0.5300284971793493 Epoch 8: val loss 0.7016608715057373 Epoch 9: train loss 0.5222592279314995 Epoch 9: val loss 0.7164537310600281 Epoch 10: train loss 0.5252333184083303 Epoch 10: val loss 0.7045983672142029 Epoch 11: train loss 0.5135456795493761 Epoch 11: val loss 0.6964308023452759 Epoch 12: train loss 0.5244332253932953 Epoch 12: val loss 0.7134819626808167 Epoch 13: train loss 0.50834887723128 Epoch 13: val loss 0.7021797895431519 Epoch 14: train loss 0.5011031677325567 Epoch 14: val loss 0.7050526142120361 Epoch 15: train loss 0.5107221007347107 Epoch 15: val loss 0.720172107219696 Epoch 16: train loss 0.5074828217426935 Epoch 16: val loss 0.7135604023933411 Epoch 17: train loss 0.4787105719248454 Epoch 17: val loss 0.6955708861351013 Epoch 18: train loss 0.4716852183143298 Epoch 18: val loss 0.7263790369033813 Epoch 19: train loss 0.43408821274836856 Epoch 19: val loss 0.7033222913742065 Epoch 20: train loss 0.4542086099584897 Epoch 20: val loss 0.7332539558410645 Epoch 21: train loss 0.4656191443403562 Epoch 21: val loss 0.7250549793243408 Epoch 22: train loss 0.45892294496297836 Epoch 22: val loss 0.7259492874145508 Epoch 23: train loss 0.4410523722569148 Epoch 23: val loss 0.7517666220664978 Epoch 24: train loss 0.4470098565022151 Epoch 24: val loss 0.7316298484802246
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7036030540863673 Epoch 0: val loss 0.6830357313156128 Epoch 1: train loss 0.6679204006989797 Epoch 1: val loss 0.6714639663696289 Epoch 2: train loss 0.6647192637125651 Epoch 2: val loss 0.6578086018562317 Epoch 3: train loss 0.6368925720453262 Epoch 3: val loss 0.6479817032814026 Epoch 4: train loss 0.623074471950531 Epoch 4: val loss 0.6357454061508179 Epoch 5: train loss 0.6131918181975683 Epoch 5: val loss 0.6262315511703491 Epoch 6: train loss 0.5889996141195297 Epoch 6: val loss 0.6211484670639038 Epoch 7: train loss 0.5890020132064819 Epoch 7: val loss 0.6114968657493591 Epoch 8: train loss 0.5812069301803907 Epoch 8: val loss 0.6036922335624695 Epoch 9: train loss 0.5951236461599668 Epoch 9: val loss 0.5864731073379517 Epoch 10: train loss 0.565448726216952 Epoch 10: val loss 0.5873284935951233 Epoch 11: train loss 0.5806227723757426 Epoch 11: val loss 0.59858638048172 Epoch 12: train loss 0.5611090088884035 Epoch 12: val loss 0.5822144150733948 Epoch 13: train loss 0.5512359688679377 Epoch 13: val loss 0.5774935483932495 Epoch 14: train loss 0.5425901437799135 Epoch 14: val loss 0.5829712152481079 Epoch 15: train loss 0.5340954785545667 Epoch 15: val loss 0.5727633833885193 Epoch 16: train loss 0.5423775489131609 Epoch 16: val loss 0.5792460441589355 Epoch 17: train loss 0.5256324435273806 Epoch 17: val loss 0.5740101337432861 Epoch 18: train loss 0.5347596953312556 Epoch 18: val loss 0.5735355019569397 Epoch 19: train loss 0.5120782976349195 Epoch 19: val loss 0.5875739455223083 Epoch 20: train loss 0.514898270368576 Epoch 20: val loss 0.5747238397598267 Epoch 21: train loss 0.5136043727397919 Epoch 21: val loss 0.574522852897644 Epoch 22: train loss 0.48879098395506543 Epoch 22: val loss 0.570759654045105 Epoch 23: train loss 0.4909730652968089 Epoch 23: val loss 0.5713079571723938 Epoch 24: train loss 0.5110708599289259 Epoch 24: val loss 0.568972647190094
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7072016671299934 Epoch 0: val loss 0.6922353506088257 Epoch 1: train loss 0.6882416270673275 Epoch 1: val loss 0.689360499382019 Epoch 2: train loss 0.6720459200441837 Epoch 2: val loss 0.6808413863182068 Epoch 3: train loss 0.6629010029137135 Epoch 3: val loss 0.6681305170059204 Epoch 4: train loss 0.6357189826667309 Epoch 4: val loss 0.6659985184669495 Epoch 5: train loss 0.6379783041775227 Epoch 5: val loss 0.6333150863647461 Epoch 6: train loss 0.604147594422102 Epoch 6: val loss 0.6239330768585205 Epoch 7: train loss 0.5837250184267759 Epoch 7: val loss 0.6171749234199524 Epoch 8: train loss 0.5813973527401686 Epoch 8: val loss 0.6053635478019714 Epoch 9: train loss 0.5796682052314281 Epoch 9: val loss 0.6076493859291077 Epoch 10: train loss 0.5472414027899504 Epoch 10: val loss 0.6101874113082886 Epoch 11: train loss 0.5242684986442327 Epoch 11: val loss 0.6009299755096436 Epoch 12: train loss 0.534743333235383 Epoch 12: val loss 0.609316885471344 Epoch 13: train loss 0.5120798926800489 Epoch 13: val loss 0.600849449634552 Epoch 14: train loss 0.5099592991173267 Epoch 14: val loss 0.6096600294113159 Epoch 15: train loss 0.49168508127331734 Epoch 15: val loss 0.608616054058075 Epoch 16: train loss 0.49602415412664413 Epoch 16: val loss 0.6192167401313782
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914139886697134 Epoch 0: val loss 0.6834625601768494 Epoch 1: train loss 0.6743836800257365 Epoch 1: val loss 0.6746180653572083 Epoch 2: train loss 0.6651380956172943 Epoch 2: val loss 0.6674185395240784 Epoch 3: train loss 0.664196973045667 Epoch 3: val loss 0.6637776494026184 Epoch 4: train loss 0.648890033364296 Epoch 4: val loss 0.6548616886138916 Epoch 5: train loss 0.6400537739197413 Epoch 5: val loss 0.6502265334129333 Epoch 6: train loss 0.6285851101080576 Epoch 6: val loss 0.6451054215431213 Epoch 7: train loss 0.6228661835193634 Epoch 7: val loss 0.6406356692314148 Epoch 8: train loss 0.6167655338843664 Epoch 8: val loss 0.6386078596115112 Epoch 9: train loss 0.6316552013158798 Epoch 9: val loss 0.6283093690872192 Epoch 10: train loss 0.6150790055592855 Epoch 10: val loss 0.6230061650276184 Epoch 11: train loss 0.6021616806586584 Epoch 11: val loss 0.6238342523574829 Epoch 12: train loss 0.5943472186724345 Epoch 12: val loss 0.6239378452301025 Epoch 13: train loss 0.5876249621311823 Epoch 13: val loss 0.6235608458518982 Epoch 14: train loss 0.5888163397709528 Epoch 14: val loss 0.62342369556427 Epoch 15: train loss 0.5773536389072736 Epoch 15: val loss 0.616912841796875 Epoch 16: train loss 0.598168800274531 Epoch 16: val loss 0.6131408214569092 Epoch 17: train loss 0.5807970489064852 Epoch 17: val loss 0.6168954968452454 Epoch 18: train loss 0.5825861295064291 Epoch 18: val loss 0.6252034306526184 Epoch 19: train loss 0.5665400897463163 Epoch 19: val loss 0.6150674223899841 Epoch 20: train loss 0.5657083342472712 Epoch 20: val loss 0.6112444996833801 Epoch 21: train loss 0.5744030227263769 Epoch 21: val loss 0.6149119138717651 Epoch 22: train loss 0.5507005254427592 Epoch 22: val loss 0.6165651082992554 Epoch 23: train loss 0.5474225953221321 Epoch 23: val loss 0.620577871799469 Epoch 24: train loss 0.5642330497503281 Epoch 24: val loss 0.6256653070449829
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7148490796486536 Epoch 0: val loss 0.7047644257545471 Epoch 1: train loss 0.6812839557727178 Epoch 1: val loss 0.6966182589530945 Epoch 2: train loss 0.6843069990475973 Epoch 2: val loss 0.6875430345535278 Epoch 3: train loss 0.651671494046847 Epoch 3: val loss 0.6763914227485657 Epoch 4: train loss 0.6486286719640096 Epoch 4: val loss 0.6633499264717102 Epoch 5: train loss 0.634740799665451 Epoch 5: val loss 0.6538270711898804 Epoch 6: train loss 0.6206279744704565 Epoch 6: val loss 0.647535502910614 Epoch 7: train loss 0.6250961075226465 Epoch 7: val loss 0.6498870253562927 Epoch 8: train loss 0.6139616519212723 Epoch 8: val loss 0.650545060634613 Epoch 9: train loss 0.6034392615159353 Epoch 9: val loss 0.6489801406860352 Epoch 10: train loss 0.5985808918873469 Epoch 10: val loss 0.6460549831390381 Epoch 11: train loss 0.5930102045337359 Epoch 11: val loss 0.6416113376617432 Epoch 12: train loss 0.58348515133063 Epoch 12: val loss 0.6441880464553833 Epoch 13: train loss 0.5642387991150221 Epoch 13: val loss 0.6433959007263184 Epoch 14: train loss 0.5700941706697146 Epoch 14: val loss 0.6499043107032776 Epoch 15: train loss 0.5671919360756874 Epoch 15: val loss 0.6493493318557739 Epoch 16: train loss 0.5716598307092985 Epoch 16: val loss 0.6496273279190063 Epoch 17: train loss 0.5627587760488192 Epoch 17: val loss 0.6529049277305603 Epoch 18: train loss 0.558292622367541 Epoch 18: val loss 0.6487055420875549 Epoch 19: train loss 0.5588574185967445 Epoch 19: val loss 0.6561379432678223 Epoch 20: train loss 0.5491372471054395 Epoch 20: val loss 0.6755867600440979 Epoch 21: train loss 0.5572607119878134 Epoch 21: val loss 0.6626776456832886 Epoch 22: train loss 0.5515079920490583 Epoch 22: val loss 0.6562016606330872 Epoch 23: train loss 0.5451325153311094 Epoch 23: val loss 0.6597931385040283 Epoch 24: train loss 0.5503738075494766 Epoch 24: val loss 0.6591179966926575
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022060453891754 Epoch 0: val loss 0.6909539103507996 Epoch 1: train loss 0.6822100381056467 Epoch 1: val loss 0.6836454272270203 Epoch 2: train loss 0.6655366172393163 Epoch 2: val loss 0.6805263161659241 Epoch 3: train loss 0.6504078755776087 Epoch 3: val loss 0.6742737293243408 Epoch 4: train loss 0.6483154793580373 Epoch 4: val loss 0.6706365346908569 Epoch 5: train loss 0.6379986107349396 Epoch 5: val loss 0.6641629934310913 Epoch 6: train loss 0.6270595441261927 Epoch 6: val loss 0.6583095788955688 Epoch 7: train loss 0.6124821652968725 Epoch 7: val loss 0.6574652194976807 Epoch 8: train loss 0.6137903680404028 Epoch 8: val loss 0.6599494814872742 Epoch 9: train loss 0.5950663983821869 Epoch 9: val loss 0.6585458517074585 Epoch 10: train loss 0.5918615361054739 Epoch 10: val loss 0.6645622849464417 Epoch 11: train loss 0.5648175949851671 Epoch 11: val loss 0.6657065153121948 Epoch 12: train loss 0.5804687117536863 Epoch 12: val loss 0.6744390726089478 Epoch 13: train loss 0.5671614011128744 Epoch 13: val loss 0.680779218673706 Epoch 14: train loss 0.5629171753923098 Epoch 14: val loss 0.6812617778778076 Epoch 15: train loss 0.5671191687385241 Epoch 15: val loss 0.6932092905044556 Epoch 16: train loss 0.5728164613246918 Epoch 16: val loss 0.7016922235488892 Epoch 17: train loss 0.5599213019013405 Epoch 17: val loss 0.699639618396759 Epoch 18: train loss 0.5491271515687307 Epoch 18: val loss 0.691066563129425 Epoch 19: train loss 0.5801266307632128 Epoch 19: val loss 0.6822543144226074 Epoch 20: train loss 0.5491710205872854 Epoch 20: val loss 0.6858173608779907 Epoch 21: train loss 0.5475313340624174 Epoch 21: val loss 0.7043710947036743 Epoch 22: train loss 0.5290654400984446 Epoch 22: val loss 0.720663845539093 Epoch 23: train loss 0.5342918237050375 Epoch 23: val loss 0.708823561668396 Epoch 24: train loss 0.5122640331586202 Epoch 24: val loss 0.7101185917854309
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6991468320290247 Epoch 0: val loss 0.7038863301277161 Epoch 1: train loss 0.6758468002080917 Epoch 1: val loss 0.696627140045166 Epoch 2: train loss 0.6682403087615967 Epoch 2: val loss 0.6865413188934326 Epoch 3: train loss 0.6583859523137411 Epoch 3: val loss 0.6820281147956848 Epoch 4: train loss 0.652646486957868 Epoch 4: val loss 0.6644681096076965 Epoch 5: train loss 0.6135000040133795 Epoch 5: val loss 0.6605992913246155 Epoch 6: train loss 0.6115842660268148 Epoch 6: val loss 0.6578713059425354 Epoch 7: train loss 0.6131346821784973 Epoch 7: val loss 0.6563964486122131 Epoch 8: train loss 0.6028608530759811 Epoch 8: val loss 0.6515985727310181 Epoch 9: train loss 0.5936626295248667 Epoch 9: val loss 0.6585631966590881 Epoch 10: train loss 0.5792637666066488 Epoch 10: val loss 0.6721457839012146 Epoch 11: train loss 0.5610940977931023 Epoch 11: val loss 0.677485466003418 Epoch 12: train loss 0.5757120524843534 Epoch 12: val loss 0.663112223148346 Epoch 13: train loss 0.5706460078557333 Epoch 13: val loss 0.6728990077972412 Epoch 14: train loss 0.5480078111092249 Epoch 14: val loss 0.6776129007339478 Epoch 15: train loss 0.5546945134798685 Epoch 15: val loss 0.6671538352966309 Epoch 16: train loss 0.5426928202311198 Epoch 16: val loss 0.7060050964355469 Epoch 17: train loss 0.5365230912963549 Epoch 17: val loss 0.7044540047645569 Epoch 18: train loss 0.5257934977610906 Epoch 18: val loss 0.6972565054893494 Epoch 19: train loss 0.533592571814855 Epoch 19: val loss 0.6907318234443665 Epoch 20: train loss 0.5159587984283766 Epoch 20: val loss 0.7028329372406006 Epoch 21: train loss 0.5235969896117846 Epoch 21: val loss 0.6994880437850952 Epoch 22: train loss 0.522330068051815 Epoch 22: val loss 0.6907343864440918 Epoch 23: train loss 0.5492631097634634 Epoch 23: val loss 0.691758930683136 Epoch 24: train loss 0.5283631806572279 Epoch 24: val loss 0.7387483716011047
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7120070904493332 Epoch 0: val loss 0.6794268488883972 Epoch 1: train loss 0.678118135780096 Epoch 1: val loss 0.6604376435279846 Epoch 2: train loss 0.6749688945710659 Epoch 2: val loss 0.6522242426872253 Epoch 3: train loss 0.6584829464554787 Epoch 3: val loss 0.6456199288368225 Epoch 4: train loss 0.6440032497048378 Epoch 4: val loss 0.6322177648544312 Epoch 5: train loss 0.6338797882199287 Epoch 5: val loss 0.6231033205986023 Epoch 6: train loss 0.622748214751482 Epoch 6: val loss 0.618834912776947 Epoch 7: train loss 0.6265602670609951 Epoch 7: val loss 0.618483304977417 Epoch 8: train loss 0.6083454079926014 Epoch 8: val loss 0.6158443093299866 Epoch 9: train loss 0.6078791134059429 Epoch 9: val loss 0.606871485710144 Epoch 10: train loss 0.5836839899420738 Epoch 10: val loss 0.6056838631629944 Epoch 11: train loss 0.5853307377547026 Epoch 11: val loss 0.6147308945655823 Epoch 12: train loss 0.5837209634482861 Epoch 12: val loss 0.6167005300521851 Epoch 13: train loss 0.5892173051834106 Epoch 13: val loss 0.6092445254325867
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963689273053949 Epoch 0: val loss 0.659241259098053 Epoch 1: train loss 0.669476872140711 Epoch 1: val loss 0.6455071568489075 Epoch 2: train loss 0.6434249119325117 Epoch 2: val loss 0.6395721435546875 Epoch 3: train loss 0.6400227059017528 Epoch 3: val loss 0.6334786415100098 Epoch 4: train loss 0.6412418701431968 Epoch 4: val loss 0.6272745728492737 Epoch 5: train loss 0.6285487792708657 Epoch 5: val loss 0.6269303560256958 Epoch 6: train loss 0.6198715188286521 Epoch 6: val loss 0.6256341338157654 Epoch 7: train loss 0.6006193486126986 Epoch 7: val loss 0.6253150701522827 Epoch 8: train loss 0.5914695750583302 Epoch 8: val loss 0.6242445111274719 Epoch 9: train loss 0.5889259685169567 Epoch 9: val loss 0.6206706762313843 Epoch 10: train loss 0.5950658863241022 Epoch 10: val loss 0.6221460103988647 Epoch 11: train loss 0.5705520375208422 Epoch 11: val loss 0.6326039433479309 Epoch 12: train loss 0.5759403732689944 Epoch 12: val loss 0.6293234825134277 Epoch 13: train loss 0.5741136236624285 Epoch 13: val loss 0.6279045343399048 Epoch 14: train loss 0.5704918259924109 Epoch 14: val loss 0.636380672454834 Epoch 15: train loss 0.5699731219898571 Epoch 15: val loss 0.6344069242477417 Epoch 16: train loss 0.557086394591765 Epoch 16: val loss 0.6363877654075623 Epoch 17: train loss 0.5300816162066027 Epoch 17: val loss 0.638333261013031 Epoch 18: train loss 0.5206837410276587 Epoch 18: val loss 0.644340455532074 Epoch 19: train loss 0.5474990633401003 Epoch 19: val loss 0.6434743404388428 Epoch 20: train loss 0.5488569899038835 Epoch 20: val loss 0.6477879881858826 Epoch 21: train loss 0.5275141623887148 Epoch 21: val loss 0.649564802646637 Epoch 22: train loss 0.5366136187856848 Epoch 22: val loss 0.6596696376800537 Epoch 23: train loss 0.5211059505289252 Epoch 23: val loss 0.6473221778869629 Epoch 24: train loss 0.5467728132551367 Epoch 24: val loss 0.6404786109924316
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6928482976826754 Epoch 0: val loss 0.6968457102775574 Epoch 1: train loss 0.6704381216656078 Epoch 1: val loss 0.6958281993865967 Epoch 2: train loss 0.6444998491894115 Epoch 2: val loss 0.6990887522697449 Epoch 3: train loss 0.6475478464906866 Epoch 3: val loss 0.696407675743103 Epoch 4: train loss 0.642528544772755 Epoch 4: val loss 0.6881410479545593 Epoch 5: train loss 0.6270142793655396 Epoch 5: val loss 0.6816055774688721 Epoch 6: train loss 0.6179341348734769 Epoch 6: val loss 0.6750407218933105 Epoch 7: train loss 0.6002531918612394 Epoch 7: val loss 0.6665829420089722 Epoch 8: train loss 0.6026881879026239 Epoch 8: val loss 0.6650662422180176 Epoch 9: train loss 0.5839207172393799 Epoch 9: val loss 0.6535637974739075 Epoch 10: train loss 0.5881833705035123 Epoch 10: val loss 0.6547113060951233 Epoch 11: train loss 0.6006572382016615 Epoch 11: val loss 0.6563991904258728 Epoch 12: train loss 0.5596073947169564 Epoch 12: val loss 0.6557989120483398 Epoch 13: train loss 0.5740536017851396 Epoch 13: val loss 0.6531698107719421 Epoch 14: train loss 0.5737840099768206 Epoch 14: val loss 0.6569570899009705 Epoch 15: train loss 0.5451277060942217 Epoch 15: val loss 0.6593507528305054 Epoch 16: train loss 0.5518603135238994 Epoch 16: val loss 0.6591172218322754 Epoch 17: train loss 0.5229135995561426 Epoch 17: val loss 0.6606531143188477 Epoch 18: train loss 0.523720608516173 Epoch 18: val loss 0.6585564613342285 Epoch 19: train loss 0.5359471304850145 Epoch 19: val loss 0.6721549034118652 Epoch 20: train loss 0.5316615998744965 Epoch 20: val loss 0.6773472428321838 Epoch 21: train loss 0.5037675933404402 Epoch 21: val loss 0.6736273765563965 Epoch 22: train loss 0.5272375751625408 Epoch 22: val loss 0.6731009483337402 Epoch 23: train loss 0.48930502750656824 Epoch 23: val loss 0.6846640110015869 Epoch 24: train loss 0.5182567076249556 Epoch 24: val loss 0.68559730052948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012880011038347 Epoch 0: val loss 0.6825505495071411 Epoch 1: train loss 0.6772007996385748 Epoch 1: val loss 0.6761054396629333 Epoch 2: train loss 0.662914595820687 Epoch 2: val loss 0.6700925827026367 Epoch 3: train loss 0.642995455048301 Epoch 3: val loss 0.6652451157569885 Epoch 4: train loss 0.636693152514371 Epoch 4: val loss 0.6656736731529236 Epoch 5: train loss 0.6253233443606984 Epoch 5: val loss 0.6630756855010986 Epoch 6: train loss 0.6331481229175221 Epoch 6: val loss 0.6602568626403809 Epoch 7: train loss 0.6197344660758972 Epoch 7: val loss 0.6602947115898132 Epoch 8: train loss 0.620044160972942 Epoch 8: val loss 0.661496639251709 Epoch 9: train loss 0.5954630212350325 Epoch 9: val loss 0.6620672941207886 Epoch 10: train loss 0.5869365686720068 Epoch 10: val loss 0.6645933389663696 Epoch 11: train loss 0.5864955322308973 Epoch 11: val loss 0.667989194393158 Epoch 12: train loss 0.5932439457286488 Epoch 12: val loss 0.6736867427825928 Epoch 13: train loss 0.5797601613131437 Epoch 13: val loss 0.6671798229217529 Epoch 14: train loss 0.5662641769105737 Epoch 14: val loss 0.6704117059707642 Epoch 15: train loss 0.5729761232029308 Epoch 15: val loss 0.6675761938095093 Epoch 16: train loss 0.5361286835236982 Epoch 16: val loss 0.6706046462059021 Epoch 17: train loss 0.5632035786455328 Epoch 17: val loss 0.6788830161094666 Epoch 18: train loss 0.557977329600941 Epoch 18: val loss 0.678576648235321 Epoch 19: train loss 0.5670867237177762 Epoch 19: val loss 0.6770384311676025 Epoch 20: train loss 0.5358369431712411 Epoch 20: val loss 0.6769266128540039 Epoch 21: train loss 0.5514705262400887 Epoch 21: val loss 0.6800002455711365 Epoch 22: train loss 0.5549125183712352 Epoch 22: val loss 0.6829796433448792 Epoch 23: train loss 0.5342694602229379 Epoch 23: val loss 0.6781296730041504 Epoch 24: train loss 0.5359313677657734 Epoch 24: val loss 0.6807091236114502
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000151872634888 Epoch 0: val loss 0.6896883249282837 Epoch 1: train loss 0.6626138362017545 Epoch 1: val loss 0.6858832836151123 Epoch 2: train loss 0.6465036435560747 Epoch 2: val loss 0.6894273161888123 Epoch 3: train loss 0.6315303119746122 Epoch 3: val loss 0.6932690143585205 Epoch 4: train loss 0.6132467605850913 Epoch 4: val loss 0.6939228773117065 Epoch 5: train loss 0.599022009155967 Epoch 5: val loss 0.6921176314353943 Epoch 6: train loss 0.5973884246566079 Epoch 6: val loss 0.6926069855690002 Epoch 7: train loss 0.593902360309254 Epoch 7: val loss 0.6853699684143066 Epoch 8: train loss 0.5900569043376229 Epoch 8: val loss 0.6835634112358093 Epoch 9: train loss 0.583113280209628 Epoch 9: val loss 0.6890575289726257 Epoch 10: train loss 0.5735327086665414 Epoch 10: val loss 0.6827759146690369 Epoch 11: train loss 0.5564732578667727 Epoch 11: val loss 0.6705717444419861 Epoch 12: train loss 0.5718062709678303 Epoch 12: val loss 0.672812819480896 Epoch 13: train loss 0.5582093054598029 Epoch 13: val loss 0.6775169968605042 Epoch 14: train loss 0.5435246689753099 Epoch 14: val loss 0.6626418232917786 Epoch 15: train loss 0.5480153994126753 Epoch 15: val loss 0.6631078124046326 Epoch 16: train loss 0.542991808869622 Epoch 16: val loss 0.6724898219108582 Epoch 17: train loss 0.5373122014782645 Epoch 17: val loss 0.6555972099304199 Epoch 18: train loss 0.527627397667278 Epoch 18: val loss 0.6544854640960693 Epoch 19: train loss 0.5120265294205059 Epoch 19: val loss 0.6619125604629517 Epoch 20: train loss 0.5307181640104814 Epoch 20: val loss 0.6514999270439148 Epoch 21: train loss 0.4932927570559762 Epoch 21: val loss 0.6593860387802124 Epoch 22: train loss 0.5262041173198007 Epoch 22: val loss 0.6681622266769409 Epoch 23: train loss 0.48524806716225366 Epoch 23: val loss 0.6504706144332886 Epoch 24: train loss 0.5131693915887312 Epoch 24: val loss 0.658473551273346
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6885567108790079 Epoch 0: val loss 0.6894442439079285 Epoch 1: train loss 0.6785718162854513 Epoch 1: val loss 0.6910766959190369 Epoch 2: train loss 0.6435010155042012 Epoch 2: val loss 0.6724573373794556 Epoch 3: train loss 0.6478464166323344 Epoch 3: val loss 0.6669495105743408 Epoch 4: train loss 0.6429250558217366 Epoch 4: val loss 0.6556747555732727 Epoch 5: train loss 0.6208815217018128 Epoch 5: val loss 0.6510600447654724 Epoch 6: train loss 0.623618745803833 Epoch 6: val loss 0.6373519897460938 Epoch 7: train loss 0.6174711346626282 Epoch 7: val loss 0.6417691707611084 Epoch 8: train loss 0.5923349738121033 Epoch 8: val loss 0.6398894786834717 Epoch 9: train loss 0.631412543853124 Epoch 9: val loss 0.6267856359481812 Epoch 10: train loss 0.5847436666488648 Epoch 10: val loss 0.6284171938896179 Epoch 11: train loss 0.5660801072915395 Epoch 11: val loss 0.6348053812980652 Epoch 12: train loss 0.5745259284973144 Epoch 12: val loss 0.6244633197784424 Epoch 13: train loss 0.5526282668113709 Epoch 13: val loss 0.6442691087722778 Epoch 14: train loss 0.5471217135588328 Epoch 14: val loss 0.6430740356445312 Epoch 15: train loss 0.6018007477124532 Epoch 15: val loss 0.6395682692527771 Epoch 16: train loss 0.5467474937438965 Epoch 16: val loss 0.6488986015319824 Epoch 17: train loss 0.5391164441903432 Epoch 17: val loss 0.6502245664596558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6854485456760113 Epoch 0: val loss 0.6804928183555603 Epoch 1: train loss 0.6626431254240183 Epoch 1: val loss 0.6654832363128662 Epoch 2: train loss 0.6473872569891123 Epoch 2: val loss 0.6622947454452515 Epoch 3: train loss 0.6458927897306589 Epoch 3: val loss 0.6585273742675781 Epoch 4: train loss 0.637609247977917 Epoch 4: val loss 0.6543835997581482 Epoch 5: train loss 0.6138257475999686 Epoch 5: val loss 0.6569762229919434 Epoch 6: train loss 0.6177736933414752 Epoch 6: val loss 0.6569697856903076 Epoch 7: train loss 0.6179727682700524 Epoch 7: val loss 0.6536474227905273 Epoch 8: train loss 0.6000468364128699 Epoch 8: val loss 0.6547574400901794 Epoch 9: train loss 0.5916547775268555 Epoch 9: val loss 0.6552872061729431 Epoch 10: train loss 0.5895147094359765 Epoch 10: val loss 0.658583402633667 Epoch 11: train loss 0.5720768570899963 Epoch 11: val loss 0.6554344892501831 Epoch 12: train loss 0.5814900810901935 Epoch 12: val loss 0.6533433198928833 Epoch 13: train loss 0.5783046369369214 Epoch 13: val loss 0.6534658074378967 Epoch 14: train loss 0.5754533455922053 Epoch 14: val loss 0.6522299647331238 Epoch 15: train loss 0.5508743272377894 Epoch 15: val loss 0.6551839709281921 Epoch 16: train loss 0.5543995751784399 Epoch 16: val loss 0.6504239439964294 Epoch 17: train loss 0.5722780869557307 Epoch 17: val loss 0.6407856345176697 Epoch 18: train loss 0.5426520567673904 Epoch 18: val loss 0.6396707892417908 Epoch 19: train loss 0.5439846767829015 Epoch 19: val loss 0.646090030670166 Epoch 20: train loss 0.555979474232747 Epoch 20: val loss 0.6468806862831116 Epoch 21: train loss 0.5527345538139343 Epoch 21: val loss 0.6530574560165405 Epoch 22: train loss 0.5528028240570655 Epoch 22: val loss 0.6578921675682068 Epoch 23: train loss 0.5333518523436326 Epoch 23: val loss 0.6561524271965027 Epoch 24: train loss 0.540114517395313 Epoch 24: val loss 0.6561189293861389
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6774519177583548 Epoch 0: val loss 0.7007223963737488 Epoch 1: train loss 0.6662743183282706 Epoch 1: val loss 0.7041190266609192 Epoch 2: train loss 0.6506407948640677 Epoch 2: val loss 0.7086869478225708 Epoch 3: train loss 0.6485366408641522 Epoch 3: val loss 0.7136233448982239 Epoch 4: train loss 0.6298681130776038 Epoch 4: val loss 0.703110933303833 Epoch 5: train loss 0.6183988864605243 Epoch 5: val loss 0.6999835968017578 Epoch 6: train loss 0.6091041289843045 Epoch 6: val loss 0.690923810005188 Epoch 7: train loss 0.6165132201634921 Epoch 7: val loss 0.6996538639068604 Epoch 8: train loss 0.6081957817077637 Epoch 8: val loss 0.6991668939590454 Epoch 9: train loss 0.5943758396001962 Epoch 9: val loss 0.6896787881851196 Epoch 10: train loss 0.5984407411171839 Epoch 10: val loss 0.6887773871421814 Epoch 11: train loss 0.5759735863942367 Epoch 11: val loss 0.691704273223877 Epoch 12: train loss 0.5500445572229532 Epoch 12: val loss 0.7000490427017212 Epoch 13: train loss 0.5633737834600302 Epoch 13: val loss 0.7005895376205444 Epoch 14: train loss 0.540859742806508 Epoch 14: val loss 0.7029229998588562 Epoch 15: train loss 0.5545086585558378 Epoch 15: val loss 0.704809844493866 Epoch 16: train loss 0.563498861514605 Epoch 16: val loss 0.7141030430793762 Epoch 17: train loss 0.5245508230649508 Epoch 17: val loss 0.7003641128540039 Epoch 18: train loss 0.5516330462235671 Epoch 18: val loss 0.7053012847900391 Epoch 19: train loss 0.5320756343694834 Epoch 19: val loss 0.7244254946708679 Epoch 20: train loss 0.5315966972937951 Epoch 20: val loss 0.7237336039543152 Epoch 21: train loss 0.5292757291060227 Epoch 21: val loss 0.7125862836837769 Epoch 22: train loss 0.525022756594878 Epoch 22: val loss 0.7212598323822021 Epoch 23: train loss 0.5013649555353018 Epoch 23: val loss 0.7333277463912964 Epoch 24: train loss 0.5200309111521795 Epoch 24: val loss 0.736156702041626
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6946831528957074 Epoch 0: val loss 0.6875519156455994 Epoch 1: train loss 0.6822728422971872 Epoch 1: val loss 0.675057053565979 Epoch 2: train loss 0.6573985494100131 Epoch 2: val loss 0.6685670018196106 Epoch 3: train loss 0.6527455128156222 Epoch 3: val loss 0.6654133200645447 Epoch 4: train loss 0.6532118320465088 Epoch 4: val loss 0.6546518206596375 Epoch 5: train loss 0.6235055877612188 Epoch 5: val loss 0.6503272652626038 Epoch 6: train loss 0.619434824356666 Epoch 6: val loss 0.6418506503105164 Epoch 7: train loss 0.6095165289365329 Epoch 7: val loss 0.6455343961715698 Epoch 8: train loss 0.6039778452653152 Epoch 8: val loss 0.6416530013084412 Epoch 9: train loss 0.6193328362244827 Epoch 9: val loss 0.6494040489196777 Epoch 10: train loss 0.6200951108565698 Epoch 10: val loss 0.6448771357536316 Epoch 11: train loss 0.5943835217219132 Epoch 11: val loss 0.6472594738006592 Epoch 12: train loss 0.5813232385195218 Epoch 12: val loss 0.6528263688087463 Epoch 13: train loss 0.5670487743157607 Epoch 13: val loss 0.6511268019676208 Epoch 14: train loss 0.5423257603095128 Epoch 14: val loss 0.6572999358177185 Epoch 15: train loss 0.559342432480592 Epoch 15: val loss 0.6681410670280457 Epoch 16: train loss 0.5409820423676417 Epoch 16: val loss 0.6741454601287842 Epoch 17: train loss 0.5440358175681188 Epoch 17: val loss 0.6789085865020752 Epoch 18: train loss 0.5395594674807328 Epoch 18: val loss 0.6918818354606628 Epoch 19: train loss 0.5087698766818414 Epoch 19: val loss 0.6909727454185486 Epoch 20: train loss 0.48923768217747027 Epoch 20: val loss 0.6873296499252319 Epoch 21: train loss 0.5226889458986429 Epoch 21: val loss 0.6896889805793762 Epoch 22: train loss 0.49584911878292376 Epoch 22: val loss 0.6979243755340576 Epoch 23: train loss 0.48549820138857913 Epoch 23: val loss 0.7076789140701294 Epoch 24: train loss 0.48868557581534755 Epoch 24: val loss 0.7166123390197754
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7118986111420852 Epoch 0: val loss 0.6988652944564819 Epoch 1: train loss 0.6873796307123624 Epoch 1: val loss 0.6955141425132751 Epoch 2: train loss 0.6712616911301246 Epoch 2: val loss 0.6889790296554565 Epoch 3: train loss 0.6504034858483535 Epoch 3: val loss 0.6886981129646301 Epoch 4: train loss 0.647984096637139 Epoch 4: val loss 0.6888142228126526 Epoch 5: train loss 0.6379335293403039 Epoch 5: val loss 0.6942059993743896 Epoch 6: train loss 0.623185029396644 Epoch 6: val loss 0.6899765729904175 Epoch 7: train loss 0.6087239797298725 Epoch 7: val loss 0.692011833190918 Epoch 8: train loss 0.6004365728451655 Epoch 8: val loss 0.6916847229003906 Epoch 9: train loss 0.598469289449545 Epoch 9: val loss 0.6972904205322266 Epoch 10: train loss 0.6117245875872098 Epoch 10: val loss 0.6962191462516785 Epoch 11: train loss 0.598942389855018 Epoch 11: val loss 0.6922981142997742 Epoch 12: train loss 0.5795214909773606 Epoch 12: val loss 0.6859161257743835 Epoch 13: train loss 0.5839750720904424 Epoch 13: val loss 0.6928115487098694 Epoch 14: train loss 0.5832701669289515 Epoch 14: val loss 0.6845303177833557 Epoch 15: train loss 0.5794503505413349 Epoch 15: val loss 0.6995229721069336 Epoch 16: train loss 0.5725504755973816 Epoch 16: val loss 0.6883374452590942 Epoch 17: train loss 0.5587884462796725 Epoch 17: val loss 0.6926450729370117 Epoch 18: train loss 0.5697987331793859 Epoch 18: val loss 0.688933253288269 Epoch 19: train loss 0.5583316821318406 Epoch 19: val loss 0.6943895220756531 Epoch 20: train loss 0.5627850294113159 Epoch 20: val loss 0.678930401802063 Epoch 21: train loss 0.5450480534480169 Epoch 21: val loss 0.68107670545578 Epoch 22: train loss 0.549570810336333 Epoch 22: val loss 0.6897905468940735 Epoch 23: train loss 0.5514062436727377 Epoch 23: val loss 0.6805503964424133 Epoch 24: train loss 0.5587243827489706 Epoch 24: val loss 0.6948620080947876
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6961844423237968 Epoch 0: val loss 0.6668087840080261 Epoch 1: train loss 0.6626570996116189 Epoch 1: val loss 0.6541062593460083 Epoch 2: train loss 0.6447491680874544 Epoch 2: val loss 0.6488787531852722 Epoch 3: train loss 0.6321220117456773 Epoch 3: val loss 0.6427255272865295 Epoch 4: train loss 0.6188193594708162 Epoch 4: val loss 0.6358168721199036 Epoch 5: train loss 0.6101193463101107 Epoch 5: val loss 0.6336449980735779 Epoch 6: train loss 0.603817739907433 Epoch 6: val loss 0.6225759983062744 Epoch 7: train loss 0.6036955784348881 Epoch 7: val loss 0.6232026219367981 Epoch 8: train loss 0.5938619866090662 Epoch 8: val loss 0.631934404373169 Epoch 9: train loss 0.590878469102523 Epoch 9: val loss 0.6275364756584167 Epoch 10: train loss 0.5853197171407587 Epoch 10: val loss 0.6232326626777649 Epoch 11: train loss 0.5703831578002256 Epoch 11: val loss 0.6267057061195374 Epoch 12: train loss 0.5951379362274619 Epoch 12: val loss 0.627894937992096 Epoch 13: train loss 0.5632892478914822 Epoch 13: val loss 0.6336910128593445 Epoch 14: train loss 0.5678317108575035 Epoch 14: val loss 0.6351182460784912 Epoch 15: train loss 0.5632099579362309 Epoch 15: val loss 0.6343784332275391 Epoch 16: train loss 0.5665397328488967 Epoch 16: val loss 0.6505028009414673 Epoch 17: train loss 0.5479409396648407 Epoch 17: val loss 0.6447566151618958
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7026612212260565 Epoch 0: val loss 0.6926225423812866 Epoch 1: train loss 0.6928805410861969 Epoch 1: val loss 0.6951883435249329 Epoch 2: train loss 0.6676838546991348 Epoch 2: val loss 0.6970141530036926 Epoch 3: train loss 0.6611607869466146 Epoch 3: val loss 0.6995936632156372 Epoch 4: train loss 0.6467116673787435 Epoch 4: val loss 0.7056960463523865 Epoch 5: train loss 0.6518334299325943 Epoch 5: val loss 0.7125703692436218 Epoch 6: train loss 0.6377587368090948 Epoch 6: val loss 0.7166730761528015 Epoch 7: train loss 0.639177734653155 Epoch 7: val loss 0.7106702327728271 Epoch 8: train loss 0.6353719035784403 Epoch 8: val loss 0.7224909067153931 Epoch 9: train loss 0.6235333432753881 Epoch 9: val loss 0.7263262867927551 Epoch 10: train loss 0.6135033716758093 Epoch 10: val loss 0.732272207736969 Epoch 11: train loss 0.6178281108538309 Epoch 11: val loss 0.718095064163208 Epoch 12: train loss 0.6212977369626363 Epoch 12: val loss 0.7200579643249512 Epoch 13: train loss 0.6163565317789713 Epoch 13: val loss 0.7172105312347412 Epoch 14: train loss 0.6031069954236349 Epoch 14: val loss 0.7214345932006836 Epoch 15: train loss 0.6024865557750066 Epoch 15: val loss 0.7231222987174988 Epoch 16: train loss 0.5800240337848663 Epoch 16: val loss 0.7328062653541565 Epoch 17: train loss 0.5958822766939799 Epoch 17: val loss 0.7228220701217651 Epoch 18: train loss 0.5811891257762909 Epoch 18: val loss 0.714287281036377 Epoch 19: train loss 0.5721110925078392 Epoch 19: val loss 0.7136284708976746 Epoch 20: train loss 0.587541493276755 Epoch 20: val loss 0.7207313179969788 Epoch 21: train loss 0.584243431687355 Epoch 21: val loss 0.7108557224273682 Epoch 22: train loss 0.5738132894039154 Epoch 22: val loss 0.7005149126052856 Epoch 23: train loss 0.5752351060509682 Epoch 23: val loss 0.7145384550094604 Epoch 24: train loss 0.5335497011741003 Epoch 24: val loss 0.7125535011291504
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799812068541845 Epoch 0: val loss 0.6969502568244934 Epoch 1: train loss 0.6806376626094183 Epoch 1: val loss 0.6965308785438538 Epoch 2: train loss 0.6616406043370565 Epoch 2: val loss 0.6946065425872803 Epoch 3: train loss 0.6548105726639429 Epoch 3: val loss 0.6965288519859314 Epoch 4: train loss 0.6449634929498037 Epoch 4: val loss 0.6997643113136292 Epoch 5: train loss 0.6415174156427383 Epoch 5: val loss 0.6978127360343933 Epoch 6: train loss 0.6573682179053625 Epoch 6: val loss 0.6951133608818054 Epoch 7: train loss 0.6507374495267868 Epoch 7: val loss 0.6980311870574951 Epoch 8: train loss 0.6361782600482305 Epoch 8: val loss 0.6886922121047974 Epoch 9: train loss 0.6289073973894119 Epoch 9: val loss 0.685730516910553 Epoch 10: train loss 0.64193494617939 Epoch 10: val loss 0.6866573095321655 Epoch 11: train loss 0.6280863136053085 Epoch 11: val loss 0.6801338791847229 Epoch 12: train loss 0.6346970250209173 Epoch 12: val loss 0.6872783899307251 Epoch 13: train loss 0.6205786416927973 Epoch 13: val loss 0.6881352663040161 Epoch 14: train loss 0.6294733881950378 Epoch 14: val loss 0.6901307106018066 Epoch 15: train loss 0.6286767323811849 Epoch 15: val loss 0.6873242259025574 Epoch 16: train loss 0.5998957455158234 Epoch 16: val loss 0.6845546960830688 Epoch 17: train loss 0.5979847113291422 Epoch 17: val loss 0.6852761507034302 Epoch 18: train loss 0.591553250948588 Epoch 18: val loss 0.6890649795532227 Epoch 19: train loss 0.5942297379175822 Epoch 19: val loss 0.6916070580482483 Epoch 20: train loss 0.6020231793324152 Epoch 20: val loss 0.6989344954490662 Epoch 21: train loss 0.5743096147974333 Epoch 21: val loss 0.6887648105621338 Epoch 22: train loss 0.5818199266990026 Epoch 22: val loss 0.6814170479774475 Epoch 23: train loss 0.5874703774849573 Epoch 23: val loss 0.684313178062439 Epoch 24: train loss 0.5792074427008629 Epoch 24: val loss 0.6868159770965576
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.702694704135259 Epoch 0: val loss 0.6856729388237 Epoch 1: train loss 0.687875563899676 Epoch 1: val loss 0.6772615313529968 Epoch 2: train loss 0.6751825710137686 Epoch 2: val loss 0.6744608879089355 Epoch 3: train loss 0.670469343662262 Epoch 3: val loss 0.6714786291122437 Epoch 4: train loss 0.6619234134753545 Epoch 4: val loss 0.6687237024307251 Epoch 5: train loss 0.6604177951812744 Epoch 5: val loss 0.6614101529121399 Epoch 6: train loss 0.6568140586217245 Epoch 6: val loss 0.6586939692497253 Epoch 7: train loss 0.644800121585528 Epoch 7: val loss 0.6552014350891113 Epoch 8: train loss 0.6475025365749995 Epoch 8: val loss 0.653811514377594 Epoch 9: train loss 0.6509826829036077 Epoch 9: val loss 0.6592749953269958 Epoch 10: train loss 0.63252059618632 Epoch 10: val loss 0.6665891408920288 Epoch 11: train loss 0.6281472245852152 Epoch 11: val loss 0.6661258935928345 Epoch 12: train loss 0.6351470897595087 Epoch 12: val loss 0.6632724404335022 Epoch 13: train loss 0.6129947006702423 Epoch 13: val loss 0.6657269597053528 Epoch 14: train loss 0.6140471249818802 Epoch 14: val loss 0.6741015315055847 Epoch 15: train loss 0.6334904134273529 Epoch 15: val loss 0.6758384108543396 Epoch 16: train loss 0.6192295253276825 Epoch 16: val loss 0.6810543537139893 Epoch 17: train loss 0.6084719151258469 Epoch 17: val loss 0.6829490661621094 Epoch 18: train loss 0.5892283419768015 Epoch 18: val loss 0.6827015280723572 Epoch 19: train loss 0.5935441106557846 Epoch 19: val loss 0.678691565990448 Epoch 20: train loss 0.5987934023141861 Epoch 20: val loss 0.6845797896385193 Epoch 21: train loss 0.5914254188537598 Epoch 21: val loss 0.6986299157142639 Epoch 22: train loss 0.5810099591811498 Epoch 22: val loss 0.7013399004936218 Epoch 23: train loss 0.5697251558303833 Epoch 23: val loss 0.7081654071807861 Epoch 24: train loss 0.56291447331508 Epoch 24: val loss 0.7167428731918335
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905032793680826 Epoch 0: val loss 0.6857225894927979 Epoch 1: train loss 0.6776363551616669 Epoch 1: val loss 0.6810013055801392 Epoch 2: train loss 0.6688693910837173 Epoch 2: val loss 0.6764840483665466 Epoch 3: train loss 0.6578062325716019 Epoch 3: val loss 0.6776794791221619 Epoch 4: train loss 0.64131926993529 Epoch 4: val loss 0.681407630443573 Epoch 5: train loss 0.6466746131579081 Epoch 5: val loss 0.6823102831840515 Epoch 6: train loss 0.6478988776604334 Epoch 6: val loss 0.6812251210212708 Epoch 7: train loss 0.6432467848062515 Epoch 7: val loss 0.6790834665298462 Epoch 8: train loss 0.6475578993558884 Epoch 8: val loss 0.6805728673934937 Epoch 9: train loss 0.6218933413426081 Epoch 9: val loss 0.6843931078910828 Epoch 10: train loss 0.6281023224194845 Epoch 10: val loss 0.6858963966369629 Epoch 11: train loss 0.6058954298496246 Epoch 11: val loss 0.6893993616104126 Epoch 12: train loss 0.6292621741692225 Epoch 12: val loss 0.6931628584861755 Epoch 13: train loss 0.5979807178179423 Epoch 13: val loss 0.7031380534172058 Epoch 14: train loss 0.6120867182811102 Epoch 14: val loss 0.700146496295929 Epoch 15: train loss 0.5927832971016566 Epoch 15: val loss 0.6942259073257446 Epoch 16: train loss 0.5972175945838293 Epoch 16: val loss 0.6989120841026306 Epoch 17: train loss 0.5834237486124039 Epoch 17: val loss 0.6951445937156677 Epoch 18: train loss 0.5838073343038559 Epoch 18: val loss 0.6981107592582703 Epoch 19: train loss 0.5805954958001772 Epoch 19: val loss 0.7003641724586487 Epoch 20: train loss 0.5702675804495811 Epoch 20: val loss 0.7006137371063232 Epoch 21: train loss 0.5938709924618403 Epoch 21: val loss 0.6996225118637085 Epoch 22: train loss 0.5909151981274287 Epoch 22: val loss 0.7014902830123901 Epoch 23: train loss 0.5687901477018992 Epoch 23: val loss 0.7091659903526306 Epoch 24: train loss 0.5660496031244596 Epoch 24: val loss 0.7045180201530457
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6950850710272789 Epoch 0: val loss 0.681840717792511 Epoch 1: train loss 0.6807114519178867 Epoch 1: val loss 0.6761789321899414 Epoch 2: train loss 0.6754543222486973 Epoch 2: val loss 0.66473788022995 Epoch 3: train loss 0.6623240485787392 Epoch 3: val loss 0.6614829301834106 Epoch 4: train loss 0.6615781672298908 Epoch 4: val loss 0.6506837606430054 Epoch 5: train loss 0.6523349396884441 Epoch 5: val loss 0.6436505317687988 Epoch 6: train loss 0.649167787283659 Epoch 6: val loss 0.6455594301223755 Epoch 7: train loss 0.6406588964164257 Epoch 7: val loss 0.6447111964225769 Epoch 8: train loss 0.642046857625246 Epoch 8: val loss 0.6413129568099976 Epoch 9: train loss 0.6349516361951828 Epoch 9: val loss 0.640964925289154 Epoch 10: train loss 0.6290971450507641 Epoch 10: val loss 0.6429528594017029 Epoch 11: train loss 0.6272946335375309 Epoch 11: val loss 0.6396914124488831 Epoch 12: train loss 0.6201286241412163 Epoch 12: val loss 0.636931300163269 Epoch 13: train loss 0.6348864026367664 Epoch 13: val loss 0.6433126330375671 Epoch 14: train loss 0.5976574625819921 Epoch 14: val loss 0.6445663571357727 Epoch 15: train loss 0.6137439608573914 Epoch 15: val loss 0.6342471837997437 Epoch 16: train loss 0.6093463078141212 Epoch 16: val loss 0.64762943983078 Epoch 17: train loss 0.6089858673512936 Epoch 17: val loss 0.6526970267295837 Epoch 18: train loss 0.5945529136806726 Epoch 18: val loss 0.6437181234359741 Epoch 19: train loss 0.5892179924994707 Epoch 19: val loss 0.6468907594680786
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
14 Epoch 0: train loss 0.6801697867257255 Epoch 0: val loss 0.6444990038871765 Epoch 1: train loss 0.6283824869564602 Epoch 1: val loss 0.6255210041999817 Epoch 2: train loss 0.5879808408873421 Epoch 2: val loss 0.6099961400032043 Epoch 3: train loss 0.6051201735224042 Epoch 3: val loss 0.6040919423103333 Epoch 4: train loss 0.542289240019662 Epoch 4: val loss 0.6047189235687256 Epoch 5: train loss 0.5411528519221714 Epoch 5: val loss 0.6060399413108826 Epoch 6: train loss 0.5484055961881366 Epoch 6: val loss 0.6130943894386292 Epoch 7: train loss 0.5354914750371661 Epoch 7: val loss 0.611872136592865 Epoch 8: train loss 0.5346649629729134 Epoch 8: val loss 0.6140810251235962 Epoch 9: train loss 0.531254483120782 Epoch 9: val loss 0.6117153763771057 Epoch 10: train loss 0.4970802239009312 Epoch 10: val loss 0.6148595809936523 Epoch 11: train loss 0.5089545377663204 Epoch 11: val loss 0.6186521053314209 Epoch 12: train loss 0.5030340594904763 Epoch 12: val loss 0.6222058534622192 Epoch 13: train loss 0.5526813651834216 Epoch 13: val loss 0.6225330829620361 Epoch 14: train loss 0.4974412832941328 Epoch 14: val loss 0.621039628982544 Epoch 15: train loss 0.5538285374641418 Epoch 15: val loss 0.6233435869216919 Epoch 16: train loss 0.4931319100516183 Epoch 16: val loss 0.626868486404419 Epoch 17: train loss 0.5055910817214421 Epoch 17: val loss 0.6310160756111145 Epoch 18: train loss 0.4638496552194868 Epoch 18: val loss 0.6330133676528931 Epoch 19: train loss 0.505983795438494 Epoch 19: val loss 0.6325230598449707 Epoch 20: train loss 0.4988901061671121 Epoch 20: val loss 0.6310654878616333 Epoch 21: train loss 0.552959850856236 Epoch 21: val loss 0.6337806582450867 Epoch 22: train loss 0.46760223380156923 Epoch 22: val loss 0.6303657293319702 Epoch 23: train loss 0.5244589788573129 Epoch 23: val loss 0.6273700594902039 Epoch 24: train loss 0.6081011125019619 Epoch 24: val loss 0.6294965147972107
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6839786767959595 Epoch 0: val loss 0.6488532423973083 Epoch 1: train loss 0.6412034715924945 Epoch 1: val loss 0.6366696953773499 Epoch 2: train loss 0.6368778688567025 Epoch 2: val loss 0.6263850927352905 Epoch 3: train loss 0.5859018989971706 Epoch 3: val loss 0.6126728057861328 Epoch 4: train loss 0.5885596105030605 Epoch 4: val loss 0.6047143936157227 Epoch 5: train loss 0.5633393100329808 Epoch 5: val loss 0.5936053991317749 Epoch 6: train loss 0.5372012257575989 Epoch 6: val loss 0.5878913998603821 Epoch 7: train loss 0.5347505296979632 Epoch 7: val loss 0.5851536989212036 Epoch 8: train loss 0.5591662866728646 Epoch 8: val loss 0.5876206159591675 Epoch 9: train loss 0.5885075799056462 Epoch 9: val loss 0.5893687605857849 Epoch 10: train loss 0.5245395558221 Epoch 10: val loss 0.589289128780365 Epoch 11: train loss 0.6112153828144073 Epoch 11: val loss 0.5837206840515137 Epoch 12: train loss 0.5144843586853572 Epoch 12: val loss 0.5806995630264282 Epoch 13: train loss 0.5032173437731606 Epoch 13: val loss 0.5815030932426453 Epoch 14: train loss 0.5492969836507525 Epoch 14: val loss 0.5845265984535217 Epoch 15: train loss 0.5204779292855944 Epoch 15: val loss 0.5928374528884888 Epoch 16: train loss 0.5850921358380999 Epoch 16: val loss 0.5971502065658569 Epoch 17: train loss 0.5205943754741124 Epoch 17: val loss 0.6052559018135071 Epoch 18: train loss 0.51184601017407 Epoch 18: val loss 0.6083157658576965 Epoch 19: train loss 0.514764985867909 Epoch 19: val loss 0.6114336848258972 Epoch 20: train loss 0.5168983510562352 Epoch 20: val loss 0.6097393035888672 Epoch 21: train loss 0.5411534862858909 Epoch 21: val loss 0.6097730994224548 Epoch 22: train loss 0.517244679587228 Epoch 22: val loss 0.6146796941757202 Epoch 23: train loss 0.4771332059587751 Epoch 23: val loss 0.6096476316452026 Epoch 24: train loss 0.5675093701907566 Epoch 24: val loss 0.6086522340774536
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6691653983933585 Epoch 0: val loss 0.6303330659866333 Epoch 1: train loss 0.6719755445207868 Epoch 1: val loss 0.6043102145195007 Epoch 2: train loss 0.6230638027191162 Epoch 2: val loss 0.5827258825302124 Epoch 3: train loss 0.6184391209057399 Epoch 3: val loss 0.5665324330329895 Epoch 4: train loss 0.6114111968449184 Epoch 4: val loss 0.5602983236312866 Epoch 5: train loss 0.5810890964099339 Epoch 5: val loss 0.5517160296440125 Epoch 6: train loss 0.5660475449902671 Epoch 6: val loss 0.5436679720878601 Epoch 7: train loss 0.5496490895748138 Epoch 7: val loss 0.5420880913734436 Epoch 8: train loss 0.5491081859384265 Epoch 8: val loss 0.5382184386253357 Epoch 9: train loss 0.5535361766815186 Epoch 9: val loss 0.535643994808197 Epoch 10: train loss 0.577752594436918 Epoch 10: val loss 0.5356873869895935 Epoch 11: train loss 0.537614243371146 Epoch 11: val loss 0.5430977940559387 Epoch 12: train loss 0.6207589081355503 Epoch 12: val loss 0.5481176376342773 Epoch 13: train loss 0.5371902499880109 Epoch 13: val loss 0.5538594126701355 Epoch 14: train loss 0.5377085208892822 Epoch 14: val loss 0.5496104955673218 Epoch 15: train loss 0.5366353562899998 Epoch 15: val loss 0.5508443713188171 Epoch 16: train loss 0.5477616957255772 Epoch 16: val loss 0.5510793924331665 Epoch 17: train loss 0.5956487911088126 Epoch 17: val loss 0.5541465878486633 Epoch 18: train loss 0.5780914170401437 Epoch 18: val loss 0.5497798919677734 Epoch 19: train loss 0.5017989107540676 Epoch 19: val loss 0.5515827536582947 Epoch 20: train loss 0.4965352203164782 Epoch 20: val loss 0.549018144607544 Epoch 21: train loss 0.5145120024681091 Epoch 21: val loss 0.5443253517150879 Epoch 22: train loss 0.5221984216145107 Epoch 22: val loss 0.5435170531272888 Epoch 23: train loss 0.5398516229220799 Epoch 23: val loss 0.5547981262207031 Epoch 24: train loss 0.5101211837359837 Epoch 24: val loss 0.5584798455238342
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6710195371082851 Epoch 0: val loss 0.6524963974952698 Epoch 1: train loss 0.6131608486175537 Epoch 1: val loss 0.6329776644706726 Epoch 2: train loss 0.6037804314068386 Epoch 2: val loss 0.6245883107185364 Epoch 3: train loss 0.5180184138672692 Epoch 3: val loss 0.6149404644966125 Epoch 4: train loss 0.5291383351598468 Epoch 4: val loss 0.6052116751670837 Epoch 5: train loss 0.5287759474345616 Epoch 5: val loss 0.60345458984375 Epoch 6: train loss 0.5823470950126648 Epoch 6: val loss 0.6025826930999756 Epoch 7: train loss 0.6230599582195282 Epoch 7: val loss 0.5960353016853333 Epoch 8: train loss 0.5597908326557705 Epoch 8: val loss 0.5948334336280823 Epoch 9: train loss 0.510786099093301 Epoch 9: val loss 0.6015210747718811 Epoch 10: train loss 0.5033556222915649 Epoch 10: val loss 0.6046811938285828 Epoch 11: train loss 0.49496694122041973 Epoch 11: val loss 0.6102179288864136 Epoch 12: train loss 0.5287166067532131 Epoch 12: val loss 0.6336427927017212 Epoch 13: train loss 0.4976613393851689 Epoch 13: val loss 0.6465129852294922 Epoch 14: train loss 0.49831079159464153 Epoch 14: val loss 0.6310644745826721 Epoch 15: train loss 0.45728425894464764 Epoch 15: val loss 0.6256523728370667 Epoch 16: train loss 0.48986877288137165 Epoch 16: val loss 0.6241124272346497 Epoch 17: train loss 0.4448867780821664 Epoch 17: val loss 0.6222652196884155 Epoch 18: train loss 0.449789685862405 Epoch 18: val loss 0.6291208267211914 Epoch 19: train loss 0.515388867684773 Epoch 19: val loss 0.6437510848045349 Epoch 20: train loss 0.4833845411028181 Epoch 20: val loss 0.6461542248725891 Epoch 21: train loss 0.559752072606768 Epoch 21: val loss 0.6615727543830872 Epoch 22: train loss 0.4655618369579315 Epoch 22: val loss 0.6416060924530029 Epoch 23: train loss 0.44713480131966726 Epoch 23: val loss 0.6465339064598083 Epoch 24: train loss 0.44477529185158865 Epoch 24: val loss 0.6488326787948608
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6723790102534823 Epoch 0: val loss 0.6416403651237488 Epoch 1: train loss 0.6424346764882406 Epoch 1: val loss 0.5985532999038696 Epoch 2: train loss 0.6420049799813164 Epoch 2: val loss 0.5737223029136658 Epoch 3: train loss 0.5661303003629049 Epoch 3: val loss 0.5923944711685181 Epoch 4: train loss 0.5606497161918216 Epoch 4: val loss 0.5961043834686279
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6814951673150063 Epoch 0: val loss 0.6672673225402832 Epoch 1: train loss 0.6406193673610687 Epoch 1: val loss 0.6384413242340088 Epoch 2: train loss 0.5851112604141235 Epoch 2: val loss 0.6003393530845642 Epoch 3: train loss 0.5530525855720043 Epoch 3: val loss 0.5615655779838562 Epoch 4: train loss 0.5174953788518906 Epoch 4: val loss 0.53444904088974 Epoch 5: train loss 0.49205470457673073 Epoch 5: val loss 0.524355947971344 Epoch 6: train loss 0.49318964779376984 Epoch 6: val loss 0.5236659049987793 Epoch 7: train loss 0.4797199070453644 Epoch 7: val loss 0.5233858227729797 Epoch 8: train loss 0.47918156534433365 Epoch 8: val loss 0.5252864956855774 Epoch 9: train loss 0.47304944321513176 Epoch 9: val loss 0.5314995050430298 Epoch 10: train loss 0.49208127707242966 Epoch 10: val loss 0.5297671556472778 Epoch 11: train loss 0.46154311671853065 Epoch 11: val loss 0.5295248627662659 Epoch 12: train loss 0.48349959403276443 Epoch 12: val loss 0.5331247448921204 Epoch 13: train loss 0.44043346866965294 Epoch 13: val loss 0.5265498161315918 Epoch 14: train loss 0.4534555524587631 Epoch 14: val loss 0.5354073643684387 Epoch 15: train loss 0.47468167543411255 Epoch 15: val loss 0.5235703587532043 Epoch 16: train loss 0.4362775608897209 Epoch 16: val loss 0.5207018852233887 Epoch 17: train loss 0.4325397200882435 Epoch 17: val loss 0.5362595319747925 Epoch 18: train loss 0.4366278536617756 Epoch 18: val loss 0.542563259601593 Epoch 19: train loss 0.42861219495534897 Epoch 19: val loss 0.5395434498786926 Epoch 20: train loss 0.40354879200458527 Epoch 20: val loss 0.5450681447982788 Epoch 21: train loss 0.4319917969405651 Epoch 21: val loss 0.5357301235198975 Epoch 22: train loss 0.41483035683631897 Epoch 22: val loss 0.5514668226242065 Epoch 23: train loss 0.3987138941884041 Epoch 23: val loss 0.5770942568778992 Epoch 24: train loss 0.3971886895596981 Epoch 24: val loss 0.551813542842865
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958134472370148 Epoch 0: val loss 0.6336801648139954 Epoch 1: train loss 0.642998181283474 Epoch 1: val loss 0.61197429895401 Epoch 2: train loss 0.5985125228762627 Epoch 2: val loss 0.5890571475028992 Epoch 3: train loss 0.5791874527931213 Epoch 3: val loss 0.5642105340957642 Epoch 4: train loss 0.55747876688838 Epoch 4: val loss 0.5421275496482849 Epoch 5: train loss 0.5464048087596893 Epoch 5: val loss 0.5204594135284424 Epoch 6: train loss 0.5212516449391842 Epoch 6: val loss 0.5095611214637756 Epoch 7: train loss 0.5204223394393921 Epoch 7: val loss 0.505737841129303 Epoch 8: train loss 0.5061550885438919 Epoch 8: val loss 0.5044028759002686 Epoch 9: train loss 0.503521416336298 Epoch 9: val loss 0.5086593627929688 Epoch 10: train loss 0.5053444057703018 Epoch 10: val loss 0.5043940544128418 Epoch 11: train loss 0.5124824270606041 Epoch 11: val loss 0.4994216859340668 Epoch 12: train loss 0.48118748888373375 Epoch 12: val loss 0.5028390884399414 Epoch 13: train loss 0.47300127521157265 Epoch 13: val loss 0.49706774950027466 Epoch 14: train loss 0.47530046850442886 Epoch 14: val loss 0.49706143140792847 Epoch 15: train loss 0.46269241347908974 Epoch 15: val loss 0.4997962713241577 Epoch 16: train loss 0.46561698615550995 Epoch 16: val loss 0.4989432692527771 Epoch 17: train loss 0.46256812661886215 Epoch 17: val loss 0.506354033946991 Epoch 18: train loss 0.45917727053165436 Epoch 18: val loss 0.4932303726673126 Epoch 19: train loss 0.45388947054743767 Epoch 19: val loss 0.49622786045074463 Epoch 20: train loss 0.4451011084020138 Epoch 20: val loss 0.5062699913978577 Epoch 21: train loss 0.44086362048983574 Epoch 21: val loss 0.5045509338378906 Epoch 22: train loss 0.42514776811003685 Epoch 22: val loss 0.48522624373435974 Epoch 23: train loss 0.4289838634431362 Epoch 23: val loss 0.4861205816268921 Epoch 24: train loss 0.4386148601770401 Epoch 24: val loss 0.49376899003982544
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.678534097969532 Epoch 0: val loss 0.6406347751617432 Epoch 1: train loss 0.6432346776127815 Epoch 1: val loss 0.6113081574440002 Epoch 2: train loss 0.6095367446541786 Epoch 2: val loss 0.578829824924469 Epoch 3: train loss 0.5636644512414932 Epoch 3: val loss 0.5471317768096924 Epoch 4: train loss 0.544793613255024 Epoch 4: val loss 0.5217387080192566 Epoch 5: train loss 0.5439743772149086 Epoch 5: val loss 0.5031337738037109 Epoch 6: train loss 0.5336429290473461 Epoch 6: val loss 0.4908834397792816 Epoch 7: train loss 0.5255969800055027 Epoch 7: val loss 0.4792588949203491 Epoch 8: train loss 0.5081176161766052 Epoch 8: val loss 0.47294124960899353 Epoch 9: train loss 0.49786416441202164 Epoch 9: val loss 0.4711620509624481 Epoch 10: train loss 0.49204056710004807 Epoch 10: val loss 0.46675100922584534 Epoch 11: train loss 0.4929310902953148 Epoch 11: val loss 0.4600507318973541 Epoch 12: train loss 0.485552117228508 Epoch 12: val loss 0.45493876934051514 Epoch 13: train loss 0.4912630692124367 Epoch 13: val loss 0.4478287696838379 Epoch 14: train loss 0.4707496017217636 Epoch 14: val loss 0.445188969373703 Epoch 15: train loss 0.4836817570030689 Epoch 15: val loss 0.4422733783721924 Epoch 16: train loss 0.4817662015557289 Epoch 16: val loss 0.43736231327056885 Epoch 17: train loss 0.45475364103913307 Epoch 17: val loss 0.43448445200920105 Epoch 18: train loss 0.4581947959959507 Epoch 18: val loss 0.43255558609962463 Epoch 19: train loss 0.45769955590367317 Epoch 19: val loss 0.4333004355430603 Epoch 20: train loss 0.4412341173738241 Epoch 20: val loss 0.43205294013023376 Epoch 21: train loss 0.4370462968945503 Epoch 21: val loss 0.4302091598510742 Epoch 22: train loss 0.4290003776550293 Epoch 22: val loss 0.42766427993774414 Epoch 23: train loss 0.42593638971447945 Epoch 23: val loss 0.42304468154907227 Epoch 24: train loss 0.42636455595493317 Epoch 24: val loss 0.42436033487319946
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7018147259950638 Epoch 0: val loss 0.6787605285644531 Epoch 1: train loss 0.6462966203689575 Epoch 1: val loss 0.639762818813324 Epoch 2: train loss 0.5990463495254517 Epoch 2: val loss 0.603962242603302 Epoch 3: train loss 0.5675718113780022 Epoch 3: val loss 0.5732595324516296 Epoch 4: train loss 0.5241177305579185 Epoch 4: val loss 0.5560833811759949 Epoch 5: train loss 0.5281759165227413 Epoch 5: val loss 0.5504105091094971 Epoch 6: train loss 0.49766693264245987 Epoch 6: val loss 0.5494590997695923 Epoch 7: train loss 0.4882468320429325 Epoch 7: val loss 0.5504103899002075 Epoch 8: train loss 0.4859671778976917 Epoch 8: val loss 0.5495508313179016 Epoch 9: train loss 0.46373867616057396 Epoch 9: val loss 0.5505726337432861 Epoch 10: train loss 0.45409779623150826 Epoch 10: val loss 0.5512430667877197 Epoch 11: train loss 0.4495687894523144 Epoch 11: val loss 0.5554865002632141 Epoch 12: train loss 0.46040037274360657 Epoch 12: val loss 0.5574909448623657 Epoch 13: train loss 0.44129881262779236 Epoch 13: val loss 0.5592233538627625 Epoch 14: train loss 0.43465257063508034 Epoch 14: val loss 0.5580049157142639 Epoch 15: train loss 0.43425294384360313 Epoch 15: val loss 0.5600014328956604 Epoch 16: train loss 0.4213615953922272 Epoch 16: val loss 0.5669336318969727 Epoch 17: train loss 0.4101109355688095 Epoch 17: val loss 0.562617301940918 Epoch 18: train loss 0.42092160135507584 Epoch 18: val loss 0.5612910389900208 Epoch 19: train loss 0.4093030132353306 Epoch 19: val loss 0.5642052888870239 Epoch 20: train loss 0.406909316778183 Epoch 20: val loss 0.5784851312637329 Epoch 21: train loss 0.4270033910870552 Epoch 21: val loss 0.5696503520011902 Epoch 22: train loss 0.4077076092362404 Epoch 22: val loss 0.562560498714447 Epoch 23: train loss 0.3891126215457916 Epoch 23: val loss 0.5650753974914551 Epoch 24: train loss 0.38046976551413536 Epoch 24: val loss 0.5679705142974854
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6604789820584384 Epoch 0: val loss 0.6494174003601074 Epoch 1: train loss 0.5964243682948026 Epoch 1: val loss 0.612044095993042 Epoch 2: train loss 0.5490782017057593 Epoch 2: val loss 0.5796814560890198 Epoch 3: train loss 0.512969277121804 Epoch 3: val loss 0.5755841135978699 Epoch 4: train loss 0.5213423262942921 Epoch 4: val loss 0.5792350769042969 Epoch 5: train loss 0.48993058096278796 Epoch 5: val loss 0.565597653388977 Epoch 6: train loss 0.48615747690200806 Epoch 6: val loss 0.5647174119949341 Epoch 7: train loss 0.4870848195119338 Epoch 7: val loss 0.550028920173645 Epoch 8: train loss 0.48766870390285144 Epoch 8: val loss 0.5518991947174072 Epoch 9: train loss 0.4840637743473053 Epoch 9: val loss 0.5591877698898315 Epoch 10: train loss 0.44541756402362476 Epoch 10: val loss 0.5609898567199707 Epoch 11: train loss 0.4547659158706665 Epoch 11: val loss 0.5496687889099121 Epoch 12: train loss 0.46269829435782 Epoch 12: val loss 0.5434311032295227 Epoch 13: train loss 0.4504079249772159 Epoch 13: val loss 0.5441470146179199 Epoch 14: train loss 0.43251022696495056 Epoch 14: val loss 0.5495697855949402 Epoch 15: train loss 0.4296174537051808 Epoch 15: val loss 0.5504482984542847 Epoch 16: train loss 0.426203806291927 Epoch 16: val loss 0.5535769462585449 Epoch 17: train loss 0.42107452858578076 Epoch 17: val loss 0.5468606352806091 Epoch 18: train loss 0.41315909136425366 Epoch 18: val loss 0.5647032260894775 Epoch 19: train loss 0.4215117936784571 Epoch 19: val loss 0.5607465505599976
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6657379269599915 Epoch 0: val loss 0.6150265336036682 Epoch 1: train loss 0.6028748869895935 Epoch 1: val loss 0.5797027945518494 Epoch 2: train loss 0.5608272463083267 Epoch 2: val loss 0.5612430572509766 Epoch 3: train loss 0.544246843457222 Epoch 3: val loss 0.5539050102233887 Epoch 4: train loss 0.5502527326345443 Epoch 4: val loss 0.5496582984924316 Epoch 5: train loss 0.5191816210746765 Epoch 5: val loss 0.5453077554702759 Epoch 6: train loss 0.541540190577507 Epoch 6: val loss 0.5398998260498047 Epoch 7: train loss 0.5156403481960297 Epoch 7: val loss 0.534582793712616 Epoch 8: train loss 0.5089910298585891 Epoch 8: val loss 0.5352845191955566 Epoch 9: train loss 0.5185209214687347 Epoch 9: val loss 0.5355127453804016 Epoch 10: train loss 0.503473448753357 Epoch 10: val loss 0.5380691289901733 Epoch 11: train loss 0.5008253335952759 Epoch 11: val loss 0.5367809534072876 Epoch 12: train loss 0.48853400349617004 Epoch 12: val loss 0.5338869690895081 Epoch 13: train loss 0.49437078535556794 Epoch 13: val loss 0.5345421433448792 Epoch 14: train loss 0.49387677013874054 Epoch 14: val loss 0.5336505174636841 Epoch 15: train loss 0.46195363700389863 Epoch 15: val loss 0.5341594815254211 Epoch 16: train loss 0.47095886170864104 Epoch 16: val loss 0.5370125770568848 Epoch 17: train loss 0.4870618611574173 Epoch 17: val loss 0.535024881362915 Epoch 18: train loss 0.4536196380853653 Epoch 18: val loss 0.5277750492095947 Epoch 19: train loss 0.44698639810085294 Epoch 19: val loss 0.5302852988243103 Epoch 20: train loss 0.4650860458612442 Epoch 20: val loss 0.5318239331245422 Epoch 21: train loss 0.48734929859638215 Epoch 21: val loss 0.5346770286560059 Epoch 22: train loss 0.44694524109363554 Epoch 22: val loss 0.5251263380050659 Epoch 23: train loss 0.41632401645183564 Epoch 23: val loss 0.5268330574035645 Epoch 24: train loss 0.4465590089559555 Epoch 24: val loss 0.5286621451377869
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6974526166915893 Epoch 0: val loss 0.6845028400421143 Epoch 1: train loss 0.6648878276348114 Epoch 1: val loss 0.6580483317375183 Epoch 2: train loss 0.6232751429080963 Epoch 2: val loss 0.626258373260498 Epoch 3: train loss 0.5758112967014313 Epoch 3: val loss 0.5939217805862427 Epoch 4: train loss 0.558031576871872 Epoch 4: val loss 0.5720282196998596 Epoch 5: train loss 0.5342710167169571 Epoch 5: val loss 0.5624586343765259 Epoch 6: train loss 0.513000202178955 Epoch 6: val loss 0.5551465749740601 Epoch 7: train loss 0.5011693745851517 Epoch 7: val loss 0.5593917965888977 Epoch 8: train loss 0.5170688539743423 Epoch 8: val loss 0.5648565888404846 Epoch 9: train loss 0.5037088572978974 Epoch 9: val loss 0.5743422508239746 Epoch 10: train loss 0.4995429992675781 Epoch 10: val loss 0.5822494626045227 Epoch 11: train loss 0.4867701053619385 Epoch 11: val loss 0.5665775537490845 Epoch 12: train loss 0.47749473750591276 Epoch 12: val loss 0.5649142861366272 Epoch 13: train loss 0.5212528586387635 Epoch 13: val loss 0.5725987553596497 Epoch 14: train loss 0.4654740571975708 Epoch 14: val loss 0.5674331784248352 Epoch 15: train loss 0.45731987357139586 Epoch 15: val loss 0.583249032497406 Epoch 16: train loss 0.4725327044725418 Epoch 16: val loss 0.5746627449989319 Epoch 17: train loss 0.437325644493103 Epoch 17: val loss 0.5748809576034546 Epoch 18: train loss 0.45828917920589446 Epoch 18: val loss 0.5727785229682922 Epoch 19: train loss 0.4546020865440369 Epoch 19: val loss 0.5937217473983765 Epoch 20: train loss 0.4302247166633606 Epoch 20: val loss 0.6055550575256348 Epoch 21: train loss 0.4441897958517075 Epoch 21: val loss 0.5975770354270935 Epoch 22: train loss 0.43221415877342223 Epoch 22: val loss 0.567345142364502 Epoch 23: train loss 0.45491484701633456 Epoch 23: val loss 0.5591982007026672 Epoch 24: train loss 0.4060503333806992 Epoch 24: val loss 0.5796770453453064
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6619476854801178 Epoch 0: val loss 0.660092294216156 Epoch 1: train loss 0.6124142646789551 Epoch 1: val loss 0.6292588710784912 Epoch 2: train loss 0.5908334732055665 Epoch 2: val loss 0.6094360947608948 Epoch 3: train loss 0.551326984167099 Epoch 3: val loss 0.5934692621231079 Epoch 4: train loss 0.5245712488889694 Epoch 4: val loss 0.5861935019493103 Epoch 5: train loss 0.5105998545885087 Epoch 5: val loss 0.5836312174797058 Epoch 6: train loss 0.5036799103021622 Epoch 6: val loss 0.5916787385940552 Epoch 7: train loss 0.4705149382352829 Epoch 7: val loss 0.5925042629241943 Epoch 8: train loss 0.48988649547100066 Epoch 8: val loss 0.5945450067520142 Epoch 9: train loss 0.4634993702173233 Epoch 9: val loss 0.5912396907806396 Epoch 10: train loss 0.45848746299743653 Epoch 10: val loss 0.5925466418266296 Epoch 11: train loss 0.4471120297908783 Epoch 11: val loss 0.60515958070755 Epoch 12: train loss 0.47962111234664917 Epoch 12: val loss 0.6111090779304504 Epoch 13: train loss 0.44879935681819916 Epoch 13: val loss 0.6115659475326538 Epoch 14: train loss 0.42854864001274107 Epoch 14: val loss 0.6151607036590576 Epoch 15: train loss 0.4572776615619659 Epoch 15: val loss 0.6180020570755005 Epoch 16: train loss 0.4284676522016525 Epoch 16: val loss 0.6207093000411987 Epoch 17: train loss 0.411210697889328 Epoch 17: val loss 0.6203402280807495 Epoch 18: train loss 0.4130129486322403 Epoch 18: val loss 0.633278489112854 Epoch 19: train loss 0.3945720136165619 Epoch 19: val loss 0.6381215453147888 Epoch 20: train loss 0.38162403404712675 Epoch 20: val loss 0.6407377123832703 Epoch 21: train loss 0.3901784986257553 Epoch 21: val loss 0.6471982002258301 Epoch 22: train loss 0.418504074215889 Epoch 22: val loss 0.650053858757019 Epoch 23: train loss 0.3913751870393753 Epoch 23: val loss 0.6563904285430908 Epoch 24: train loss 0.384735769033432 Epoch 24: val loss 0.6624725461006165
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6896232724189758 Epoch 0: val loss 0.6633212566375732 Epoch 1: train loss 0.6339068830013275 Epoch 1: val loss 0.6189388632774353 Epoch 2: train loss 0.5912860572338104 Epoch 2: val loss 0.5818163752555847 Epoch 3: train loss 0.5649525701999665 Epoch 3: val loss 0.5585089921951294 Epoch 4: train loss 0.5476766377687454 Epoch 4: val loss 0.5455521941184998 Epoch 5: train loss 0.5111714482307435 Epoch 5: val loss 0.5438507795333862 Epoch 6: train loss 0.5012542933225632 Epoch 6: val loss 0.5482317209243774 Epoch 7: train loss 0.5031058192253113 Epoch 7: val loss 0.5540338754653931 Epoch 8: train loss 0.4912841707468033 Epoch 8: val loss 0.5635395646095276 Epoch 9: train loss 0.5003472656011582 Epoch 9: val loss 0.5667648911476135 Epoch 10: train loss 0.479127025604248 Epoch 10: val loss 0.5715599656105042 Epoch 11: train loss 0.4805061101913452 Epoch 11: val loss 0.571402370929718 Epoch 12: train loss 0.47924213409423827 Epoch 12: val loss 0.5723959803581238 Epoch 13: train loss 0.4701603174209595 Epoch 13: val loss 0.5830211043357849 Epoch 14: train loss 0.4679491311311722 Epoch 14: val loss 0.5912982821464539 Epoch 15: train loss 0.4605519980192184 Epoch 15: val loss 0.6002401113510132 Epoch 16: train loss 0.45138404667377474 Epoch 16: val loss 0.6013240218162537 Epoch 17: train loss 0.4305470138788223 Epoch 17: val loss 0.6088283658027649 Epoch 18: train loss 0.42638306617736815 Epoch 18: val loss 0.6069207191467285 Epoch 19: train loss 0.4246687889099121 Epoch 19: val loss 0.6041505336761475 Epoch 20: train loss 0.4302245438098907 Epoch 20: val loss 0.6110078692436218 Epoch 21: train loss 0.42134839594364165 Epoch 21: val loss 0.6163836717605591 Epoch 22: train loss 0.43355152010917664 Epoch 22: val loss 0.6265606880187988 Epoch 23: train loss 0.4170509338378906 Epoch 23: val loss 0.6327556371688843 Epoch 24: train loss 0.4166395843029022 Epoch 24: val loss 0.6380824446678162
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6824091856296246 Epoch 0: val loss 0.6559492349624634 Epoch 1: train loss 0.6055044967394608 Epoch 1: val loss 0.5984430909156799 Epoch 2: train loss 0.5557861557373633 Epoch 2: val loss 0.5723344683647156 Epoch 3: train loss 0.5440987921678103 Epoch 3: val loss 0.5597935914993286 Epoch 4: train loss 0.5169277649659377 Epoch 4: val loss 0.5499765872955322 Epoch 5: train loss 0.5188075624979459 Epoch 5: val loss 0.5430827140808105 Epoch 6: train loss 0.5076903058932378 Epoch 6: val loss 0.537699818611145 Epoch 7: train loss 0.5175950618890616 Epoch 7: val loss 0.5346882939338684 Epoch 8: train loss 0.5081836512455573 Epoch 8: val loss 0.5308800339698792 Epoch 9: train loss 0.5010945865741143 Epoch 9: val loss 0.5377570986747742 Epoch 10: train loss 0.5020953921171335 Epoch 10: val loss 0.5288901925086975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023192114300199 Epoch 0: val loss 0.6916635036468506 Epoch 1: train loss 0.6699286897977194 Epoch 1: val loss 0.6809642314910889 Epoch 2: train loss 0.6539200279447768 Epoch 2: val loss 0.6685858368873596 Epoch 3: train loss 0.6339945130878024 Epoch 3: val loss 0.6600934863090515 Epoch 4: train loss 0.6357827252811856 Epoch 4: val loss 0.6492865681648254 Epoch 5: train loss 0.6149531139267815 Epoch 5: val loss 0.6358347535133362 Epoch 6: train loss 0.6024467216597663 Epoch 6: val loss 0.6271921992301941 Epoch 7: train loss 0.5823967854181925 Epoch 7: val loss 0.630578339099884 Epoch 8: train loss 0.5743278728591071 Epoch 8: val loss 0.6214672923088074 Epoch 9: train loss 0.5648602181010776 Epoch 9: val loss 0.6135534644126892 Epoch 10: train loss 0.5840829014778137 Epoch 10: val loss 0.5965321063995361 Epoch 11: train loss 0.5693262815475464 Epoch 11: val loss 0.5864461064338684 Epoch 12: train loss 0.5554655889670054 Epoch 12: val loss 0.5808830261230469 Epoch 13: train loss 0.5566606024901072 Epoch 13: val loss 0.5860256552696228 Epoch 14: train loss 0.5327075984742906 Epoch 14: val loss 0.5847793221473694 Epoch 15: train loss 0.5264882809585996 Epoch 15: val loss 0.588527500629425 Epoch 16: train loss 0.5232027371724447 Epoch 16: val loss 0.5929680466651917 Epoch 17: train loss 0.49891431132952374 Epoch 17: val loss 0.5923239588737488 Epoch 18: train loss 0.5028128061029646 Epoch 18: val loss 0.5912619233131409 Epoch 19: train loss 0.5288909044530656 Epoch 19: val loss 0.5877785086631775 Epoch 20: train loss 0.4852869047058953 Epoch 20: val loss 0.5878674983978271 Epoch 21: train loss 0.4937817023860084 Epoch 21: val loss 0.6053903698921204 Epoch 22: train loss 0.4779830475648244 Epoch 22: val loss 0.6063732504844666 Epoch 23: train loss 0.4767833583884769 Epoch 23: val loss 0.6203272938728333 Epoch 24: train loss 0.48373786277241176 Epoch 24: val loss 0.6052663326263428
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888423959414164 Epoch 0: val loss 0.6891197562217712 Epoch 1: train loss 0.6599060363239713 Epoch 1: val loss 0.6871479153633118 Epoch 2: train loss 0.6611656215455797 Epoch 2: val loss 0.6857526898384094 Epoch 3: train loss 0.6431782510545518 Epoch 3: val loss 0.683311939239502 Epoch 4: train loss 0.631792790359921 Epoch 4: val loss 0.6745784282684326 Epoch 5: train loss 0.6400680078400506 Epoch 5: val loss 0.6680397391319275 Epoch 6: train loss 0.5972490509351095 Epoch 6: val loss 0.6607832312583923 Epoch 7: train loss 0.5966325534714593 Epoch 7: val loss 0.6544275283813477 Epoch 8: train loss 0.5974080496364169 Epoch 8: val loss 0.6533427834510803 Epoch 9: train loss 0.5809473594029745 Epoch 9: val loss 0.657695472240448 Epoch 10: train loss 0.5689340498712327 Epoch 10: val loss 0.6552247405052185 Epoch 11: train loss 0.553226563665602 Epoch 11: val loss 0.6516375541687012 Epoch 12: train loss 0.543583505683475 Epoch 12: val loss 0.6547079682350159 Epoch 13: train loss 0.5307472116417356 Epoch 13: val loss 0.6552610397338867 Epoch 14: train loss 0.5505515866809421 Epoch 14: val loss 0.6626700758934021 Epoch 15: train loss 0.5460612508985732 Epoch 15: val loss 0.6593033671379089 Epoch 16: train loss 0.5364804930157132 Epoch 16: val loss 0.6665970087051392 Epoch 17: train loss 0.5091163052452935 Epoch 17: val loss 0.6926661133766174 Epoch 18: train loss 0.48985571993721855 Epoch 18: val loss 0.7035778164863586 Epoch 19: train loss 0.4840255114767287 Epoch 19: val loss 0.7196775078773499 Epoch 20: train loss 0.5134394268194834 Epoch 20: val loss 0.7361884117126465 Epoch 21: train loss 0.4679028458065457 Epoch 21: val loss 0.725422203540802 Epoch 22: train loss 0.4821784728103214 Epoch 22: val loss 0.719090461730957 Epoch 23: train loss 0.49272052778138054 Epoch 23: val loss 0.726965606212616 Epoch 24: train loss 0.45071646240022445 Epoch 24: val loss 0.738077700138092
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965609590212504 Epoch 0: val loss 0.6873712539672852 Epoch 1: train loss 0.6744670669237772 Epoch 1: val loss 0.6764106750488281 Epoch 2: train loss 0.6655105882220798 Epoch 2: val loss 0.6679021716117859 Epoch 3: train loss 0.6428888307677375 Epoch 3: val loss 0.6574243903160095 Epoch 4: train loss 0.6186452507972717 Epoch 4: val loss 0.650795578956604 Epoch 5: train loss 0.615114430586497 Epoch 5: val loss 0.6423954367637634 Epoch 6: train loss 0.604699949423472 Epoch 6: val loss 0.6324886083602905 Epoch 7: train loss 0.577439652548896 Epoch 7: val loss 0.6291957497596741 Epoch 8: train loss 0.5608065525690714 Epoch 8: val loss 0.623648464679718 Epoch 9: train loss 0.5522549251715342 Epoch 9: val loss 0.6193556785583496 Epoch 10: train loss 0.5463960700564914 Epoch 10: val loss 0.6207947134971619 Epoch 11: train loss 0.5413114527861277 Epoch 11: val loss 0.6178660988807678 Epoch 12: train loss 0.5294922656483121 Epoch 12: val loss 0.6062823534011841 Epoch 13: train loss 0.5344543291462792 Epoch 13: val loss 0.6066879630088806 Epoch 14: train loss 0.5352733300791847 Epoch 14: val loss 0.6024188995361328 Epoch 15: train loss 0.5085012118021647 Epoch 15: val loss 0.6099046468734741 Epoch 16: train loss 0.5035788118839264 Epoch 16: val loss 0.6093330979347229 Epoch 17: train loss 0.5088043808937073 Epoch 17: val loss 0.614865243434906 Epoch 18: train loss 0.5114873117870755 Epoch 18: val loss 0.6143442392349243 Epoch 19: train loss 0.4826488627327813 Epoch 19: val loss 0.61690753698349 Epoch 20: train loss 0.48021068175633747 Epoch 20: val loss 0.6208959221839905 Epoch 21: train loss 0.45598377452956307 Epoch 21: val loss 0.6290755271911621 Epoch 22: train loss 0.45702852143181694 Epoch 22: val loss 0.6336778998374939 Epoch 23: train loss 0.43902569346957737 Epoch 23: val loss 0.6315248012542725 Epoch 24: train loss 0.44963136977619594 Epoch 24: val loss 0.6376592516899109
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.691512922445933 Epoch 0: val loss 0.6695019602775574 Epoch 1: train loss 0.6734756761127048 Epoch 1: val loss 0.6563522815704346 Epoch 2: train loss 0.6518755555152893 Epoch 2: val loss 0.6442722678184509 Epoch 3: train loss 0.6260679695341322 Epoch 3: val loss 0.6287816166877747 Epoch 4: train loss 0.6205471687846713 Epoch 4: val loss 0.6240711808204651 Epoch 5: train loss 0.6118374665578207 Epoch 5: val loss 0.6201273202896118 Epoch 6: train loss 0.6062161127726237 Epoch 6: val loss 0.6200044751167297 Epoch 7: train loss 0.5950753490130106 Epoch 7: val loss 0.619186520576477 Epoch 8: train loss 0.5918116768201193 Epoch 8: val loss 0.6186448931694031 Epoch 9: train loss 0.5743537677658929 Epoch 9: val loss 0.6211417317390442 Epoch 10: train loss 0.5684242844581604 Epoch 10: val loss 0.632117748260498 Epoch 11: train loss 0.5703192982408736 Epoch 11: val loss 0.6269745826721191 Epoch 12: train loss 0.5441751579443613 Epoch 12: val loss 0.6260716319084167 Epoch 13: train loss 0.5600059297349718 Epoch 13: val loss 0.6418328285217285 Epoch 14: train loss 0.5425866179996066 Epoch 14: val loss 0.6310697793960571 Epoch 15: train loss 0.5294364425871108 Epoch 15: val loss 0.6238245368003845 Epoch 16: train loss 0.5259628097216288 Epoch 16: val loss 0.6246414184570312 Epoch 17: train loss 0.5258693761295743 Epoch 17: val loss 0.6177639961242676 Epoch 18: train loss 0.5479376249843173 Epoch 18: val loss 0.6056317090988159 Epoch 19: train loss 0.5024152000745138 Epoch 19: val loss 0.6090337038040161 Epoch 20: train loss 0.5051278438833025 Epoch 20: val loss 0.6283819079399109 Epoch 21: train loss 0.5009348193804423 Epoch 21: val loss 0.6185722947120667 Epoch 22: train loss 0.506541735596127 Epoch 22: val loss 0.6054167747497559 Epoch 23: train loss 0.4805046286847856 Epoch 23: val loss 0.6097671389579773 Epoch 24: train loss 0.49942678875393337 Epoch 24: val loss 0.6115825176239014
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.694713830947876 Epoch 0: val loss 0.6706525683403015 Epoch 1: train loss 0.6834100683530172 Epoch 1: val loss 0.6504872441291809 Epoch 2: train loss 0.6596029698848724 Epoch 2: val loss 0.6272034645080566 Epoch 3: train loss 0.6320008536179861 Epoch 3: val loss 0.5963237285614014 Epoch 4: train loss 0.6041557838519415 Epoch 4: val loss 0.5782580375671387 Epoch 5: train loss 0.605214536190033 Epoch 5: val loss 0.5600311160087585 Epoch 6: train loss 0.5870772724350294 Epoch 6: val loss 0.5428138971328735 Epoch 7: train loss 0.580735536913077 Epoch 7: val loss 0.5328648090362549 Epoch 8: train loss 0.5654214570919672 Epoch 8: val loss 0.5245317220687866 Epoch 9: train loss 0.5674821386734644 Epoch 9: val loss 0.5153359770774841 Epoch 10: train loss 0.5524380654096603 Epoch 10: val loss 0.5081111192703247 Epoch 11: train loss 0.5407722095648447 Epoch 11: val loss 0.49674153327941895 Epoch 12: train loss 0.5336632082859675 Epoch 12: val loss 0.49611783027648926 Epoch 13: train loss 0.5311211893955866 Epoch 13: val loss 0.49420425295829773 Epoch 14: train loss 0.5335501556595167 Epoch 14: val loss 0.5009759664535522 Epoch 15: train loss 0.5254058639208475 Epoch 15: val loss 0.4836345613002777 Epoch 16: train loss 0.5369727462530136 Epoch 16: val loss 0.4888606071472168
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6811059767549689 Epoch 0: val loss 0.6632265448570251 Epoch 1: train loss 0.6601076667959039 Epoch 1: val loss 0.654537558555603 Epoch 2: train loss 0.6494690504941073 Epoch 2: val loss 0.6431078910827637 Epoch 3: train loss 0.6147142215208574 Epoch 3: val loss 0.6317377090454102 Epoch 4: train loss 0.5834641483697024 Epoch 4: val loss 0.6233177185058594 Epoch 5: train loss 0.5823683359406211 Epoch 5: val loss 0.618916392326355 Epoch 6: train loss 0.5532376251437447 Epoch 6: val loss 0.6085487604141235 Epoch 7: train loss 0.5429994572292675 Epoch 7: val loss 0.6006256341934204 Epoch 8: train loss 0.5603182911872864 Epoch 8: val loss 0.6053592562675476 Epoch 9: train loss 0.5138050615787506 Epoch 9: val loss 0.5927921533584595 Epoch 10: train loss 0.5367882739413868 Epoch 10: val loss 0.5915405750274658 Epoch 11: train loss 0.5144987919113853 Epoch 11: val loss 0.5964059829711914 Epoch 12: train loss 0.49738326397809113 Epoch 12: val loss 0.5920007228851318 Epoch 13: train loss 0.47302223335612903 Epoch 13: val loss 0.5827799439430237 Epoch 14: train loss 0.4922059638933702 Epoch 14: val loss 0.5877919793128967 Epoch 15: train loss 0.5086935054172169 Epoch 15: val loss 0.5978394746780396 Epoch 16: train loss 0.5006869489496405 Epoch 16: val loss 0.5939393043518066 Epoch 17: train loss 0.4872059036384929 Epoch 17: val loss 0.587393581867218 Epoch 18: train loss 0.46681731939315796 Epoch 18: val loss 0.5738953351974487 Epoch 19: train loss 0.4508166855031794 Epoch 19: val loss 0.5787777304649353 Epoch 20: train loss 0.4426509575410323 Epoch 20: val loss 0.5804011821746826 Epoch 21: train loss 0.4128961536017331 Epoch 21: val loss 0.5840482711791992 Epoch 22: train loss 0.42604072527451947 Epoch 22: val loss 0.5881783366203308 Epoch 23: train loss 0.43381288105791266 Epoch 23: val loss 0.5802083611488342 Epoch 24: train loss 0.40056033297018573 Epoch 24: val loss 0.5779370665550232
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7062834392894398 Epoch 0: val loss 0.661312997341156 Epoch 1: train loss 0.6515478925271467 Epoch 1: val loss 0.6408489346504211 Epoch 2: train loss 0.6302639787847345 Epoch 2: val loss 0.6209214925765991 Epoch 3: train loss 0.6000063771551306 Epoch 3: val loss 0.6075876355171204 Epoch 4: train loss 0.5826246630061757 Epoch 4: val loss 0.5975603461265564 Epoch 5: train loss 0.573078529401259 Epoch 5: val loss 0.5989193320274353 Epoch 6: train loss 0.5533711368387396 Epoch 6: val loss 0.6022282838821411 Epoch 7: train loss 0.5447577102617784 Epoch 7: val loss 0.6042751669883728 Epoch 8: train loss 0.521488680080934 Epoch 8: val loss 0.5963112115859985 Epoch 9: train loss 0.5431214354254983 Epoch 9: val loss 0.5979986190795898 Epoch 10: train loss 0.533317815173756 Epoch 10: val loss 0.595872700214386 Epoch 11: train loss 0.5133597579869357 Epoch 11: val loss 0.5893092155456543 Epoch 12: train loss 0.5134963935071771 Epoch 12: val loss 0.5912951231002808 Epoch 13: train loss 0.492342084646225 Epoch 13: val loss 0.5891621112823486 Epoch 14: train loss 0.5064974616874348 Epoch 14: val loss 0.5922203063964844 Epoch 15: train loss 0.47362409938465466 Epoch 15: val loss 0.5866122841835022 Epoch 16: train loss 0.47047825022177264 Epoch 16: val loss 0.590087354183197 Epoch 17: train loss 0.4626091556115584 Epoch 17: val loss 0.5941275954246521 Epoch 18: train loss 0.4544769254597751 Epoch 18: val loss 0.5888037085533142 Epoch 19: train loss 0.45219851352951745 Epoch 19: val loss 0.5853632092475891 Epoch 20: train loss 0.4757020825689489 Epoch 20: val loss 0.5887552499771118 Epoch 21: train loss 0.45150212808088824 Epoch 21: val loss 0.5914150476455688 Epoch 22: train loss 0.4622562419284474 Epoch 22: val loss 0.5986764430999756 Epoch 23: train loss 0.4536006978966973 Epoch 23: val loss 0.596441388130188 Epoch 24: train loss 0.41655703566291113 Epoch 24: val loss 0.599513053894043
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6891263289885088 Epoch 0: val loss 0.6753997206687927 Epoch 1: train loss 0.6647802970626138 Epoch 1: val loss 0.6538563370704651 Epoch 2: train loss 0.632716796614907 Epoch 2: val loss 0.6345335245132446 Epoch 3: train loss 0.6088677536357533 Epoch 3: val loss 0.6247087121009827 Epoch 4: train loss 0.6013858589259061 Epoch 4: val loss 0.6161307692527771 Epoch 5: train loss 0.5936094495383176 Epoch 5: val loss 0.6073774695396423 Epoch 6: train loss 0.5954532840035178 Epoch 6: val loss 0.599253237247467 Epoch 7: train loss 0.5707806701009924 Epoch 7: val loss 0.595431923866272 Epoch 8: train loss 0.5566641092300415 Epoch 8: val loss 0.5884917974472046 Epoch 9: train loss 0.539427865635265 Epoch 9: val loss 0.5832987427711487 Epoch 10: train loss 0.5520184175534681 Epoch 10: val loss 0.5792137980461121 Epoch 11: train loss 0.5456160957163031 Epoch 11: val loss 0.5730253458023071 Epoch 12: train loss 0.5589980455962095 Epoch 12: val loss 0.5729116201400757 Epoch 13: train loss 0.5225541374900124 Epoch 13: val loss 0.5755573511123657 Epoch 14: train loss 0.50236576795578 Epoch 14: val loss 0.5654158592224121 Epoch 15: train loss 0.5081593773581765 Epoch 15: val loss 0.5638920664787292 Epoch 16: train loss 0.4955674030564048 Epoch 16: val loss 0.5647725462913513 Epoch 17: train loss 0.5197496359998529 Epoch 17: val loss 0.5660616159439087 Epoch 18: train loss 0.49282784082672815 Epoch 18: val loss 0.561913251876831 Epoch 19: train loss 0.482944591478868 Epoch 19: val loss 0.5590543150901794 Epoch 20: train loss 0.4672914066097953 Epoch 20: val loss 0.5635597705841064 Epoch 21: train loss 0.47855792533267627 Epoch 21: val loss 0.5614390969276428 Epoch 22: train loss 0.49726100130514667 Epoch 22: val loss 0.5603026151657104 Epoch 23: train loss 0.46290132945234125 Epoch 23: val loss 0.5564903020858765 Epoch 24: train loss 0.4875770617615093 Epoch 24: val loss 0.5536985993385315
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6818302057006143 Epoch 0: val loss 0.6615963578224182 Epoch 1: train loss 0.6556309840895913 Epoch 1: val loss 0.6454854607582092 Epoch 2: train loss 0.6303158565001055 Epoch 2: val loss 0.6315367221832275 Epoch 3: train loss 0.6084245009855791 Epoch 3: val loss 0.6180883049964905 Epoch 4: train loss 0.5996561483903364 Epoch 4: val loss 0.6084693074226379 Epoch 5: train loss 0.580688473853198 Epoch 5: val loss 0.599969744682312 Epoch 6: train loss 0.582292302088304 Epoch 6: val loss 0.5851788520812988 Epoch 7: train loss 0.5593530102209612 Epoch 7: val loss 0.5778990387916565 Epoch 8: train loss 0.5701295679265802 Epoch 8: val loss 0.5731561183929443 Epoch 9: train loss 0.5651718567718159 Epoch 9: val loss 0.5695483684539795 Epoch 10: train loss 0.532307660037821 Epoch 10: val loss 0.5515843033790588 Epoch 11: train loss 0.539947818626057 Epoch 11: val loss 0.552483320236206 Epoch 12: train loss 0.5427741245789961 Epoch 12: val loss 0.544623613357544 Epoch 13: train loss 0.5424117771061984 Epoch 13: val loss 0.5404947400093079 Epoch 14: train loss 0.5018852380189028 Epoch 14: val loss 0.5361562967300415 Epoch 15: train loss 0.500567227602005 Epoch 15: val loss 0.5298158526420593 Epoch 16: train loss 0.48193673112175683 Epoch 16: val loss 0.5338199734687805 Epoch 17: train loss 0.49810316345908423 Epoch 17: val loss 0.5260988473892212 Epoch 18: train loss 0.4734342233701186 Epoch 18: val loss 0.5307422280311584 Epoch 19: train loss 0.474621293219653 Epoch 19: val loss 0.5319729447364807 Epoch 20: train loss 0.4609931084242734 Epoch 20: val loss 0.5179334878921509 Epoch 21: train loss 0.45690470798449084 Epoch 21: val loss 0.5189356803894043 Epoch 22: train loss 0.45080309293486853 Epoch 22: val loss 0.5224979519844055 Epoch 23: train loss 0.4570471806959672 Epoch 23: val loss 0.5257336497306824 Epoch 24: train loss 0.45069915598089044 Epoch 24: val loss 0.5214230418205261
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921760014125279 Epoch 0: val loss 0.6745742559432983 Epoch 1: train loss 0.6588073670864105 Epoch 1: val loss 0.6575099229812622 Epoch 2: train loss 0.6361620255878994 Epoch 2: val loss 0.6447673439979553 Epoch 3: train loss 0.6227667501994542 Epoch 3: val loss 0.6431289315223694 Epoch 4: train loss 0.6068923899105617 Epoch 4: val loss 0.6422815322875977 Epoch 5: train loss 0.5761454573699406 Epoch 5: val loss 0.6391311287879944 Epoch 6: train loss 0.5670164589371 Epoch 6: val loss 0.6519714593887329 Epoch 7: train loss 0.5577528072254998 Epoch 7: val loss 0.655393123626709 Epoch 8: train loss 0.54130505664008 Epoch 8: val loss 0.6495451331138611 Epoch 9: train loss 0.5225476516144616 Epoch 9: val loss 0.6515821218490601 Epoch 10: train loss 0.534233665892056 Epoch 10: val loss 0.6428458094596863 Epoch 11: train loss 0.5246130036456245 Epoch 11: val loss 0.6478651762008667 Epoch 12: train loss 0.5088596045970917 Epoch 12: val loss 0.6504130959510803 Epoch 13: train loss 0.5197738643203463 Epoch 13: val loss 0.6519884467124939 Epoch 14: train loss 0.4953173803431647 Epoch 14: val loss 0.628782331943512 Epoch 15: train loss 0.48956145346164703 Epoch 15: val loss 0.6369236707687378 Epoch 16: train loss 0.4781893960067204 Epoch 16: val loss 0.6466169953346252 Epoch 17: train loss 0.48060038685798645 Epoch 17: val loss 0.6250181198120117 Epoch 18: train loss 0.46112908848694395 Epoch 18: val loss 0.621062159538269 Epoch 19: train loss 0.4863911122083664 Epoch 19: val loss 0.6537942290306091 Epoch 20: train loss 0.46132664595331463 Epoch 20: val loss 0.6103391051292419 Epoch 21: train loss 0.4440731278487614 Epoch 21: val loss 0.6264702677726746
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902187003029717 Epoch 0: val loss 0.6726499199867249 Epoch 1: train loss 0.6550168792406718 Epoch 1: val loss 0.6614723205566406 Epoch 2: train loss 0.6411230630344815 Epoch 2: val loss 0.65751713514328 Epoch 3: train loss 0.6439025402069092 Epoch 3: val loss 0.6581188440322876 Epoch 4: train loss 0.6218967768881056 Epoch 4: val loss 0.6560142636299133 Epoch 5: train loss 0.6007601883676317 Epoch 5: val loss 0.6564100384712219 Epoch 6: train loss 0.602752579583062 Epoch 6: val loss 0.6577165722846985 Epoch 7: train loss 0.6008161438835992 Epoch 7: val loss 0.6584956049919128 Epoch 8: train loss 0.6006549497445425 Epoch 8: val loss 0.6575100421905518 Epoch 9: train loss 0.5809544987148709 Epoch 9: val loss 0.6609316468238831 Epoch 10: train loss 0.5821535653538175 Epoch 10: val loss 0.6606512665748596 Epoch 11: train loss 0.5676710274484422 Epoch 11: val loss 0.6556835770606995 Epoch 12: train loss 0.5575384298960367 Epoch 12: val loss 0.6496415138244629 Epoch 13: train loss 0.5570176442464193 Epoch 13: val loss 0.6520910859107971 Epoch 14: train loss 0.5316040284103818 Epoch 14: val loss 0.6532787084579468 Epoch 15: train loss 0.5190424422423044 Epoch 15: val loss 0.6541261672973633 Epoch 16: train loss 0.5442860854996575 Epoch 16: val loss 0.6514357924461365 Epoch 17: train loss 0.5293651421864828 Epoch 17: val loss 0.6456791162490845 Epoch 18: train loss 0.4900447262658013 Epoch 18: val loss 0.6480610966682434 Epoch 19: train loss 0.49190331829918754 Epoch 19: val loss 0.6564221978187561 Epoch 20: train loss 0.5004536807537079 Epoch 20: val loss 0.6598519086837769 Epoch 21: train loss 0.5278525782956017 Epoch 21: val loss 0.6620581746101379 Epoch 22: train loss 0.4772101508246528 Epoch 22: val loss 0.6630135178565979 Epoch 23: train loss 0.47777419288953143 Epoch 23: val loss 0.6521865129470825 Epoch 24: train loss 0.4606434802214305 Epoch 24: val loss 0.6489078998565674
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6970887449052598 Epoch 0: val loss 0.6778169274330139 Epoch 1: train loss 0.672674748632643 Epoch 1: val loss 0.6700350642204285 Epoch 2: train loss 0.6641296744346619 Epoch 2: val loss 0.6668328642845154 Epoch 3: train loss 0.6384546955426534 Epoch 3: val loss 0.663411021232605 Epoch 4: train loss 0.6183843678898282 Epoch 4: val loss 0.6625940203666687 Epoch 5: train loss 0.6165787842538621 Epoch 5: val loss 0.6614786386489868 Epoch 6: train loss 0.599946657816569 Epoch 6: val loss 0.6622017025947571 Epoch 7: train loss 0.5964558058314853 Epoch 7: val loss 0.6599899530410767 Epoch 8: train loss 0.612051526705424 Epoch 8: val loss 0.6643930673599243 Epoch 9: train loss 0.5680853360229068 Epoch 9: val loss 0.6698235273361206 Epoch 10: train loss 0.5488596492343478 Epoch 10: val loss 0.6702554821968079 Epoch 11: train loss 0.5556290315257179 Epoch 11: val loss 0.6740739345550537 Epoch 12: train loss 0.5303181807200114 Epoch 12: val loss 0.6752421259880066 Epoch 13: train loss 0.5414481394820743 Epoch 13: val loss 0.6764766573905945 Epoch 14: train loss 0.5260184837712182 Epoch 14: val loss 0.678156316280365 Epoch 15: train loss 0.5335967375172509 Epoch 15: val loss 0.6828639507293701 Epoch 16: train loss 0.5303634703159332 Epoch 16: val loss 0.685894787311554 Epoch 17: train loss 0.5050656927956475 Epoch 17: val loss 0.6876013278961182 Epoch 18: train loss 0.5167579054832458 Epoch 18: val loss 0.6878010034561157 Epoch 19: train loss 0.5161500838067796 Epoch 19: val loss 0.6928893327713013 Epoch 20: train loss 0.5086780918969048 Epoch 20: val loss 0.699935257434845 Epoch 21: train loss 0.49344391624132794 Epoch 21: val loss 0.7000319361686707 Epoch 22: train loss 0.46013937724961174 Epoch 22: val loss 0.7068060636520386 Epoch 23: train loss 0.5103164381451077 Epoch 23: val loss 0.7133870720863342 Epoch 24: train loss 0.5042871336142222 Epoch 24: val loss 0.712800920009613
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911355985535516 Epoch 0: val loss 0.7086648941040039 Epoch 1: train loss 0.6591863433519999 Epoch 1: val loss 0.7048569321632385 Epoch 2: train loss 0.654577718840705 Epoch 2: val loss 0.6986303329467773 Epoch 3: train loss 0.643475764327579 Epoch 3: val loss 0.6866329908370972 Epoch 4: train loss 0.6282204455799527 Epoch 4: val loss 0.6809326410293579 Epoch 5: train loss 0.6234868036376106 Epoch 5: val loss 0.6805838346481323 Epoch 6: train loss 0.6033635205692716 Epoch 6: val loss 0.6805605888366699 Epoch 7: train loss 0.6116058627764384 Epoch 7: val loss 0.6740231513977051 Epoch 8: train loss 0.573589089843962 Epoch 8: val loss 0.6720784306526184 Epoch 9: train loss 0.5776896211836073 Epoch 9: val loss 0.6707922220230103 Epoch 10: train loss 0.557986232969496 Epoch 10: val loss 0.6626697182655334 Epoch 11: train loss 0.5722568896081712 Epoch 11: val loss 0.6593798995018005 Epoch 12: train loss 0.5645114812586043 Epoch 12: val loss 0.6625926494598389 Epoch 13: train loss 0.5356932183106741 Epoch 13: val loss 0.670247495174408 Epoch 14: train loss 0.538295308748881 Epoch 14: val loss 0.6702982783317566 Epoch 15: train loss 0.5278976692093743 Epoch 15: val loss 0.6736698150634766 Epoch 16: train loss 0.5318420463138156 Epoch 16: val loss 0.6736775636672974 Epoch 17: train loss 0.5180057254102495 Epoch 17: val loss 0.6880248785018921 Epoch 18: train loss 0.5180395179324679 Epoch 18: val loss 0.6781905293464661 Epoch 19: train loss 0.5195237861739265 Epoch 19: val loss 0.6702457666397095 Epoch 20: train loss 0.5065403050846524 Epoch 20: val loss 0.68630051612854 Epoch 21: train loss 0.5007085104783376 Epoch 21: val loss 0.6846699714660645 Epoch 22: train loss 0.5215229193369547 Epoch 22: val loss 0.6811543107032776 Epoch 23: train loss 0.47621098823017544 Epoch 23: val loss 0.6890119314193726 Epoch 24: train loss 0.48691000209914315 Epoch 24: val loss 0.6902942061424255
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7111768391397264 Epoch 0: val loss 0.6642123460769653 Epoch 1: train loss 0.6675202912754483 Epoch 1: val loss 0.6510202288627625 Epoch 2: train loss 0.6510823170344034 Epoch 2: val loss 0.6502811908721924 Epoch 3: train loss 0.6409542096985711 Epoch 3: val loss 0.6467936038970947 Epoch 4: train loss 0.6376806298891703 Epoch 4: val loss 0.6414536833763123 Epoch 5: train loss 0.6236163112852309 Epoch 5: val loss 0.6364588141441345 Epoch 6: train loss 0.6100287470552657 Epoch 6: val loss 0.6417250633239746 Epoch 7: train loss 0.619523823261261 Epoch 7: val loss 0.6494486927986145 Epoch 8: train loss 0.6177385846773783 Epoch 8: val loss 0.6435719132423401 Epoch 9: train loss 0.5898075169987149 Epoch 9: val loss 0.638623833656311 Epoch 10: train loss 0.6098594400617812 Epoch 10: val loss 0.636005699634552 Epoch 11: train loss 0.6007194585270352 Epoch 11: val loss 0.6510400772094727 Epoch 12: train loss 0.5788775086402893 Epoch 12: val loss 0.6397382020950317 Epoch 13: train loss 0.5691278411282433 Epoch 13: val loss 0.6332895755767822 Epoch 14: train loss 0.574003838830524 Epoch 14: val loss 0.6333285570144653 Epoch 15: train loss 0.57436027791765 Epoch 15: val loss 0.6426661014556885 Epoch 16: train loss 0.5938693616125319 Epoch 16: val loss 0.6389408111572266 Epoch 17: train loss 0.5883566207355924 Epoch 17: val loss 0.6393187046051025 Epoch 18: train loss 0.5489340755674574 Epoch 18: val loss 0.6412159204483032 Epoch 19: train loss 0.5401591360569 Epoch 19: val loss 0.6441792845726013 Epoch 20: train loss 0.535098608997133 Epoch 20: val loss 0.6395238041877747 Epoch 21: train loss 0.5382794671588473 Epoch 21: val loss 0.6472972631454468 Epoch 22: train loss 0.5367405513922373 Epoch 22: val loss 0.6421139240264893 Epoch 23: train loss 0.5336938864654965 Epoch 23: val loss 0.6436437964439392 Epoch 24: train loss 0.5110671255323622 Epoch 24: val loss 0.6425185799598694
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6847555389006933 Epoch 0: val loss 0.658397376537323 Epoch 1: train loss 0.6469772756099701 Epoch 1: val loss 0.6459042429924011 Epoch 2: train loss 0.6584108571211497 Epoch 2: val loss 0.6467053890228271 Epoch 3: train loss 0.6442934771378835 Epoch 3: val loss 0.6500313878059387 Epoch 4: train loss 0.6285461733738581 Epoch 4: val loss 0.6514232754707336 Epoch 5: train loss 0.6303644229968389 Epoch 5: val loss 0.6375176310539246 Epoch 6: train loss 0.6098756690820059 Epoch 6: val loss 0.6330660581588745 Epoch 7: train loss 0.6094940851132075 Epoch 7: val loss 0.633428692817688 Epoch 8: train loss 0.6001980950435003 Epoch 8: val loss 0.6320662498474121 Epoch 9: train loss 0.6045953581730524 Epoch 9: val loss 0.6315760612487793 Epoch 10: train loss 0.6075327644745508 Epoch 10: val loss 0.6264044642448425 Epoch 11: train loss 0.5772401690483093 Epoch 11: val loss 0.6305720806121826 Epoch 12: train loss 0.5643889134128889 Epoch 12: val loss 0.6205815076828003 Epoch 13: train loss 0.5600818768143654 Epoch 13: val loss 0.6183752417564392 Epoch 14: train loss 0.5710199003418287 Epoch 14: val loss 0.6200310587882996 Epoch 15: train loss 0.5667025074362755 Epoch 15: val loss 0.6279533505439758
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6690419793128968 Epoch 0: val loss 0.6506772041320801 Epoch 1: train loss 0.5831457793712616 Epoch 1: val loss 0.604408323764801 Epoch 2: train loss 0.5483519017696381 Epoch 2: val loss 0.5568838715553284 Epoch 3: train loss 0.4674630641937256 Epoch 3: val loss 0.5052632689476013 Epoch 4: train loss 0.4258112907409668 Epoch 4: val loss 0.4491872489452362 Epoch 5: train loss 0.3977926567196846 Epoch 5: val loss 0.44308003783226013 Epoch 6: train loss 0.4685277819633484 Epoch 6: val loss 0.44344159960746765 Epoch 7: train loss 0.41073520183563234 Epoch 7: val loss 0.4659152925014496 Epoch 8: train loss 0.43508695960044863 Epoch 8: val loss 0.5078921914100647 Epoch 9: train loss 0.38459888100624084 Epoch 9: val loss 0.4936763346195221 Epoch 10: train loss 0.3821251094341278 Epoch 10: val loss 0.47363752126693726 Epoch 11: train loss 0.3846472308039665 Epoch 11: val loss 0.4698716402053833 Epoch 12: train loss 0.3710611045360565 Epoch 12: val loss 0.4658423066139221 Epoch 13: train loss 0.3736607819795609 Epoch 13: val loss 0.4605468511581421 Epoch 14: train loss 0.35398749709129335 Epoch 14: val loss 0.46913033723831177 Epoch 15: train loss 0.3777300864458084 Epoch 15: val loss 0.481261670589447 Epoch 16: train loss 0.3379294127225876 Epoch 16: val loss 0.4748327434062958 Epoch 17: train loss 0.34915499240159986 Epoch 17: val loss 0.48382899165153503 Epoch 18: train loss 0.3327081143856049 Epoch 18: val loss 0.48647940158843994 Epoch 19: train loss 0.3427534490823746 Epoch 19: val loss 0.4894903600215912 Epoch 20: train loss 0.3695321723818779 Epoch 20: val loss 0.4743858277797699 Epoch 21: train loss 0.3771833792328835 Epoch 21: val loss 0.49207696318626404 Epoch 22: train loss 0.34814626127481463 Epoch 22: val loss 0.5219458937644958 Epoch 23: train loss 0.31182770878076554 Epoch 23: val loss 0.5072731971740723 Epoch 24: train loss 0.3314292520284653 Epoch 24: val loss 0.5163248777389526
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.665517258644104 Epoch 0: val loss 0.6254904270172119 Epoch 1: train loss 0.556768274307251 Epoch 1: val loss 0.5622703433036804 Epoch 2: train loss 0.5253075927495956 Epoch 2: val loss 0.5130200386047363 Epoch 3: train loss 0.4616488188505173 Epoch 3: val loss 0.4583089053630829 Epoch 4: train loss 0.42025008201599123 Epoch 4: val loss 0.4594377875328064 Epoch 5: train loss 0.37563884556293486 Epoch 5: val loss 0.4509105980396271 Epoch 6: train loss 0.38846609443426133 Epoch 6: val loss 0.46838319301605225 Epoch 7: train loss 0.3796010881662369 Epoch 7: val loss 0.44199469685554504 Epoch 8: train loss 0.426795095205307 Epoch 8: val loss 0.44655993580818176 Epoch 9: train loss 0.45355390161275866 Epoch 9: val loss 0.4935002624988556 Epoch 10: train loss 0.37977958023548125 Epoch 10: val loss 0.44430679082870483 Epoch 11: train loss 0.3898023083806038 Epoch 11: val loss 0.4351775646209717 Epoch 12: train loss 0.39745174199342725 Epoch 12: val loss 0.4419006109237671 Epoch 13: train loss 0.3769011363387108 Epoch 13: val loss 0.4516785740852356 Epoch 14: train loss 0.3644420176744461 Epoch 14: val loss 0.46109089255332947 Epoch 15: train loss 0.3577912151813507 Epoch 15: val loss 0.46346065402030945 Epoch 16: train loss 0.3574648961424828 Epoch 16: val loss 0.44508591294288635 Epoch 17: train loss 0.3545469492673874 Epoch 17: val loss 0.46424931287765503 Epoch 18: train loss 0.3731890574097633 Epoch 18: val loss 0.47183406352996826 Epoch 19: train loss 0.35011685341596605 Epoch 19: val loss 0.47644248604774475 Epoch 20: train loss 0.3353162035346031 Epoch 20: val loss 0.46251705288887024 Epoch 21: train loss 0.3214064404368401 Epoch 21: val loss 0.46157950162887573 Epoch 22: train loss 0.3232083350419998 Epoch 22: val loss 0.47747230529785156 Epoch 23: train loss 0.3509917244315147 Epoch 23: val loss 0.49953463673591614 Epoch 24: train loss 0.33502028733491895 Epoch 24: val loss 0.4748392403125763
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6572869181632995 Epoch 0: val loss 0.6087962985038757 Epoch 1: train loss 0.5788410693407059 Epoch 1: val loss 0.5387442708015442 Epoch 2: train loss 0.5738430857658386 Epoch 2: val loss 0.48666852712631226 Epoch 3: train loss 0.5274760335683822 Epoch 3: val loss 0.4610048234462738 Epoch 4: train loss 0.4300573468208313 Epoch 4: val loss 0.43285542726516724 Epoch 5: train loss 0.4187167823314667 Epoch 5: val loss 0.4124341309070587 Epoch 6: train loss 0.43652147948741915 Epoch 6: val loss 0.40498867630958557 Epoch 7: train loss 0.391256844997406 Epoch 7: val loss 0.4204559028148651 Epoch 8: train loss 0.36099924743175504 Epoch 8: val loss 0.4257409870624542 Epoch 9: train loss 0.4225252985954285 Epoch 9: val loss 0.41552668809890747 Epoch 10: train loss 0.3849202632904053 Epoch 10: val loss 0.41231828927993774 Epoch 11: train loss 0.3957896173000336 Epoch 11: val loss 0.42569631338119507 Epoch 12: train loss 0.36737826466560364 Epoch 12: val loss 0.42105522751808167 Epoch 13: train loss 0.3431402750313282 Epoch 13: val loss 0.4095478355884552 Epoch 14: train loss 0.39381699860095976 Epoch 14: val loss 0.428891658782959 Epoch 15: train loss 0.340369226038456 Epoch 15: val loss 0.4481992721557617 Epoch 16: train loss 0.3475602239370346 Epoch 16: val loss 0.42181602120399475 Epoch 17: train loss 0.36821742057800294 Epoch 17: val loss 0.4286445081233978 Epoch 18: train loss 0.34217650443315506 Epoch 18: val loss 0.44435712695121765 Epoch 19: train loss 0.335946136713028 Epoch 19: val loss 0.4389389157295227 Epoch 20: train loss 0.3539771273732185 Epoch 20: val loss 0.43977323174476624 Epoch 21: train loss 0.3464950367808342 Epoch 21: val loss 0.4460689127445221 Epoch 22: train loss 0.3304083555936813 Epoch 22: val loss 0.4518299698829651 Epoch 23: train loss 0.3310832604765892 Epoch 23: val loss 0.4217775762081146 Epoch 24: train loss 0.38741434514522555 Epoch 24: val loss 0.42969170212745667
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6314273059368134 Epoch 0: val loss 0.5924197435379028 Epoch 1: train loss 0.5550711542367935 Epoch 1: val loss 0.546242892742157 Epoch 2: train loss 0.4792420893907547 Epoch 2: val loss 0.49664798378944397 Epoch 3: train loss 0.4368072599172592 Epoch 3: val loss 0.46275651454925537 Epoch 4: train loss 0.41417366862297056 Epoch 4: val loss 0.4601413309574127 Epoch 5: train loss 0.4275610461831093 Epoch 5: val loss 0.46383896470069885 Epoch 6: train loss 0.4238711535930634 Epoch 6: val loss 0.47542116045951843 Epoch 7: train loss 0.41464159190654754 Epoch 7: val loss 0.4792490601539612 Epoch 8: train loss 0.3605023190379143 Epoch 8: val loss 0.4619600474834442 Epoch 9: train loss 0.3846361920237541 Epoch 9: val loss 0.4428080916404724 Epoch 10: train loss 0.3834445223212242 Epoch 10: val loss 0.44042879343032837 Epoch 11: train loss 0.4097472831606865 Epoch 11: val loss 0.44100484251976013 Epoch 12: train loss 0.3805186957120895 Epoch 12: val loss 0.43474796414375305 Epoch 13: train loss 0.36989443004131317 Epoch 13: val loss 0.4284473657608032 Epoch 14: train loss 0.37330889105796816 Epoch 14: val loss 0.43086153268814087 Epoch 15: train loss 0.40755780339241027 Epoch 15: val loss 0.43114110827445984 Epoch 16: train loss 0.35590446889400484 Epoch 16: val loss 0.4355655014514923 Epoch 17: train loss 0.41191682815551756 Epoch 17: val loss 0.43678033351898193 Epoch 18: train loss 0.35181690752506256 Epoch 18: val loss 0.4496592879295349 Epoch 19: train loss 0.36938137114048003 Epoch 19: val loss 0.451398640871048 Epoch 20: train loss 0.3706411004066467 Epoch 20: val loss 0.4521898627281189 Epoch 21: train loss 0.3326131507754326 Epoch 21: val loss 0.44056159257888794 Epoch 22: train loss 0.3804659828543663 Epoch 22: val loss 0.44532087445259094 Epoch 23: train loss 0.3915745556354523 Epoch 23: val loss 0.43982988595962524 Epoch 24: train loss 0.3511336624622345 Epoch 24: val loss 0.4449295997619629
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6547441161595858 Epoch 0: val loss 0.6109018325805664 Epoch 1: train loss 0.5440413332902468 Epoch 1: val loss 0.5179916620254517 Epoch 2: train loss 0.47356761074983156 Epoch 2: val loss 0.4652308523654938 Epoch 3: train loss 0.44973986194683957 Epoch 3: val loss 0.45797690749168396 Epoch 4: train loss 0.4595154638473804 Epoch 4: val loss 0.47255513072013855 Epoch 5: train loss 0.4069910037976045 Epoch 5: val loss 0.461936354637146 Epoch 6: train loss 0.44298205696619475 Epoch 6: val loss 0.4585687816143036
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930825439366427 Epoch 0: val loss 0.6836773157119751 Epoch 1: train loss 0.6561783281239596 Epoch 1: val loss 0.6732059121131897 Epoch 2: train loss 0.6382034962827509 Epoch 2: val loss 0.66513592004776 Epoch 3: train loss 0.645461071621288 Epoch 3: val loss 0.6542862057685852 Epoch 4: train loss 0.6202317855574868 Epoch 4: val loss 0.6464224457740784 Epoch 5: train loss 0.6102524128827181 Epoch 5: val loss 0.6415607333183289 Epoch 6: train loss 0.5942010229284113 Epoch 6: val loss 0.6366168856620789 Epoch 7: train loss 0.581454566933892 Epoch 7: val loss 0.6256849765777588 Epoch 8: train loss 0.5748571618036791 Epoch 8: val loss 0.6190864443778992 Epoch 9: train loss 0.565892758694562 Epoch 9: val loss 0.6171278953552246 Epoch 10: train loss 0.5551999102939259 Epoch 10: val loss 0.6164235472679138 Epoch 11: train loss 0.5455287098884583 Epoch 11: val loss 0.6135157346725464 Epoch 12: train loss 0.5294241173700853 Epoch 12: val loss 0.6119170784950256 Epoch 13: train loss 0.5277122313326056 Epoch 13: val loss 0.6112722158432007 Epoch 14: train loss 0.5253089774738658 Epoch 14: val loss 0.6153342723846436 Epoch 15: train loss 0.5118865695866671 Epoch 15: val loss 0.6179211735725403 Epoch 16: train loss 0.4944706234064969 Epoch 16: val loss 0.6187684535980225 Epoch 17: train loss 0.5086648599667982 Epoch 17: val loss 0.623996913433075 Epoch 18: train loss 0.4951227307319641 Epoch 18: val loss 0.6308391690254211 Epoch 19: train loss 0.49954884160648694 Epoch 19: val loss 0.6373298764228821 Epoch 20: train loss 0.500485593622381 Epoch 20: val loss 0.6323279142379761 Epoch 21: train loss 0.4652120823209936 Epoch 21: val loss 0.6245484948158264 Epoch 22: train loss 0.4873144599524411 Epoch 22: val loss 0.6444084644317627 Epoch 23: train loss 0.4587583135474812 Epoch 23: val loss 0.6368945837020874 Epoch 24: train loss 0.46620420705188403 Epoch 24: val loss 0.6305683255195618
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6968150518157266 Epoch 0: val loss 0.6789039969444275 Epoch 1: train loss 0.6718140136111866 Epoch 1: val loss 0.6638399958610535 Epoch 2: train loss 0.6511542146856134 Epoch 2: val loss 0.6521061062812805 Epoch 3: train loss 0.6503059105439619 Epoch 3: val loss 0.6484284996986389 Epoch 4: train loss 0.6319110935384576 Epoch 4: val loss 0.6422499418258667 Epoch 5: train loss 0.6222488392483104 Epoch 5: val loss 0.629102885723114 Epoch 6: train loss 0.6080106063322588 Epoch 6: val loss 0.624455988407135 Epoch 7: train loss 0.5943480675870721 Epoch 7: val loss 0.6078255772590637 Epoch 8: train loss 0.5864779136397622 Epoch 8: val loss 0.6014065146446228 Epoch 9: train loss 0.5665878518061205 Epoch 9: val loss 0.5917818546295166 Epoch 10: train loss 0.5697039528326555 Epoch 10: val loss 0.5949651598930359 Epoch 11: train loss 0.5555645796385679 Epoch 11: val loss 0.5848735570907593 Epoch 12: train loss 0.52695939486677 Epoch 12: val loss 0.5901075601577759 Epoch 13: train loss 0.5353400355035608 Epoch 13: val loss 0.5803600549697876 Epoch 14: train loss 0.5237838653000918 Epoch 14: val loss 0.5864588618278503 Epoch 15: train loss 0.523230027068745 Epoch 15: val loss 0.5867632031440735 Epoch 16: train loss 0.5019247206774625 Epoch 16: val loss 0.593505322933197 Epoch 17: train loss 0.4924350814385848 Epoch 17: val loss 0.5905851721763611 Epoch 18: train loss 0.4931775954636661 Epoch 18: val loss 0.5923582315444946 Epoch 19: train loss 0.4740709499879317 Epoch 19: val loss 0.5858057737350464 Epoch 20: train loss 0.48492136055772955 Epoch 20: val loss 0.59831702709198 Epoch 21: train loss 0.4697359529408542 Epoch 21: val loss 0.590970516204834 Epoch 22: train loss 0.4611385871063579 Epoch 22: val loss 0.5964906215667725 Epoch 23: train loss 0.4545940133658322 Epoch 23: val loss 0.5960824489593506 Epoch 24: train loss 0.44652373411438684 Epoch 24: val loss 0.6161438226699829
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6803666786714033 Epoch 0: val loss 0.6580303311347961 Epoch 1: train loss 0.6613659154285084 Epoch 1: val loss 0.6524370908737183 Epoch 2: train loss 0.6435204473408785 Epoch 2: val loss 0.6430761218070984 Epoch 3: train loss 0.6251463835889642 Epoch 3: val loss 0.6363285779953003 Epoch 4: train loss 0.6153786941008135 Epoch 4: val loss 0.6311612725257874 Epoch 5: train loss 0.6215496821836992 Epoch 5: val loss 0.6244667172431946 Epoch 6: train loss 0.5962815393101085 Epoch 6: val loss 0.6157200932502747 Epoch 7: train loss 0.5954417532140558 Epoch 7: val loss 0.6071058511734009 Epoch 8: train loss 0.5975320122458718 Epoch 8: val loss 0.602321982383728 Epoch 9: train loss 0.5797323286533356 Epoch 9: val loss 0.5937895178794861 Epoch 10: train loss 0.5732300931757147 Epoch 10: val loss 0.5856826901435852 Epoch 11: train loss 0.541763495315205 Epoch 11: val loss 0.5797495245933533 Epoch 12: train loss 0.560194733467969 Epoch 12: val loss 0.567115068435669 Epoch 13: train loss 0.5494277097962119 Epoch 13: val loss 0.56352698802948 Epoch 14: train loss 0.5243746177716688 Epoch 14: val loss 0.565291166305542 Epoch 15: train loss 0.5216915851289575 Epoch 15: val loss 0.5640499591827393 Epoch 16: train loss 0.5053403242067858 Epoch 16: val loss 0.5628083348274231 Epoch 17: train loss 0.503261308778416 Epoch 17: val loss 0.5637765526771545 Epoch 18: train loss 0.4975961988622492 Epoch 18: val loss 0.5637111663818359 Epoch 19: train loss 0.47638577764684503 Epoch 19: val loss 0.5669688582420349 Epoch 20: train loss 0.4862723106687719 Epoch 20: val loss 0.5707458257675171 Epoch 21: train loss 0.49261572415178473 Epoch 21: val loss 0.5683297514915466 Epoch 22: train loss 0.45412554524161597 Epoch 22: val loss 0.5718620419502258 Epoch 23: train loss 0.4627010388807817 Epoch 23: val loss 0.5773822665214539 Epoch 24: train loss 0.4525432532483881 Epoch 24: val loss 0.5742293000221252
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.689586189660159 Epoch 0: val loss 0.6595702767372131 Epoch 1: train loss 0.6681504303758795 Epoch 1: val loss 0.6485308408737183 Epoch 2: train loss 0.6494081345471469 Epoch 2: val loss 0.6318157911300659 Epoch 3: train loss 0.6341704672033136 Epoch 3: val loss 0.6252042055130005 Epoch 4: train loss 0.6219738884405657 Epoch 4: val loss 0.6228402853012085 Epoch 5: train loss 0.6143180727958679 Epoch 5: val loss 0.625742495059967 Epoch 6: train loss 0.5931993126869202 Epoch 6: val loss 0.6254700422286987 Epoch 7: train loss 0.5813160917975686 Epoch 7: val loss 0.6313497424125671 Epoch 8: train loss 0.5652522878213362 Epoch 8: val loss 0.6412482857704163 Epoch 9: train loss 0.5610611520030282 Epoch 9: val loss 0.6374854445457458 Epoch 10: train loss 0.5482979823242534 Epoch 10: val loss 0.6344723105430603 Epoch 11: train loss 0.5451244007457386 Epoch 11: val loss 0.6400750875473022 Epoch 12: train loss 0.5362849262627688 Epoch 12: val loss 0.6482940912246704 Epoch 13: train loss 0.5062494305047122 Epoch 13: val loss 0.6433173418045044 Epoch 14: train loss 0.5188352167606354 Epoch 14: val loss 0.6625056862831116 Epoch 15: train loss 0.5064378705891696 Epoch 15: val loss 0.6523029804229736 Epoch 16: train loss 0.49020307985219086 Epoch 16: val loss 0.6495678424835205 Epoch 17: train loss 0.47628619454123755 Epoch 17: val loss 0.6644302010536194 Epoch 18: train loss 0.46674460714513605 Epoch 18: val loss 0.6646278500556946 Epoch 19: train loss 0.4588435102592815 Epoch 19: val loss 0.6629254817962646 Epoch 20: train loss 0.46001189947128296 Epoch 20: val loss 0.6755194664001465 Epoch 21: train loss 0.4827211959795518 Epoch 21: val loss 0.6617260575294495 Epoch 22: train loss 0.4251466230912642 Epoch 22: val loss 0.6662888526916504 Epoch 23: train loss 0.43716449358246545 Epoch 23: val loss 0.6955804228782654 Epoch 24: train loss 0.4716882488944314 Epoch 24: val loss 0.6939576864242554
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6777140537897746 Epoch 0: val loss 0.6604820489883423 Epoch 1: train loss 0.6491108258565267 Epoch 1: val loss 0.6325415372848511 Epoch 2: train loss 0.6082297643025716 Epoch 2: val loss 0.6147412061691284 Epoch 3: train loss 0.6007316907246908 Epoch 3: val loss 0.596737802028656 Epoch 4: train loss 0.5896560708681743 Epoch 4: val loss 0.5810282230377197 Epoch 5: train loss 0.574655544757843 Epoch 5: val loss 0.5762112736701965 Epoch 6: train loss 0.5767571727434794 Epoch 6: val loss 0.5648673176765442 Epoch 7: train loss 0.555206819375356 Epoch 7: val loss 0.5533676743507385 Epoch 8: train loss 0.5507295111815135 Epoch 8: val loss 0.5467665195465088 Epoch 9: train loss 0.5329912066459656 Epoch 9: val loss 0.5414988994598389 Epoch 10: train loss 0.5327165722846985 Epoch 10: val loss 0.5462601184844971 Epoch 11: train loss 0.5445470929145813 Epoch 11: val loss 0.5401304364204407 Epoch 12: train loss 0.5253342608610789 Epoch 12: val loss 0.5314072370529175 Epoch 13: train loss 0.5150020003318787 Epoch 13: val loss 0.5275593996047974 Epoch 14: train loss 0.5092671354611714 Epoch 14: val loss 0.5192348957061768 Epoch 15: train loss 0.512817778189977 Epoch 15: val loss 0.5201985239982605
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957830538352331 Epoch 0: val loss 0.6895164251327515 Epoch 1: train loss 0.6738200187683105 Epoch 1: val loss 0.6805839538574219 Epoch 2: train loss 0.6665346374114355 Epoch 2: val loss 0.6792807579040527 Epoch 3: train loss 0.6508105993270874 Epoch 3: val loss 0.6630539894104004 Epoch 4: train loss 0.6496777236461639 Epoch 4: val loss 0.6438686847686768 Epoch 5: train loss 0.6343402415513992 Epoch 5: val loss 0.634996235370636 Epoch 6: train loss 0.6318204949299494 Epoch 6: val loss 0.6259676218032837 Epoch 7: train loss 0.6142655164003372 Epoch 7: val loss 0.6162682175636292 Epoch 8: train loss 0.5901417136192322 Epoch 8: val loss 0.6150385737419128 Epoch 9: train loss 0.5939099043607712 Epoch 9: val loss 0.6031175851821899 Epoch 10: train loss 0.5854144742091497 Epoch 10: val loss 0.594016432762146 Epoch 11: train loss 0.5718612571557363 Epoch 11: val loss 0.5988007187843323 Epoch 12: train loss 0.5717884649833044 Epoch 12: val loss 0.6074185967445374 Epoch 13: train loss 0.5643976529439291 Epoch 13: val loss 0.5908982157707214 Epoch 14: train loss 0.5551448141535124 Epoch 14: val loss 0.5976711511611938 Epoch 15: train loss 0.5688834165533384 Epoch 15: val loss 0.5906425714492798 Epoch 16: train loss 0.5342839658260345 Epoch 16: val loss 0.5833256244659424 Epoch 17: train loss 0.5387461334466934 Epoch 17: val loss 0.5909883379936218 Epoch 18: train loss 0.5067924906810125 Epoch 18: val loss 0.5778865218162537 Epoch 19: train loss 0.5439206783970197 Epoch 19: val loss 0.5788856148719788 Epoch 20: train loss 0.5120717187722524 Epoch 20: val loss 0.5889225006103516 Epoch 21: train loss 0.49455998341242474 Epoch 21: val loss 0.5781241059303284 Epoch 22: train loss 0.4834519326686859 Epoch 22: val loss 0.5804913640022278 Epoch 23: train loss 0.4723493630687396 Epoch 23: val loss 0.5879130959510803 Epoch 24: train loss 0.45454466839631397 Epoch 24: val loss 0.5826436281204224
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7104602207740148 Epoch 0: val loss 0.694227397441864 Epoch 1: train loss 0.6730048358440399 Epoch 1: val loss 0.6806560158729553 Epoch 2: train loss 0.6481131513913473 Epoch 2: val loss 0.6662936210632324 Epoch 3: train loss 0.6331686874230703 Epoch 3: val loss 0.6496093273162842 Epoch 4: train loss 0.6097231407960256 Epoch 4: val loss 0.6424297094345093 Epoch 5: train loss 0.5777078345417976 Epoch 5: val loss 0.6466375589370728 Epoch 6: train loss 0.567471002538999 Epoch 6: val loss 0.6512730121612549 Epoch 7: train loss 0.5482298135757446 Epoch 7: val loss 0.6653077602386475 Epoch 8: train loss 0.5537828132510185 Epoch 8: val loss 0.6551678776741028 Epoch 9: train loss 0.5439853717883428 Epoch 9: val loss 0.6594905257225037 Epoch 10: train loss 0.5483561630050341 Epoch 10: val loss 0.6585990190505981 Epoch 11: train loss 0.5314583331346512 Epoch 11: val loss 0.6574380397796631 Epoch 12: train loss 0.5423227250576019 Epoch 12: val loss 0.6599767208099365 Epoch 13: train loss 0.5156154458721479 Epoch 13: val loss 0.6614404916763306 Epoch 14: train loss 0.5058050602674484 Epoch 14: val loss 0.6554875373840332 Epoch 15: train loss 0.49503397693236667 Epoch 15: val loss 0.6563752293586731 Epoch 16: train loss 0.4928271969159444 Epoch 16: val loss 0.6571805477142334 Epoch 17: train loss 0.4876809318860372 Epoch 17: val loss 0.6502339243888855 Epoch 18: train loss 0.4657684192061424 Epoch 18: val loss 0.643326997756958 Epoch 19: train loss 0.477109136680762 Epoch 19: val loss 0.6561694145202637 Epoch 20: train loss 0.4848221292098363 Epoch 20: val loss 0.650239884853363 Epoch 21: train loss 0.4730081409215927 Epoch 21: val loss 0.6611291766166687 Epoch 22: train loss 0.47344476729631424 Epoch 22: val loss 0.6317142248153687 Epoch 23: train loss 0.45617864777644473 Epoch 23: val loss 0.6505811214447021 Epoch 24: train loss 0.4541548614700635 Epoch 24: val loss 0.6594639420509338
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883676499128342 Epoch 0: val loss 0.684112012386322 Epoch 1: train loss 0.679803212483724 Epoch 1: val loss 0.6736387610435486 Epoch 2: train loss 0.6715469360351562 Epoch 2: val loss 0.6737080216407776 Epoch 3: train loss 0.6464630713065466 Epoch 3: val loss 0.6652474403381348 Epoch 4: train loss 0.645059123635292 Epoch 4: val loss 0.6626279950141907 Epoch 5: train loss 0.6238132367531458 Epoch 5: val loss 0.6579771041870117 Epoch 6: train loss 0.5999333336949348 Epoch 6: val loss 0.6519030928611755 Epoch 7: train loss 0.5958774238824844 Epoch 7: val loss 0.6581437587738037 Epoch 8: train loss 0.570966345568498 Epoch 8: val loss 0.6419998407363892 Epoch 9: train loss 0.5604178756475449 Epoch 9: val loss 0.643426775932312 Epoch 10: train loss 0.5511930411060652 Epoch 10: val loss 0.6454329490661621 Epoch 11: train loss 0.5520800923307737 Epoch 11: val loss 0.6597203016281128 Epoch 12: train loss 0.5636324062943459 Epoch 12: val loss 0.6433817148208618 Epoch 13: train loss 0.5371858527263006 Epoch 13: val loss 0.6564725637435913 Epoch 14: train loss 0.538225161532561 Epoch 14: val loss 0.6315816640853882 Epoch 15: train loss 0.535503163933754 Epoch 15: val loss 0.6439712047576904 Epoch 16: train loss 0.5260529443621635 Epoch 16: val loss 0.6420849561691284 Epoch 17: train loss 0.5408630693952242 Epoch 17: val loss 0.6274173259735107 Epoch 18: train loss 0.5333795472979546 Epoch 18: val loss 0.6400682330131531 Epoch 19: train loss 0.5282321497797966 Epoch 19: val loss 0.6240726113319397 Epoch 20: train loss 0.49648085981607437 Epoch 20: val loss 0.6275187134742737 Epoch 21: train loss 0.5032906283934911 Epoch 21: val loss 0.6128454804420471 Epoch 22: train loss 0.4967621862888336 Epoch 22: val loss 0.6488104462623596 Epoch 23: train loss 0.4817874605456988 Epoch 23: val loss 0.6228631138801575 Epoch 24: train loss 0.48978954056898755 Epoch 24: val loss 0.6262357234954834
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931326041618983 Epoch 0: val loss 0.6762607097625732 Epoch 1: train loss 0.6798497140407562 Epoch 1: val loss 0.6682775020599365 Epoch 2: train loss 0.6605998873710632 Epoch 2: val loss 0.6576261520385742 Epoch 3: train loss 0.6524840046962103 Epoch 3: val loss 0.6448100209236145 Epoch 4: train loss 0.6389097472031912 Epoch 4: val loss 0.6342804431915283 Epoch 5: train loss 0.6315471480290095 Epoch 5: val loss 0.6218768954277039 Epoch 6: train loss 0.6196025436123213 Epoch 6: val loss 0.6117044687271118 Epoch 7: train loss 0.6056257635354996 Epoch 7: val loss 0.6076517105102539 Epoch 8: train loss 0.593352754910787 Epoch 8: val loss 0.6028681397438049 Epoch 9: train loss 0.6075170288483301 Epoch 9: val loss 0.5999576449394226 Epoch 10: train loss 0.5881729324658712 Epoch 10: val loss 0.6011351346969604 Epoch 11: train loss 0.5762028669317564 Epoch 11: val loss 0.6008676290512085 Epoch 12: train loss 0.5697260921200117 Epoch 12: val loss 0.605086088180542 Epoch 13: train loss 0.5708817442258199 Epoch 13: val loss 0.6104695796966553 Epoch 14: train loss 0.546278345088164 Epoch 14: val loss 0.6010178923606873 Epoch 15: train loss 0.5519649758934975 Epoch 15: val loss 0.6063960194587708 Epoch 16: train loss 0.5193527440230051 Epoch 16: val loss 0.6112996339797974 Epoch 17: train loss 0.5448383614420891 Epoch 17: val loss 0.6098798513412476 Epoch 18: train loss 0.5336641917626063 Epoch 18: val loss 0.6104036569595337 Epoch 19: train loss 0.49508723616600037 Epoch 19: val loss 0.6128256320953369 Epoch 20: train loss 0.5118213122089704 Epoch 20: val loss 0.6169000864028931 Epoch 21: train loss 0.528283417224884 Epoch 21: val loss 0.6219426989555359 Epoch 22: train loss 0.5202920213341713 Epoch 22: val loss 0.619009256362915 Epoch 23: train loss 0.5076319898168246 Epoch 23: val loss 0.6214522123336792 Epoch 24: train loss 0.48247408370176953 Epoch 24: val loss 0.616840660572052
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7017069011926651 Epoch 0: val loss 0.6840983629226685 Epoch 1: train loss 0.6885530762374401 Epoch 1: val loss 0.6721422076225281 Epoch 2: train loss 0.6799934580922127 Epoch 2: val loss 0.659871518611908 Epoch 3: train loss 0.6563159711658955 Epoch 3: val loss 0.6475940942764282 Epoch 4: train loss 0.6433960013091564 Epoch 4: val loss 0.6390019059181213 Epoch 5: train loss 0.6350680738687515 Epoch 5: val loss 0.6363605260848999 Epoch 6: train loss 0.6014195829629898 Epoch 6: val loss 0.6100040078163147 Epoch 7: train loss 0.5847197845578194 Epoch 7: val loss 0.6142850518226624 Epoch 8: train loss 0.5816971007734537 Epoch 8: val loss 0.6017895340919495 Epoch 9: train loss 0.5637805201113224 Epoch 9: val loss 0.6002774834632874 Epoch 10: train loss 0.5665166042745113 Epoch 10: val loss 0.6021838188171387 Epoch 11: train loss 0.5548698753118515 Epoch 11: val loss 0.6019318699836731 Epoch 12: train loss 0.5398666691035032 Epoch 12: val loss 0.5955602526664734 Epoch 13: train loss 0.5452427640557289 Epoch 13: val loss 0.6078532934188843 Epoch 14: train loss 0.536775466054678 Epoch 14: val loss 0.6080881357192993 Epoch 15: train loss 0.5193284135311842 Epoch 15: val loss 0.5959233641624451 Epoch 16: train loss 0.5387023277580738 Epoch 16: val loss 0.598218560218811 Epoch 17: train loss 0.5091301407665014 Epoch 17: val loss 0.6069833636283875 Epoch 18: train loss 0.49825376830995083 Epoch 18: val loss 0.6261832118034363 Epoch 19: train loss 0.5041144602000713 Epoch 19: val loss 0.6044371724128723
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978029559055964 Epoch 0: val loss 0.690707802772522 Epoch 1: train loss 0.684829001625379 Epoch 1: val loss 0.6841593384742737 Epoch 2: train loss 0.6628897537787756 Epoch 2: val loss 0.6780818104743958 Epoch 3: train loss 0.6551212221384048 Epoch 3: val loss 0.677595317363739 Epoch 4: train loss 0.6457957824071249 Epoch 4: val loss 0.6720355749130249 Epoch 5: train loss 0.6404695510864258 Epoch 5: val loss 0.6631087064743042 Epoch 6: train loss 0.6350993514060974 Epoch 6: val loss 0.669710099697113 Epoch 7: train loss 0.6339594821135203 Epoch 7: val loss 0.6767923831939697 Epoch 8: train loss 0.6037940283616384 Epoch 8: val loss 0.6716303825378418 Epoch 9: train loss 0.6043402900298437 Epoch 9: val loss 0.6736613512039185 Epoch 10: train loss 0.6043845241268476 Epoch 10: val loss 0.6730641722679138 Epoch 11: train loss 0.5950001229842504 Epoch 11: val loss 0.6709581613540649 Epoch 12: train loss 0.5802517334620158 Epoch 12: val loss 0.6638072729110718 Epoch 13: train loss 0.577228049437205 Epoch 13: val loss 0.6579470038414001 Epoch 14: train loss 0.5680459141731262 Epoch 14: val loss 0.6617105603218079 Epoch 15: train loss 0.5892552882432938 Epoch 15: val loss 0.6552100777626038 Epoch 16: train loss 0.5722402309377989 Epoch 16: val loss 0.6609272956848145 Epoch 17: train loss 0.5546589195728302 Epoch 17: val loss 0.666856586933136 Epoch 18: train loss 0.5477358823021253 Epoch 18: val loss 0.6575015783309937 Epoch 19: train loss 0.5660350471735001 Epoch 19: val loss 0.6713714003562927 Epoch 20: train loss 0.5254507561524709 Epoch 20: val loss 0.6685564517974854 Epoch 21: train loss 0.5486882006128629 Epoch 21: val loss 0.6711249947547913 Epoch 22: train loss 0.536769449710846 Epoch 22: val loss 0.6795113682746887 Epoch 23: train loss 0.5415986180305481 Epoch 23: val loss 0.692977786064148 Epoch 24: train loss 0.5241531605521838 Epoch 24: val loss 0.6909022331237793
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6849761009216309 Epoch 0: val loss 0.7028277516365051 Epoch 1: train loss 0.6972371538480123 Epoch 1: val loss 0.704532265663147 Epoch 2: train loss 0.6743035614490509 Epoch 2: val loss 0.7024514675140381 Epoch 3: train loss 0.656550774971644 Epoch 3: val loss 0.7009174227714539 Epoch 4: train loss 0.6468774378299713 Epoch 4: val loss 0.6994785070419312 Epoch 5: train loss 0.6325833946466446 Epoch 5: val loss 0.6922078132629395 Epoch 6: train loss 0.6075409352779388 Epoch 6: val loss 0.6964094042778015 Epoch 7: train loss 0.6198467860619227 Epoch 7: val loss 0.6995238661766052 Epoch 8: train loss 0.5993433346350988 Epoch 8: val loss 0.6831231117248535 Epoch 9: train loss 0.6081140885750452 Epoch 9: val loss 0.6896908283233643 Epoch 10: train loss 0.5843111028273901 Epoch 10: val loss 0.6811818480491638 Epoch 11: train loss 0.5793512091040611 Epoch 11: val loss 0.690014660358429 Epoch 12: train loss 0.5764593953887621 Epoch 12: val loss 0.7058092951774597 Epoch 13: train loss 0.5501312812169393 Epoch 13: val loss 0.7163441181182861 Epoch 14: train loss 0.5792657186587652 Epoch 14: val loss 0.7397031188011169 Epoch 15: train loss 0.5538968270023664 Epoch 15: val loss 0.7188870906829834 Epoch 16: train loss 0.5607856586575508 Epoch 16: val loss 0.7286259531974792 Epoch 17: train loss 0.5290377736091614 Epoch 17: val loss 0.7261980772018433 Epoch 18: train loss 0.5452652672926585 Epoch 18: val loss 0.7304655313491821 Epoch 19: train loss 0.5265477572878202 Epoch 19: val loss 0.7529825568199158 Epoch 20: train loss 0.5424831882119179 Epoch 20: val loss 0.7320473194122314 Epoch 21: train loss 0.5347290833791097 Epoch 21: val loss 0.7299621105194092 Epoch 22: train loss 0.5293738047281901 Epoch 22: val loss 0.7565003037452698 Epoch 23: train loss 0.5142522752285004 Epoch 23: val loss 0.7677803635597229 Epoch 24: train loss 0.502502421538035 Epoch 24: val loss 0.7800928950309753
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7116205096244812 Epoch 0: val loss 0.6911937594413757 Epoch 1: train loss 0.6767585227886835 Epoch 1: val loss 0.6820677518844604 Epoch 2: train loss 0.6638336032629013 Epoch 2: val loss 0.6713873147964478 Epoch 3: train loss 0.6592749357223511 Epoch 3: val loss 0.6647428274154663 Epoch 4: train loss 0.6472969402869543 Epoch 4: val loss 0.6640417575836182 Epoch 5: train loss 0.633711189031601 Epoch 5: val loss 0.6480885148048401 Epoch 6: train loss 0.6423925757408142 Epoch 6: val loss 0.6379522681236267 Epoch 7: train loss 0.6281997213761011 Epoch 7: val loss 0.6510400176048279 Epoch 8: train loss 0.6275233725706736 Epoch 8: val loss 0.637146532535553 Epoch 9: train loss 0.6100589483976364 Epoch 9: val loss 0.6234948039054871 Epoch 10: train loss 0.6343965729077657 Epoch 10: val loss 0.6329032778739929 Epoch 11: train loss 0.6160341997941335 Epoch 11: val loss 0.6196648478507996 Epoch 12: train loss 0.5875652929147085 Epoch 12: val loss 0.6183885931968689 Epoch 13: train loss 0.6005812933047613 Epoch 13: val loss 0.6230660080909729 Epoch 14: train loss 0.5904035071531931 Epoch 14: val loss 0.6211448907852173 Epoch 15: train loss 0.594818597038587 Epoch 15: val loss 0.6205188632011414 Epoch 16: train loss 0.5865504145622253 Epoch 16: val loss 0.6190494894981384 Epoch 17: train loss 0.593704879283905 Epoch 17: val loss 0.6219799518585205 Epoch 18: train loss 0.5741170545419058 Epoch 18: val loss 0.617696225643158 Epoch 19: train loss 0.5779647131760915 Epoch 19: val loss 0.6221857070922852 Epoch 20: train loss 0.555464635292689 Epoch 20: val loss 0.619045615196228 Epoch 21: train loss 0.5659257446726164 Epoch 21: val loss 0.6199761033058167 Epoch 22: train loss 0.5680894826849302 Epoch 22: val loss 0.6079435348510742 Epoch 23: train loss 0.5585594276587168 Epoch 23: val loss 0.6145161390304565 Epoch 24: train loss 0.5358397836486498 Epoch 24: val loss 0.6068643927574158
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7150493711233139 Epoch 0: val loss 0.6885990500450134 Epoch 1: train loss 0.6696674923102061 Epoch 1: val loss 0.6733577847480774 Epoch 2: train loss 0.6523381620645523 Epoch 2: val loss 0.6645390391349792 Epoch 3: train loss 0.6444641500711441 Epoch 3: val loss 0.6560881733894348 Epoch 4: train loss 0.628064955274264 Epoch 4: val loss 0.655127763748169 Epoch 5: train loss 0.63753209511439 Epoch 5: val loss 0.6496753096580505 Epoch 6: train loss 0.6292560795942942 Epoch 6: val loss 0.6408626437187195 Epoch 7: train loss 0.5976958821217219 Epoch 7: val loss 0.642916738986969 Epoch 8: train loss 0.5947348847985268 Epoch 8: val loss 0.6377347707748413 Epoch 9: train loss 0.6144353797038397 Epoch 9: val loss 0.636328399181366 Epoch 10: train loss 0.5985702599088351 Epoch 10: val loss 0.6413506269454956 Epoch 11: train loss 0.5948585048317909 Epoch 11: val loss 0.6358126997947693 Epoch 12: train loss 0.6078973660866419 Epoch 12: val loss 0.6352760195732117 Epoch 13: train loss 0.578791081905365 Epoch 13: val loss 0.6410797238349915 Epoch 14: train loss 0.5679727246363958 Epoch 14: val loss 0.6382165551185608 Epoch 15: train loss 0.5640546778837839 Epoch 15: val loss 0.6277897953987122 Epoch 16: train loss 0.5940303653478622 Epoch 16: val loss 0.6290967464447021 Epoch 17: train loss 0.5699497709671656 Epoch 17: val loss 0.6333177089691162 Epoch 18: train loss 0.5618239988883337 Epoch 18: val loss 0.6228769421577454 Epoch 19: train loss 0.5993690192699432 Epoch 19: val loss 0.6316831707954407 Epoch 20: train loss 0.5465787972013155 Epoch 20: val loss 0.6234337687492371 Epoch 21: train loss 0.5524980475505193 Epoch 21: val loss 0.6239785552024841 Epoch 22: train loss 0.5555231596032778 Epoch 22: val loss 0.6261385679244995 Epoch 23: train loss 0.5612150753537813 Epoch 23: val loss 0.6268659830093384 Epoch 24: train loss 0.5415999814867973 Epoch 24: val loss 0.631916344165802
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7108739838004112 Epoch 0: val loss 0.6949692964553833 Epoch 1: train loss 0.6766723208129406 Epoch 1: val loss 0.6760912537574768 Epoch 2: train loss 0.6594708263874054 Epoch 2: val loss 0.6642171740531921 Epoch 3: train loss 0.6587129347026348 Epoch 3: val loss 0.6589823365211487 Epoch 4: train loss 0.634973231703043 Epoch 4: val loss 0.6438884735107422 Epoch 5: train loss 0.632148515433073 Epoch 5: val loss 0.6454224586486816 Epoch 6: train loss 0.6260807029902935 Epoch 6: val loss 0.6245267391204834 Epoch 7: train loss 0.628675676882267 Epoch 7: val loss 0.616030752658844 Epoch 8: train loss 0.6102783009409904 Epoch 8: val loss 0.6230304837226868 Epoch 9: train loss 0.591914102435112 Epoch 9: val loss 0.6153693795204163 Epoch 10: train loss 0.6075138375163078 Epoch 10: val loss 0.6099563241004944 Epoch 11: train loss 0.5902829375118017 Epoch 11: val loss 0.6039088368415833 Epoch 12: train loss 0.5844211429357529 Epoch 12: val loss 0.6069655418395996 Epoch 13: train loss 0.6076950803399086 Epoch 13: val loss 0.6126512289047241 Epoch 14: train loss 0.5640544667840004 Epoch 14: val loss 0.6172889471054077 Epoch 15: train loss 0.5850155707448721 Epoch 15: val loss 0.6164339780807495 Epoch 16: train loss 0.5752316862344742 Epoch 16: val loss 0.6188037395477295
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012466625733809 Epoch 0: val loss 0.6828601360321045 Epoch 1: train loss 0.6663540222428062 Epoch 1: val loss 0.6556981801986694 Epoch 2: train loss 0.6594026197086681 Epoch 2: val loss 0.6598876714706421 Epoch 3: train loss 0.6351256533102556 Epoch 3: val loss 0.657837986946106 Epoch 4: train loss 0.6417157487435774 Epoch 4: val loss 0.6585519313812256 Epoch 5: train loss 0.6367720148780129 Epoch 5: val loss 0.6689289212226868 Epoch 6: train loss 0.6555861830711365 Epoch 6: val loss 0.6691328883171082 Epoch 7: train loss 0.6318664930083535 Epoch 7: val loss 0.6632565855979919 Epoch 8: train loss 0.6262171322649176 Epoch 8: val loss 0.6675660610198975 Epoch 9: train loss 0.6240217685699463 Epoch 9: val loss 0.6550013422966003 Epoch 10: train loss 0.6209348819472573 Epoch 10: val loss 0.6566832661628723 Epoch 11: train loss 0.6168373281305487 Epoch 11: val loss 0.6618385314941406 Epoch 12: train loss 0.6198850788853385 Epoch 12: val loss 0.6628056764602661 Epoch 13: train loss 0.6118343309922651 Epoch 13: val loss 0.6616113781929016 Epoch 14: train loss 0.6005812070586465 Epoch 14: val loss 0.6574643850326538 Epoch 15: train loss 0.6027586622671648 Epoch 15: val loss 0.658743143081665 Epoch 16: train loss 0.6067588871175592 Epoch 16: val loss 0.6567230224609375 Epoch 17: train loss 0.5949603698470376 Epoch 17: val loss 0.6596933603286743 Epoch 18: train loss 0.5920225327665155 Epoch 18: val loss 0.6488855481147766 Epoch 19: train loss 0.5885312990708784 Epoch 19: val loss 0.6586578488349915 Epoch 20: train loss 0.5862568291750822 Epoch 20: val loss 0.6560542583465576 Epoch 21: train loss 0.5779593749479814 Epoch 21: val loss 0.6369540095329285 Epoch 22: train loss 0.5761726877906106 Epoch 22: val loss 0.6296014189720154 Epoch 23: train loss 0.5486782599579204 Epoch 23: val loss 0.6380394101142883 Epoch 24: train loss 0.553996817632155 Epoch 24: val loss 0.6453891396522522
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930656216361306 Epoch 0: val loss 0.6883627772331238 Epoch 1: train loss 0.6784242608330466 Epoch 1: val loss 0.6805515289306641 Epoch 2: train loss 0.6632326191121881 Epoch 2: val loss 0.6766263842582703 Epoch 3: train loss 0.6547431729056619 Epoch 3: val loss 0.6719141602516174 Epoch 4: train loss 0.6399589289318431 Epoch 4: val loss 0.6672773957252502 Epoch 5: train loss 0.633051259951158 Epoch 5: val loss 0.6659379601478577 Epoch 6: train loss 0.640867986462333 Epoch 6: val loss 0.6655608415603638 Epoch 7: train loss 0.6082491170276295 Epoch 7: val loss 0.66261225938797 Epoch 8: train loss 0.6183492324569009 Epoch 8: val loss 0.6601264476776123 Epoch 9: train loss 0.6090198917822405 Epoch 9: val loss 0.6569077968597412 Epoch 10: train loss 0.5993068543347445 Epoch 10: val loss 0.6558562517166138 Epoch 11: train loss 0.610030244697224 Epoch 11: val loss 0.6634816527366638 Epoch 12: train loss 0.5913413302464918 Epoch 12: val loss 0.6568761467933655 Epoch 13: train loss 0.577807220545682 Epoch 13: val loss 0.6439076066017151 Epoch 14: train loss 0.5814726244319569 Epoch 14: val loss 0.6447815299034119 Epoch 15: train loss 0.5803585215048357 Epoch 15: val loss 0.646432101726532 Epoch 16: train loss 0.5527374039996754 Epoch 16: val loss 0.6421200633049011 Epoch 17: train loss 0.5601187104528601 Epoch 17: val loss 0.6378987431526184 Epoch 18: train loss 0.5243272591720928 Epoch 18: val loss 0.6281680464744568 Epoch 19: train loss 0.531744970516725 Epoch 19: val loss 0.6247137188911438 Epoch 20: train loss 0.514076444235715 Epoch 20: val loss 0.6253845691680908 Epoch 21: train loss 0.5420406569134105 Epoch 21: val loss 0.616734504699707 Epoch 22: train loss 0.529584979469126 Epoch 22: val loss 0.630626380443573 Epoch 23: train loss 0.5193302848122336 Epoch 23: val loss 0.6338179707527161 Epoch 24: train loss 0.5241988328370181 Epoch 24: val loss 0.6230801343917847
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6818065968426791 Epoch 0: val loss 0.6829308867454529 Epoch 1: train loss 0.6778325980359857 Epoch 1: val loss 0.670527458190918 Epoch 2: train loss 0.6540096456354315 Epoch 2: val loss 0.6588320732116699 Epoch 3: train loss 0.6516350182619962 Epoch 3: val loss 0.6526558995246887 Epoch 4: train loss 0.6433521075682207 Epoch 4: val loss 0.6524595022201538 Epoch 5: train loss 0.6288430365649137 Epoch 5: val loss 0.6547949314117432 Epoch 6: train loss 0.6183837652206421 Epoch 6: val loss 0.6455137729644775 Epoch 7: train loss 0.6154280196536671 Epoch 7: val loss 0.6425827741622925 Epoch 8: train loss 0.6083125634626909 Epoch 8: val loss 0.645599365234375 Epoch 9: train loss 0.5831705602732572 Epoch 9: val loss 0.6529179811477661 Epoch 10: train loss 0.5858626636591825 Epoch 10: val loss 0.6515356302261353 Epoch 11: train loss 0.5861527215350758 Epoch 11: val loss 0.6531785726547241 Epoch 12: train loss 0.5599081191149625 Epoch 12: val loss 0.6459776759147644 Epoch 13: train loss 0.5664114220575853 Epoch 13: val loss 0.6456059217453003 Epoch 14: train loss 0.5762611519206654 Epoch 14: val loss 0.6548224687576294 Epoch 15: train loss 0.5501884872263129 Epoch 15: val loss 0.6544890403747559 Epoch 16: train loss 0.5275975113565271 Epoch 16: val loss 0.6591606736183167 Epoch 17: train loss 0.5075305591930043 Epoch 17: val loss 0.6700633764266968 Epoch 18: train loss 0.536639852957292 Epoch 18: val loss 0.661769449710846 Epoch 19: train loss 0.519533864476464 Epoch 19: val loss 0.6630672812461853 Epoch 20: train loss 0.495868520303206 Epoch 20: val loss 0.6552380323410034 Epoch 21: train loss 0.5048824873837557 Epoch 21: val loss 0.6621014475822449 Epoch 22: train loss 0.4896949556740848 Epoch 22: val loss 0.677977979183197 Epoch 23: train loss 0.47949073260480707 Epoch 23: val loss 0.682948887348175 Epoch 24: train loss 0.4951970252123746 Epoch 24: val loss 0.6775137782096863
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7015256123109297 Epoch 0: val loss 0.7038771510124207 Epoch 1: train loss 0.682182642546567 Epoch 1: val loss 0.7122383713722229 Epoch 2: train loss 0.6659619428894736 Epoch 2: val loss 0.7145461440086365 Epoch 3: train loss 0.6508531245318326 Epoch 3: val loss 0.7065257430076599 Epoch 4: train loss 0.6542180614037947 Epoch 4: val loss 0.7053841948509216 Epoch 5: train loss 0.62922664122148 Epoch 5: val loss 0.6991561055183411 Epoch 6: train loss 0.6179470311511647 Epoch 6: val loss 0.70274418592453 Epoch 7: train loss 0.6212490742856805 Epoch 7: val loss 0.7002890110015869 Epoch 8: train loss 0.6248776154084639 Epoch 8: val loss 0.7102630138397217 Epoch 9: train loss 0.6288692084225741 Epoch 9: val loss 0.701737105846405 Epoch 10: train loss 0.616031597961079 Epoch 10: val loss 0.6854877471923828 Epoch 11: train loss 0.603330438787287 Epoch 11: val loss 0.695987343788147 Epoch 12: train loss 0.6190867776220496 Epoch 12: val loss 0.6948166489601135 Epoch 13: train loss 0.6025779301469977 Epoch 13: val loss 0.6804987788200378 Epoch 14: train loss 0.5913713736967607 Epoch 14: val loss 0.6801019906997681 Epoch 15: train loss 0.5958040139891885 Epoch 15: val loss 0.693656325340271 Epoch 16: train loss 0.5957358100197532 Epoch 16: val loss 0.6855818629264832 Epoch 17: train loss 0.5845597223802046 Epoch 17: val loss 0.6785604357719421 Epoch 18: train loss 0.5713331997394562 Epoch 18: val loss 0.6761888265609741 Epoch 19: train loss 0.5634083991700952 Epoch 19: val loss 0.6767877340316772 Epoch 20: train loss 0.5588941465724598 Epoch 20: val loss 0.6804426312446594 Epoch 21: train loss 0.5508616891774264 Epoch 21: val loss 0.673827052116394 Epoch 22: train loss 0.549562240188772 Epoch 22: val loss 0.6781746745109558 Epoch 23: train loss 0.546288173307072 Epoch 23: val loss 0.6804015636444092 Epoch 24: train loss 0.5529205799102783 Epoch 24: val loss 0.6856555938720703
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6815772334734599 Epoch 0: val loss 0.6992380023002625 Epoch 1: train loss 0.6704351981480916 Epoch 1: val loss 0.7019504308700562 Epoch 2: train loss 0.6501595934232076 Epoch 2: val loss 0.6889331340789795 Epoch 3: train loss 0.6504143794377645 Epoch 3: val loss 0.676754355430603 Epoch 4: train loss 0.6448024829228719 Epoch 4: val loss 0.6680245399475098 Epoch 5: train loss 0.6256315588951111 Epoch 5: val loss 0.6671621799468994 Epoch 6: train loss 0.6204472184181213 Epoch 6: val loss 0.6761578917503357 Epoch 7: train loss 0.5855623920758565 Epoch 7: val loss 0.650696337223053 Epoch 8: train loss 0.6125734408696493 Epoch 8: val loss 0.6521208882331848 Epoch 9: train loss 0.6137119134267172 Epoch 9: val loss 0.6617334485054016 Epoch 10: train loss 0.6143725315729777 Epoch 10: val loss 0.6472873091697693 Epoch 11: train loss 0.6059880336125691 Epoch 11: val loss 0.6514697670936584 Epoch 12: train loss 0.5732932448387146 Epoch 12: val loss 0.6427196264266968 Epoch 13: train loss 0.6021497587362925 Epoch 13: val loss 0.653274416923523 Epoch 14: train loss 0.5766082564989726 Epoch 14: val loss 0.6412000060081482 Epoch 15: train loss 0.6090283115704854 Epoch 15: val loss 0.6415324807167053 Epoch 16: train loss 0.5621216714382171 Epoch 16: val loss 0.6401097774505615 Epoch 17: train loss 0.5891499598821004 Epoch 17: val loss 0.6400448083877563 Epoch 18: train loss 0.5519092877705892 Epoch 18: val loss 0.6305694580078125 Epoch 19: train loss 0.5660147726535797 Epoch 19: val loss 0.632462203502655 Epoch 20: train loss 0.5574639757474263 Epoch 20: val loss 0.6277989149093628 Epoch 21: train loss 0.5646558165550232 Epoch 21: val loss 0.6385699510574341 Epoch 22: train loss 0.580584688981374 Epoch 22: val loss 0.6339988112449646
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7018356414941641 Epoch 0: val loss 0.6827732920646667 Epoch 1: train loss 0.6789461145034204 Epoch 1: val loss 0.6669147610664368 Epoch 2: train loss 0.6708610241229718 Epoch 2: val loss 0.6553465127944946 Epoch 3: train loss 0.6689259868401748 Epoch 3: val loss 0.6452108025550842 Epoch 4: train loss 0.6711032436444209 Epoch 4: val loss 0.6386510133743286 Epoch 5: train loss 0.6690786435053899 Epoch 5: val loss 0.6303285956382751 Epoch 6: train loss 0.6390934540675237 Epoch 6: val loss 0.6201044917106628 Epoch 7: train loss 0.6386506603314326 Epoch 7: val loss 0.6097980737686157 Epoch 8: train loss 0.6295590950892522 Epoch 8: val loss 0.5992297530174255 Epoch 9: train loss 0.6270639346196101 Epoch 9: val loss 0.593300461769104 Epoch 10: train loss 0.6178430272982671 Epoch 10: val loss 0.5858920216560364 Epoch 11: train loss 0.6275141972761887 Epoch 11: val loss 0.5832827687263489 Epoch 12: train loss 0.6091421796725347 Epoch 12: val loss 0.579752504825592 Epoch 13: train loss 0.608295385654156 Epoch 13: val loss 0.5782414674758911 Epoch 14: train loss 0.6150422371350802 Epoch 14: val loss 0.5766304731369019 Epoch 15: train loss 0.5912791307155902 Epoch 15: val loss 0.5745775699615479 Epoch 16: train loss 0.5842074385056129 Epoch 16: val loss 0.5737615823745728 Epoch 17: train loss 0.5745205168540661 Epoch 17: val loss 0.5762234330177307 Epoch 18: train loss 0.5847456111357763 Epoch 18: val loss 0.577787458896637 Epoch 19: train loss 0.5750943376467779 Epoch 19: val loss 0.5743943452835083 Epoch 20: train loss 0.5857033821252676 Epoch 20: val loss 0.5723661184310913 Epoch 21: train loss 0.5577741288221799 Epoch 21: val loss 0.5812224745750427 Epoch 22: train loss 0.5708902776241302 Epoch 22: val loss 0.5833718776702881 Epoch 23: train loss 0.5426743007623233 Epoch 23: val loss 0.575619101524353 Epoch 24: train loss 0.56839496585039 Epoch 24: val loss 0.5775633454322815
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6948652359155508 Epoch 0: val loss 0.6807705760002136 Epoch 1: train loss 0.6849784071628864 Epoch 1: val loss 0.6726646423339844 Epoch 2: train loss 0.6648865525539105 Epoch 2: val loss 0.6661325097084045 Epoch 3: train loss 0.655796468257904 Epoch 3: val loss 0.6643965244293213 Epoch 4: train loss 0.6504131601406977 Epoch 4: val loss 0.6607934832572937 Epoch 5: train loss 0.6413122415542603 Epoch 5: val loss 0.6625964045524597 Epoch 6: train loss 0.6266147127518287 Epoch 6: val loss 0.6624137759208679 Epoch 7: train loss 0.6347301098016592 Epoch 7: val loss 0.6574296951293945 Epoch 8: train loss 0.6188044227086581 Epoch 8: val loss 0.6588882207870483 Epoch 9: train loss 0.6063941258650559 Epoch 9: val loss 0.6564295887947083 Epoch 10: train loss 0.5975388471896832 Epoch 10: val loss 0.6608179211616516 Epoch 11: train loss 0.5997697160794184 Epoch 11: val loss 0.6601529717445374 Epoch 12: train loss 0.5930739320241488 Epoch 12: val loss 0.6546074151992798 Epoch 13: train loss 0.5948967108359704 Epoch 13: val loss 0.6539741158485413 Epoch 14: train loss 0.5883050056604239 Epoch 14: val loss 0.6522418856620789 Epoch 15: train loss 0.5766165141875927 Epoch 15: val loss 0.6588705778121948 Epoch 16: train loss 0.5749725516025836 Epoch 16: val loss 0.6681705713272095 Epoch 17: train loss 0.5643792840150686 Epoch 17: val loss 0.6648141741752625 Epoch 18: train loss 0.5674080504820898 Epoch 18: val loss 0.6677697896957397 Epoch 19: train loss 0.5619269150954026 Epoch 19: val loss 0.6730482578277588 Epoch 20: train loss 0.5478184452423682 Epoch 20: val loss 0.6718403697013855 Epoch 21: train loss 0.5589029376323407 Epoch 21: val loss 0.6727219820022583 Epoch 22: train loss 0.5473024065677936 Epoch 22: val loss 0.6850579380989075 Epoch 23: train loss 0.5421226849922767 Epoch 23: val loss 0.6922705769538879 Epoch 24: train loss 0.5421172793094928 Epoch 24: val loss 0.6917842030525208
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6995718570855948 Epoch 0: val loss 0.6990659832954407 Epoch 1: train loss 0.6817176983906672 Epoch 1: val loss 0.6935642957687378 Epoch 2: train loss 0.6616235054456271 Epoch 2: val loss 0.6879332661628723 Epoch 3: train loss 0.6551847962232736 Epoch 3: val loss 0.6967909932136536 Epoch 4: train loss 0.6377563201464139 Epoch 4: val loss 0.6945633292198181 Epoch 5: train loss 0.6203257579069871 Epoch 5: val loss 0.695819079875946 Epoch 6: train loss 0.6162464802081769 Epoch 6: val loss 0.7147655487060547 Epoch 7: train loss 0.6120837193268996 Epoch 7: val loss 0.7198477387428284 Epoch 8: train loss 0.6017986031679007 Epoch 8: val loss 0.7363276481628418 Epoch 9: train loss 0.6165201251323407 Epoch 9: val loss 0.7387986183166504 Epoch 10: train loss 0.5925049231602595 Epoch 10: val loss 0.7422115206718445 Epoch 11: train loss 0.5854475704523233 Epoch 11: val loss 0.7445124387741089 Epoch 12: train loss 0.5658143162727356 Epoch 12: val loss 0.757121205329895 Epoch 13: train loss 0.5778283110031714 Epoch 13: val loss 0.7603713870048523 Epoch 14: train loss 0.563325836108281 Epoch 14: val loss 0.7564391493797302 Epoch 15: train loss 0.5739382459567144 Epoch 15: val loss 0.7636074423789978 Epoch 16: train loss 0.5610967966226431 Epoch 16: val loss 0.7714691758155823 Epoch 17: train loss 0.5261952854119815 Epoch 17: val loss 0.7710807919502258 Epoch 18: train loss 0.5395520123151633 Epoch 18: val loss 0.7850853204727173 Epoch 19: train loss 0.5597460522101476 Epoch 19: val loss 0.7913186550140381 Epoch 20: train loss 0.5649470870311444 Epoch 20: val loss 0.7845233678817749 Epoch 21: train loss 0.5375632001803472 Epoch 21: val loss 0.7810897827148438 Epoch 22: train loss 0.5403385047729199 Epoch 22: val loss 0.7930740714073181 Epoch 23: train loss 0.5236297754141 Epoch 23: val loss 0.7764708399772644 Epoch 24: train loss 0.5385758189054636 Epoch 24: val loss 0.7871975302696228
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6924935991947467 Epoch 0: val loss 0.6837360858917236 Epoch 1: train loss 0.6678919241978571 Epoch 1: val loss 0.6803231239318848 Epoch 2: train loss 0.6592784432264475 Epoch 2: val loss 0.6832224130630493 Epoch 3: train loss 0.655741022183345 Epoch 3: val loss 0.6835417747497559 Epoch 4: train loss 0.6306624825184162 Epoch 4: val loss 0.6855342984199524 Epoch 5: train loss 0.6268521547317505 Epoch 5: val loss 0.6866414546966553 Epoch 6: train loss 0.625306283052151 Epoch 6: val loss 0.6913922429084778 Epoch 7: train loss 0.5933198516185467 Epoch 7: val loss 0.6924656629562378 Epoch 8: train loss 0.5869618058204651 Epoch 8: val loss 0.6933412551879883 Epoch 9: train loss 0.5860975682735443 Epoch 9: val loss 0.6937859654426575 Epoch 10: train loss 0.5882759873683636 Epoch 10: val loss 0.6998704671859741 Epoch 11: train loss 0.5773939077670758 Epoch 11: val loss 0.7076940536499023 Epoch 12: train loss 0.5722150458739355 Epoch 12: val loss 0.7171218395233154 Epoch 13: train loss 0.5818576239622556 Epoch 13: val loss 0.7154086232185364 Epoch 14: train loss 0.5599833956131568 Epoch 14: val loss 0.7259351015090942 Epoch 15: train loss 0.548526080755087 Epoch 15: val loss 0.734135627746582 Epoch 16: train loss 0.5374382321651165 Epoch 16: val loss 0.7371227145195007 Epoch 17: train loss 0.5357137689223657 Epoch 17: val loss 0.745898962020874 Epoch 18: train loss 0.532196595118596 Epoch 18: val loss 0.7482538819313049 Epoch 19: train loss 0.5298806795707116 Epoch 19: val loss 0.7438294887542725 Epoch 20: train loss 0.5201489260563483 Epoch 20: val loss 0.7505999207496643 Epoch 21: train loss 0.5168907504815322 Epoch 21: val loss 0.7583346366882324 Epoch 22: train loss 0.5039915763414823 Epoch 22: val loss 0.7616479396820068 Epoch 23: train loss 0.4985535419904269 Epoch 23: val loss 0.7744159698486328 Epoch 24: train loss 0.5240857234367957 Epoch 24: val loss 0.7739758491516113
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7027780834366294 Epoch 0: val loss 0.6854544878005981 Epoch 1: train loss 0.6732417064554551 Epoch 1: val loss 0.6726276874542236 Epoch 2: train loss 0.651291640365825 Epoch 2: val loss 0.6597674489021301 Epoch 3: train loss 0.6577397549853605 Epoch 3: val loss 0.6541521549224854 Epoch 4: train loss 0.6330797426840838 Epoch 4: val loss 0.644580066204071 Epoch 5: train loss 0.6282305577222038 Epoch 5: val loss 0.6385782361030579 Epoch 6: train loss 0.6259488778955796 Epoch 6: val loss 0.6267356276512146 Epoch 7: train loss 0.5980276535539066 Epoch 7: val loss 0.6402909159660339 Epoch 8: train loss 0.6050814249936272 Epoch 8: val loss 0.6283547878265381 Epoch 9: train loss 0.6025287508964539 Epoch 9: val loss 0.6285877823829651 Epoch 10: train loss 0.5978809174369363 Epoch 10: val loss 0.6323395371437073 Epoch 11: train loss 0.5856464943465065 Epoch 11: val loss 0.6317806243896484
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6979236354430517 Epoch 0: val loss 0.6912767887115479 Epoch 1: train loss 0.6814499149719874 Epoch 1: val loss 0.6979445815086365 Epoch 2: train loss 0.6878538280725479 Epoch 2: val loss 0.7032857537269592 Epoch 3: train loss 0.6809645841519038 Epoch 3: val loss 0.7050158977508545 Epoch 4: train loss 0.6683186739683151 Epoch 4: val loss 0.7059024572372437 Epoch 5: train loss 0.6544335832198461 Epoch 5: val loss 0.7090895175933838 Epoch 6: train loss 0.6520608613888422 Epoch 6: val loss 0.7151188850402832 Epoch 7: train loss 0.6590125262737274 Epoch 7: val loss 0.7191643714904785 Epoch 8: train loss 0.6334531356890997 Epoch 8: val loss 0.7174578309059143 Epoch 9: train loss 0.6247337758541107 Epoch 9: val loss 0.7251899242401123 Epoch 10: train loss 0.6300201962391535 Epoch 10: val loss 0.7277653813362122 Epoch 11: train loss 0.6240758250157038 Epoch 11: val loss 0.7348172068595886 Epoch 12: train loss 0.6129202495018641 Epoch 12: val loss 0.7470232248306274 Epoch 13: train loss 0.6062030444542567 Epoch 13: val loss 0.7435400485992432 Epoch 14: train loss 0.6023811971147855 Epoch 14: val loss 0.7449094653129578 Epoch 15: train loss 0.5870049446821213 Epoch 15: val loss 0.7566747665405273 Epoch 16: train loss 0.5725168610612551 Epoch 16: val loss 0.7672350406646729 Epoch 17: train loss 0.5868957589070002 Epoch 17: val loss 0.7774873375892639 Epoch 18: train loss 0.5805565367142359 Epoch 18: val loss 0.790475606918335 Epoch 19: train loss 0.5583946059147517 Epoch 19: val loss 0.7870718240737915 Epoch 20: train loss 0.5620393405357996 Epoch 20: val loss 0.808952808380127 Epoch 21: train loss 0.5479467610518137 Epoch 21: val loss 0.8066779375076294 Epoch 22: train loss 0.5410737122098604 Epoch 22: val loss 0.8192330002784729 Epoch 23: train loss 0.5350963224967321 Epoch 23: val loss 0.8183197975158691 Epoch 24: train loss 0.5579878091812134 Epoch 24: val loss 0.8266261219978333
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7017631530761719 Epoch 0: val loss 0.6894629597663879 Epoch 1: train loss 0.7097840309143066 Epoch 1: val loss 0.6808059811592102 Epoch 2: train loss 0.697562704483668 Epoch 2: val loss 0.682881236076355 Epoch 3: train loss 0.6850032160679499 Epoch 3: val loss 0.6828989386558533 Epoch 4: train loss 0.6857866048812866 Epoch 4: val loss 0.6822919249534607 Epoch 5: train loss 0.6818134188652039 Epoch 5: val loss 0.6814989447593689 Epoch 6: train loss 0.6725379824638367 Epoch 6: val loss 0.6811824440956116 Epoch 7: train loss 0.6725555658340454 Epoch 7: val loss 0.6791089177131653 Epoch 8: train loss 0.6631007045507431 Epoch 8: val loss 0.6769745945930481 Epoch 9: train loss 0.6587070176998774 Epoch 9: val loss 0.676558792591095 Epoch 10: train loss 0.6613141695658366 Epoch 10: val loss 0.6770922541618347 Epoch 11: train loss 0.6499804258346558 Epoch 11: val loss 0.6704840660095215 Epoch 12: train loss 0.6442319750785828 Epoch 12: val loss 0.6646698713302612 Epoch 13: train loss 0.6351655870676041 Epoch 13: val loss 0.6678281426429749 Epoch 14: train loss 0.6386444022258123 Epoch 14: val loss 0.6699219942092896 Epoch 15: train loss 0.6305321256319681 Epoch 15: val loss 0.6726552844047546 Epoch 16: train loss 0.6378581126530966 Epoch 16: val loss 0.681124746799469 Epoch 17: train loss 0.6343561659256617 Epoch 17: val loss 0.6814843416213989 Epoch 18: train loss 0.6309103320042292 Epoch 18: val loss 0.6801958084106445 Epoch 19: train loss 0.6164990067481995 Epoch 19: val loss 0.6786025166511536 Epoch 20: train loss 0.6066693092385927 Epoch 20: val loss 0.6821272373199463 Epoch 21: train loss 0.6093468964099884 Epoch 21: val loss 0.6819737553596497 Epoch 22: train loss 0.6150422096252441 Epoch 22: val loss 0.6819590926170349 Epoch 23: train loss 0.5991915265719095 Epoch 23: val loss 0.6849335432052612 Epoch 24: train loss 0.5986205488443375 Epoch 24: val loss 0.6901543736457825
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7058694809675217 Epoch 0: val loss 0.6903681755065918 Epoch 1: train loss 0.6815459132194519 Epoch 1: val loss 0.6852222084999084 Epoch 2: train loss 0.6808193624019623 Epoch 2: val loss 0.6820920705795288 Epoch 3: train loss 0.6741112321615219 Epoch 3: val loss 0.6832373738288879 Epoch 4: train loss 0.6638328979412714 Epoch 4: val loss 0.6821596026420593 Epoch 5: train loss 0.6636231591304144 Epoch 5: val loss 0.6863753199577332 Epoch 6: train loss 0.6608747790257136 Epoch 6: val loss 0.6853035092353821 Epoch 7: train loss 0.6603119969367981 Epoch 7: val loss 0.693006694316864 Epoch 8: train loss 0.6439532736937205 Epoch 8: val loss 0.6948967576026917 Epoch 9: train loss 0.6344294001658758 Epoch 9: val loss 0.6935163140296936 Epoch 10: train loss 0.6458107928435007 Epoch 10: val loss 0.6942061185836792 Epoch 11: train loss 0.6219828178485235 Epoch 11: val loss 0.7006153464317322 Epoch 12: train loss 0.6292845060427984 Epoch 12: val loss 0.7009910941123962 Epoch 13: train loss 0.6176566431919733 Epoch 13: val loss 0.7014582753181458 Epoch 14: train loss 0.5990934868653616 Epoch 14: val loss 0.7008566856384277 Epoch 15: train loss 0.6045105109612147 Epoch 15: val loss 0.7098085880279541 Epoch 16: train loss 0.6084299484888712 Epoch 16: val loss 0.7155478596687317 Epoch 17: train loss 0.6117906818787257 Epoch 17: val loss 0.7145122289657593 Epoch 18: train loss 0.5852541625499725 Epoch 18: val loss 0.7178806066513062 Epoch 19: train loss 0.5837235152721405 Epoch 19: val loss 0.7235310077667236 Epoch 20: train loss 0.5948556909958521 Epoch 20: val loss 0.724216639995575 Epoch 21: train loss 0.5803372214237849 Epoch 21: val loss 0.7322492599487305 Epoch 22: train loss 0.5942724148432413 Epoch 22: val loss 0.7443879842758179 Epoch 23: train loss 0.603389581044515 Epoch 23: val loss 0.7431318759918213 Epoch 24: train loss 0.5722799474994341 Epoch 24: val loss 0.7308498024940491
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7081793397665024 Epoch 0: val loss 0.7016780376434326 Epoch 1: train loss 0.6936090290546417 Epoch 1: val loss 0.697210967540741 Epoch 2: train loss 0.679781456788381 Epoch 2: val loss 0.69621342420578 Epoch 3: train loss 0.6763502955436707 Epoch 3: val loss 0.6932428479194641 Epoch 4: train loss 0.6722517708937327 Epoch 4: val loss 0.691037118434906 Epoch 5: train loss 0.6701484074195226 Epoch 5: val loss 0.6898757219314575 Epoch 6: train loss 0.6519699494043986 Epoch 6: val loss 0.6852538585662842 Epoch 7: train loss 0.6723590642213821 Epoch 7: val loss 0.6788062453269958 Epoch 8: train loss 0.6521850277980169 Epoch 8: val loss 0.6783084273338318 Epoch 9: train loss 0.6523244629303614 Epoch 9: val loss 0.680568516254425 Epoch 10: train loss 0.6433148185412089 Epoch 10: val loss 0.6781008839607239 Epoch 11: train loss 0.635175292690595 Epoch 11: val loss 0.6781761646270752 Epoch 12: train loss 0.6278585890928904 Epoch 12: val loss 0.6777285933494568 Epoch 13: train loss 0.658584346373876 Epoch 13: val loss 0.6865131855010986 Epoch 14: train loss 0.6360825747251511 Epoch 14: val loss 0.6862828731536865 Epoch 15: train loss 0.6188017328580221 Epoch 15: val loss 0.6871744990348816 Epoch 16: train loss 0.6214714149634043 Epoch 16: val loss 0.6840463876724243 Epoch 17: train loss 0.6178778260946274 Epoch 17: val loss 0.6851820945739746 Epoch 18: train loss 0.6040135125319163 Epoch 18: val loss 0.6860030293464661 Epoch 19: train loss 0.6357724368572235 Epoch 19: val loss 0.6864031553268433 Epoch 20: train loss 0.6264376789331436 Epoch 20: val loss 0.6866520047187805 Epoch 21: train loss 0.60982945561409 Epoch 21: val loss 0.6844674348831177 Epoch 22: train loss 0.6087480286757151 Epoch 22: val loss 0.681561291217804 Epoch 23: train loss 0.6027675122022629 Epoch 23: val loss 0.6909370422363281 Epoch 24: train loss 0.5904436012109121 Epoch 24: val loss 0.6856833696365356
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7078513652086258 Epoch 0: val loss 0.6928613185882568 Epoch 1: train loss 0.6947392150759697 Epoch 1: val loss 0.6865297555923462 Epoch 2: train loss 0.6839526854455471 Epoch 2: val loss 0.6785755753517151 Epoch 3: train loss 0.6737985461950302 Epoch 3: val loss 0.6766198873519897 Epoch 4: train loss 0.6702463366091251 Epoch 4: val loss 0.6692731380462646 Epoch 5: train loss 0.6674502640962601 Epoch 5: val loss 0.6686303615570068 Epoch 6: train loss 0.660977341234684 Epoch 6: val loss 0.666279673576355 Epoch 7: train loss 0.6489899978041649 Epoch 7: val loss 0.6696966886520386 Epoch 8: train loss 0.6557563692331314 Epoch 8: val loss 0.6730334758758545 Epoch 9: train loss 0.6453891769051552 Epoch 9: val loss 0.6705138683319092 Epoch 10: train loss 0.6327557191252708 Epoch 10: val loss 0.6716867089271545 Epoch 11: train loss 0.6345110200345516 Epoch 11: val loss 0.6667760610580444 Epoch 12: train loss 0.6268545798957348 Epoch 12: val loss 0.6741917133331299 Epoch 13: train loss 0.6346254199743271 Epoch 13: val loss 0.6742658615112305
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
15 Epoch 0: train loss 0.665773229939597 Epoch 0: val loss 0.6532429456710815 Epoch 1: train loss 0.6190387436321804 Epoch 1: val loss 0.6437035799026489 Epoch 2: train loss 0.5627226914678302 Epoch 2: val loss 0.6377043128013611 Epoch 3: train loss 0.5643708535603115 Epoch 3: val loss 0.6369075179100037 Epoch 4: train loss 0.5687122941017151 Epoch 4: val loss 0.6366686224937439 Epoch 5: train loss 0.5916415963854108 Epoch 5: val loss 0.6399051547050476 Epoch 6: train loss 0.5114548291478839 Epoch 6: val loss 0.6330567002296448 Epoch 7: train loss 0.5615141519478389 Epoch 7: val loss 0.6341173648834229 Epoch 8: train loss 0.48671618529728483 Epoch 8: val loss 0.6422348022460938 Epoch 9: train loss 0.4494872859546116 Epoch 9: val loss 0.6528812050819397 Epoch 10: train loss 0.5032776636736733 Epoch 10: val loss 0.6615367531776428 Epoch 11: train loss 0.5497750469616481 Epoch 11: val loss 0.6689332127571106 Epoch 12: train loss 0.5369354018143245 Epoch 12: val loss 0.6614046096801758 Epoch 13: train loss 0.5190443524292537 Epoch 13: val loss 0.6515286564826965 Epoch 14: train loss 0.47195968883378164 Epoch 14: val loss 0.6554134488105774 Epoch 15: train loss 0.4947023562022618 Epoch 15: val loss 0.6607462763786316 Epoch 16: train loss 0.4543945001704352 Epoch 16: val loss 0.6662380695343018 Epoch 17: train loss 0.46371528080531527 Epoch 17: val loss 0.6715777516365051 Epoch 18: train loss 0.4635300764015743 Epoch 18: val loss 0.6734505891799927 Epoch 19: train loss 0.4774969858782632 Epoch 19: val loss 0.6749649047851562 Epoch 20: train loss 0.4899732342788151 Epoch 20: val loss 0.673742413520813 Epoch 21: train loss 0.4742619778428759 Epoch 21: val loss 0.6781454682350159 Epoch 22: train loss 0.46168273261615206 Epoch 22: val loss 0.6761714816093445 Epoch 23: train loss 0.43246433564594816 Epoch 23: val loss 0.6713098883628845 Epoch 24: train loss 0.42805400490760803 Epoch 24: val loss 0.6742737889289856
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6523180433682033 Epoch 0: val loss 0.6421751379966736 Epoch 1: train loss 0.6314118334225246 Epoch 1: val loss 0.6272441148757935 Epoch 2: train loss 0.5937030145100185 Epoch 2: val loss 0.6262307167053223 Epoch 3: train loss 0.6102795345442635 Epoch 3: val loss 0.6194459199905396 Epoch 4: train loss 0.6109617267336164 Epoch 4: val loss 0.61404949426651 Epoch 5: train loss 0.5707037023135594 Epoch 5: val loss 0.6099827885627747 Epoch 6: train loss 0.5503306516579219 Epoch 6: val loss 0.6045588850975037 Epoch 7: train loss 0.555244675704411 Epoch 7: val loss 0.6060035824775696 Epoch 8: train loss 0.5126880875655583 Epoch 8: val loss 0.6117640137672424 Epoch 9: train loss 0.5023206387247358 Epoch 9: val loss 0.6151697039604187 Epoch 10: train loss 0.6492716414587838 Epoch 10: val loss 0.6246401071548462 Epoch 11: train loss 0.5399598479270935 Epoch 11: val loss 0.6235826015472412 Epoch 12: train loss 0.5204489997455052 Epoch 12: val loss 0.6223359107971191 Epoch 13: train loss 0.5405214130878448 Epoch 13: val loss 0.6261687874794006 Epoch 14: train loss 0.5576900243759155 Epoch 14: val loss 0.6256102919578552 Epoch 15: train loss 0.5137183921677726 Epoch 15: val loss 0.6280425786972046 Epoch 16: train loss 0.5124956837722233 Epoch 16: val loss 0.6364299654960632 Epoch 17: train loss 0.49323045781680513 Epoch 17: val loss 0.6353326439857483 Epoch 18: train loss 0.46646243759563993 Epoch 18: val loss 0.6383659243583679 Epoch 19: train loss 0.4922359883785248 Epoch 19: val loss 0.6351376175880432 Epoch 20: train loss 0.4348111833844866 Epoch 20: val loss 0.6420074105262756 Epoch 21: train loss 0.45025728004319326 Epoch 21: val loss 0.6487012505531311 Epoch 22: train loss 0.4903027670724051 Epoch 22: val loss 0.6486865282058716 Epoch 23: train loss 0.4494446814060211 Epoch 23: val loss 0.6418793797492981 Epoch 24: train loss 0.5063950802598681 Epoch 24: val loss 0.6626003384590149
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7085779394422259 Epoch 0: val loss 0.6630933880805969 Epoch 1: train loss 0.657006289277758 Epoch 1: val loss 0.6285487413406372 Epoch 2: train loss 0.6428034901618958 Epoch 2: val loss 0.5989586710929871 Epoch 3: train loss 0.637695917061397 Epoch 3: val loss 0.5713797211647034 Epoch 4: train loss 0.5989374944141933 Epoch 4: val loss 0.5552224516868591 Epoch 5: train loss 0.5724815385682243 Epoch 5: val loss 0.5561463236808777 Epoch 6: train loss 0.5588569683688027 Epoch 6: val loss 0.5562949776649475 Epoch 7: train loss 0.5471164286136627 Epoch 7: val loss 0.5531708598136902 Epoch 8: train loss 0.5465822390147618 Epoch 8: val loss 0.5454940795898438 Epoch 9: train loss 0.5864514367921012 Epoch 9: val loss 0.5468196868896484 Epoch 10: train loss 0.5371717384883335 Epoch 10: val loss 0.5513395667076111 Epoch 11: train loss 0.5513998908655984 Epoch 11: val loss 0.5505521297454834 Epoch 12: train loss 0.5159180824245725 Epoch 12: val loss 0.555954098701477 Epoch 13: train loss 0.5197174719401768 Epoch 13: val loss 0.5528221726417542 Epoch 14: train loss 0.5093035314764295 Epoch 14: val loss 0.5566808581352234 Epoch 15: train loss 0.5376183390617371 Epoch 15: val loss 0.5473305583000183 Epoch 16: train loss 0.5603350571223668 Epoch 16: val loss 0.5417818427085876 Epoch 17: train loss 0.5669096878596714 Epoch 17: val loss 0.5501086711883545 Epoch 18: train loss 0.4850860152925764 Epoch 18: val loss 0.5526983141899109 Epoch 19: train loss 0.5304261786597115 Epoch 19: val loss 0.545441210269928 Epoch 20: train loss 0.5613318511417934 Epoch 20: val loss 0.5472023487091064 Epoch 21: train loss 0.546630995614188 Epoch 21: val loss 0.5679450631141663 Epoch 22: train loss 0.5123971147196633 Epoch 22: val loss 0.5793238878250122 Epoch 23: train loss 0.47943000708307537 Epoch 23: val loss 0.5812802910804749 Epoch 24: train loss 0.529568612575531 Epoch 24: val loss 0.5655311346054077
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.715935732637133 Epoch 0: val loss 0.6803093552589417 Epoch 1: train loss 0.6272285495485578 Epoch 1: val loss 0.6446312069892883 Epoch 2: train loss 0.6299018945012774 Epoch 2: val loss 0.6257877349853516 Epoch 3: train loss 0.6166013394083295 Epoch 3: val loss 0.615314781665802 Epoch 4: train loss 0.5943736476557595 Epoch 4: val loss 0.6129313111305237 Epoch 5: train loss 0.5555174393313271 Epoch 5: val loss 0.6085405945777893 Epoch 6: train loss 0.5688093432358333 Epoch 6: val loss 0.6068371534347534 Epoch 7: train loss 0.5461861746651786 Epoch 7: val loss 0.6075575947761536 Epoch 8: train loss 0.5523951607091087 Epoch 8: val loss 0.6069414615631104 Epoch 9: train loss 0.5578733512333461 Epoch 9: val loss 0.6031755208969116 Epoch 10: train loss 0.5202536412647792 Epoch 10: val loss 0.6035815477371216 Epoch 11: train loss 0.5125744044780731 Epoch 11: val loss 0.5987434983253479 Epoch 12: train loss 0.5177673740046365 Epoch 12: val loss 0.5956666469573975 Epoch 13: train loss 0.5184378964560372 Epoch 13: val loss 0.5965257287025452 Epoch 14: train loss 0.5149382395403725 Epoch 14: val loss 0.5988022089004517 Epoch 15: train loss 0.49563296352113995 Epoch 15: val loss 0.6031442880630493 Epoch 16: train loss 0.5306314783436912 Epoch 16: val loss 0.5974112749099731 Epoch 17: train loss 0.5632596569401878 Epoch 17: val loss 0.5889233946800232 Epoch 18: train loss 0.4710791153567178 Epoch 18: val loss 0.5859642624855042 Epoch 19: train loss 0.5523541740008763 Epoch 19: val loss 0.5849634408950806 Epoch 20: train loss 0.48317774278776987 Epoch 20: val loss 0.5935743451118469 Epoch 21: train loss 0.5284641172204699 Epoch 21: val loss 0.5978248119354248 Epoch 22: train loss 0.46410154019083294 Epoch 22: val loss 0.5960860848426819 Epoch 23: train loss 0.4998553565570286 Epoch 23: val loss 0.5934630036354065 Epoch 24: train loss 0.4522609370095389 Epoch 24: val loss 0.5947359204292297
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6848453018400404 Epoch 0: val loss 0.6157031655311584 Epoch 1: train loss 0.6172594096925523 Epoch 1: val loss 0.5941466093063354 Epoch 2: train loss 0.6051283876101176 Epoch 2: val loss 0.5833911299705505 Epoch 3: train loss 0.5844224161571927 Epoch 3: val loss 0.6012952327728271 Epoch 4: train loss 0.5577256580193838 Epoch 4: val loss 0.6049861907958984 Epoch 5: train loss 0.5814947651492225 Epoch 5: val loss 0.5934000611305237 Epoch 6: train loss 0.5602060986889733 Epoch 6: val loss 0.590120792388916 Epoch 7: train loss 0.6078882382975684 Epoch 7: val loss 0.5863852500915527
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7101416364312172 Epoch 0: val loss 0.6639399528503418 Epoch 1: train loss 0.6456719264388084 Epoch 1: val loss 0.6320549845695496 Epoch 2: train loss 0.6138660460710526 Epoch 2: val loss 0.6020854711532593 Epoch 3: train loss 0.5676391050219536 Epoch 3: val loss 0.5745640993118286 Epoch 4: train loss 0.53487928211689 Epoch 4: val loss 0.5665420889854431 Epoch 5: train loss 0.5281967036426067 Epoch 5: val loss 0.5563321113586426 Epoch 6: train loss 0.4977826848626137 Epoch 6: val loss 0.538889467716217 Epoch 7: train loss 0.5178479216992855 Epoch 7: val loss 0.5420898199081421 Epoch 8: train loss 0.494600635021925 Epoch 8: val loss 0.5447511672973633 Epoch 9: train loss 0.4991944618523121 Epoch 9: val loss 0.5660065412521362 Epoch 10: train loss 0.49802980944514275 Epoch 10: val loss 0.551669716835022 Epoch 11: train loss 0.4781534858047962 Epoch 11: val loss 0.547511637210846 Epoch 12: train loss 0.475283432751894 Epoch 12: val loss 0.5514577031135559 Epoch 13: train loss 0.48259053751826286 Epoch 13: val loss 0.5581060647964478 Epoch 14: train loss 0.468292448669672 Epoch 14: val loss 0.5695851445198059 Epoch 15: train loss 0.4634745940566063 Epoch 15: val loss 0.5532965660095215 Epoch 16: train loss 0.4615867882966995 Epoch 16: val loss 0.5368528962135315 Epoch 17: train loss 0.4531766213476658 Epoch 17: val loss 0.5482279658317566 Epoch 18: train loss 0.4695882238447666 Epoch 18: val loss 0.5565581321716309 Epoch 19: train loss 0.46147042885422707 Epoch 19: val loss 0.5435952544212341 Epoch 20: train loss 0.4300888031721115 Epoch 20: val loss 0.5305230021476746 Epoch 21: train loss 0.4308873750269413 Epoch 21: val loss 0.5335172414779663 Epoch 22: train loss 0.4272908493876457 Epoch 22: val loss 0.5407485961914062 Epoch 23: train loss 0.4255153723061085 Epoch 23: val loss 0.5462218523025513 Epoch 24: train loss 0.41052957251667976 Epoch 24: val loss 0.5396299958229065
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.682490311563015 Epoch 0: val loss 0.6520825624465942 Epoch 1: train loss 0.6122422069311142 Epoch 1: val loss 0.6160945296287537 Epoch 2: train loss 0.5751136019825935 Epoch 2: val loss 0.5780586004257202 Epoch 3: train loss 0.5255474597215652 Epoch 3: val loss 0.5406513214111328 Epoch 4: train loss 0.5012768134474754 Epoch 4: val loss 0.5300804972648621 Epoch 5: train loss 0.48668138310313225 Epoch 5: val loss 0.5279577970504761 Epoch 6: train loss 0.47815966606140137 Epoch 6: val loss 0.5292026400566101 Epoch 7: train loss 0.4756980650126934 Epoch 7: val loss 0.5334460735321045 Epoch 8: train loss 0.4682505279779434 Epoch 8: val loss 0.5327033400535583 Epoch 9: train loss 0.4694156385958195 Epoch 9: val loss 0.5305274724960327 Epoch 10: train loss 0.4662005752325058 Epoch 10: val loss 0.5316739082336426 Epoch 11: train loss 0.448665639385581 Epoch 11: val loss 0.5308756232261658 Epoch 12: train loss 0.44564682617783546 Epoch 12: val loss 0.5296199917793274 Epoch 13: train loss 0.4448697865009308 Epoch 13: val loss 0.5240664482116699 Epoch 14: train loss 0.4403438828885555 Epoch 14: val loss 0.5195909142494202 Epoch 15: train loss 0.4330482706427574 Epoch 15: val loss 0.515109121799469 Epoch 16: train loss 0.41655517369508743 Epoch 16: val loss 0.5163772106170654 Epoch 17: train loss 0.4325971268117428 Epoch 17: val loss 0.5173535943031311 Epoch 18: train loss 0.4122905619442463 Epoch 18: val loss 0.5257359147071838 Epoch 19: train loss 0.4113731235265732 Epoch 19: val loss 0.5200451016426086 Epoch 20: train loss 0.37356456741690636 Epoch 20: val loss 0.5184574723243713 Epoch 21: train loss 0.37454868480563164 Epoch 21: val loss 0.5189192295074463 Epoch 22: train loss 0.39244719222187996 Epoch 22: val loss 0.51670241355896 Epoch 23: train loss 0.38693971931934357 Epoch 23: val loss 0.5185316801071167 Epoch 24: train loss 0.3589921072125435 Epoch 24: val loss 0.5162681937217712
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.653480052947998 Epoch 0: val loss 0.6486630439758301 Epoch 1: train loss 0.6265284270048141 Epoch 1: val loss 0.6208484768867493 Epoch 2: train loss 0.5822771638631821 Epoch 2: val loss 0.596657931804657 Epoch 3: train loss 0.5587277561426163 Epoch 3: val loss 0.574313759803772 Epoch 4: train loss 0.5583824627101421 Epoch 4: val loss 0.5567945241928101 Epoch 5: train loss 0.5220355913043022 Epoch 5: val loss 0.5422993302345276 Epoch 6: train loss 0.4937415309250355 Epoch 6: val loss 0.5279324650764465 Epoch 7: train loss 0.4908655285835266 Epoch 7: val loss 0.5219587087631226 Epoch 8: train loss 0.49156587570905685 Epoch 8: val loss 0.5206850171089172 Epoch 9: train loss 0.4917011186480522 Epoch 9: val loss 0.5303733348846436 Epoch 10: train loss 0.45668716356158257 Epoch 10: val loss 0.5258556008338928 Epoch 11: train loss 0.4565647393465042 Epoch 11: val loss 0.529840886592865 Epoch 12: train loss 0.44590647146105766 Epoch 12: val loss 0.5326615571975708 Epoch 13: train loss 0.4489282928407192 Epoch 13: val loss 0.5348225235939026 Epoch 14: train loss 0.43778422847390175 Epoch 14: val loss 0.5334799289703369 Epoch 15: train loss 0.42148230969905853 Epoch 15: val loss 0.5312020778656006 Epoch 16: train loss 0.4289265424013138 Epoch 16: val loss 0.5344517827033997 Epoch 17: train loss 0.42579784616827965 Epoch 17: val loss 0.5422369837760925 Epoch 18: train loss 0.4213526137173176 Epoch 18: val loss 0.5506516695022583 Epoch 19: train loss 0.4141303300857544 Epoch 19: val loss 0.5624533295631409 Epoch 20: train loss 0.4200158342719078 Epoch 20: val loss 0.5567206740379333 Epoch 21: train loss 0.413517314940691 Epoch 21: val loss 0.5511664152145386 Epoch 22: train loss 0.3966734707355499 Epoch 22: val loss 0.5499318838119507 Epoch 23: train loss 0.3800804018974304 Epoch 23: val loss 0.5544224977493286 Epoch 24: train loss 0.4045332185924053 Epoch 24: val loss 0.5591064095497131
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6822919845581055 Epoch 0: val loss 0.6626467108726501 Epoch 1: train loss 0.6236159056425095 Epoch 1: val loss 0.6357345581054688 Epoch 2: train loss 0.5826408192515373 Epoch 2: val loss 0.6134920120239258 Epoch 3: train loss 0.5499723255634308 Epoch 3: val loss 0.5956918001174927 Epoch 4: train loss 0.5135524794459343 Epoch 4: val loss 0.5764445662498474 Epoch 5: train loss 0.49403149262070656 Epoch 5: val loss 0.5691007971763611 Epoch 6: train loss 0.48256004974246025 Epoch 6: val loss 0.5648348927497864 Epoch 7: train loss 0.4968119189143181 Epoch 7: val loss 0.560704231262207 Epoch 8: train loss 0.4724668860435486 Epoch 8: val loss 0.5564980506896973 Epoch 9: train loss 0.4583644010126591 Epoch 9: val loss 0.5659112334251404 Epoch 10: train loss 0.44777584075927734 Epoch 10: val loss 0.567092776298523 Epoch 11: train loss 0.4517901912331581 Epoch 11: val loss 0.5655832886695862 Epoch 12: train loss 0.4194011501967907 Epoch 12: val loss 0.565455436706543 Epoch 13: train loss 0.432253111153841 Epoch 13: val loss 0.5727999806404114 Epoch 14: train loss 0.4241950251162052 Epoch 14: val loss 0.5825589895248413 Epoch 15: train loss 0.4068822767585516 Epoch 15: val loss 0.5887144804000854 Epoch 16: train loss 0.41446326673030853 Epoch 16: val loss 0.590570330619812 Epoch 17: train loss 0.39956821873784065 Epoch 17: val loss 0.5933756232261658 Epoch 18: train loss 0.40756649523973465 Epoch 18: val loss 0.590011477470398 Epoch 19: train loss 0.40449918806552887 Epoch 19: val loss 0.5959833860397339 Epoch 20: train loss 0.38147975876927376 Epoch 20: val loss 0.6084216237068176 Epoch 21: train loss 0.38405967876315117 Epoch 21: val loss 0.609195351600647 Epoch 22: train loss 0.38324946723878384 Epoch 22: val loss 0.6017141938209534 Epoch 23: train loss 0.38938797637820244 Epoch 23: val loss 0.6114943027496338 Epoch 24: train loss 0.39130645617842674 Epoch 24: val loss 0.6195172071456909
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6769789944995533 Epoch 0: val loss 0.6464590430259705 Epoch 1: train loss 0.5966112234375693 Epoch 1: val loss 0.6067802906036377 Epoch 2: train loss 0.5578551861372861 Epoch 2: val loss 0.5665201544761658 Epoch 3: train loss 0.5356745665723627 Epoch 3: val loss 0.5514082312583923 Epoch 4: train loss 0.4987073296850378 Epoch 4: val loss 0.5511587858200073 Epoch 5: train loss 0.5039916905489835 Epoch 5: val loss 0.5412759780883789 Epoch 6: train loss 0.49653123996474524 Epoch 6: val loss 0.5318417549133301 Epoch 7: train loss 0.4850794049826535 Epoch 7: val loss 0.5251323580741882 Epoch 8: train loss 0.48819095167246734 Epoch 8: val loss 0.5607174634933472 Epoch 9: train loss 0.4741183573549444 Epoch 9: val loss 0.5357305407524109 Epoch 10: train loss 0.49394022876566107 Epoch 10: val loss 0.5365074276924133 Epoch 11: train loss 0.4544247470118783 Epoch 11: val loss 0.5225738883018494 Epoch 12: train loss 0.4551597075028853 Epoch 12: val loss 0.5208760499954224 Epoch 13: train loss 0.4408228668299588 Epoch 13: val loss 0.5312966108322144 Epoch 14: train loss 0.4448874294757843 Epoch 14: val loss 0.5337564945220947 Epoch 15: train loss 0.4214197370139035 Epoch 15: val loss 0.5195421576499939 Epoch 16: train loss 0.44273768771778454 Epoch 16: val loss 0.5184949040412903 Epoch 17: train loss 0.40915190360762854 Epoch 17: val loss 0.525939404964447 Epoch 18: train loss 0.4204905249855735 Epoch 18: val loss 0.5323364734649658 Epoch 19: train loss 0.38085021755912085 Epoch 19: val loss 0.5380514860153198
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6418134570121765 Epoch 0: val loss 0.6089449524879456 Epoch 1: train loss 0.5702445209026337 Epoch 1: val loss 0.559051513671875 Epoch 2: train loss 0.5434957325458527 Epoch 2: val loss 0.5410354733467102 Epoch 3: train loss 0.5129355370998383 Epoch 3: val loss 0.5327345132827759 Epoch 4: train loss 0.4918500930070877 Epoch 4: val loss 0.5344350934028625 Epoch 5: train loss 0.49055011570453644 Epoch 5: val loss 0.5350584983825684 Epoch 6: train loss 0.49263225197792054 Epoch 6: val loss 0.540795087814331 Epoch 7: train loss 0.48700853288173673 Epoch 7: val loss 0.541984498500824 Epoch 8: train loss 0.4686466187238693 Epoch 8: val loss 0.5451454520225525 Epoch 9: train loss 0.48822832107543945 Epoch 9: val loss 0.5430451035499573 Epoch 10: train loss 0.4482623487710953 Epoch 10: val loss 0.5582988262176514 Epoch 11: train loss 0.446800509095192 Epoch 11: val loss 0.5613658428192139 Epoch 12: train loss 0.44088014364242556 Epoch 12: val loss 0.5585440397262573 Epoch 13: train loss 0.4298472762107849 Epoch 13: val loss 0.5465096235275269 Epoch 14: train loss 0.4197452813386917 Epoch 14: val loss 0.5410038232803345 Epoch 15: train loss 0.42170566618442534 Epoch 15: val loss 0.5530105829238892 Epoch 16: train loss 0.4302641361951828 Epoch 16: val loss 0.555971622467041 Epoch 17: train loss 0.39680713713169097 Epoch 17: val loss 0.5527246594429016 Epoch 18: train loss 0.40196260809898376 Epoch 18: val loss 0.5605611205101013 Epoch 19: train loss 0.418359312415123 Epoch 19: val loss 0.5644721388816833 Epoch 20: train loss 0.40969224870204923 Epoch 20: val loss 0.5732760429382324 Epoch 21: train loss 0.40255779922008517 Epoch 21: val loss 0.5676854848861694 Epoch 22: train loss 0.3856656923890114 Epoch 22: val loss 0.5683945417404175 Epoch 23: train loss 0.4093348622322083 Epoch 23: val loss 0.5734989047050476 Epoch 24: train loss 0.39891622960567474 Epoch 24: val loss 0.5848788619041443
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6611175656318664 Epoch 0: val loss 0.6431920528411865 Epoch 1: train loss 0.6139530062675476 Epoch 1: val loss 0.6090329885482788 Epoch 2: train loss 0.5835989892482758 Epoch 2: val loss 0.5811992883682251 Epoch 3: train loss 0.5520110189914703 Epoch 3: val loss 0.5610963702201843 Epoch 4: train loss 0.5323295623064042 Epoch 4: val loss 0.5552053451538086 Epoch 5: train loss 0.5174200922250748 Epoch 5: val loss 0.5512938499450684 Epoch 6: train loss 0.4962176740169525 Epoch 6: val loss 0.5526061654090881 Epoch 7: train loss 0.4873051315546036 Epoch 7: val loss 0.5544841289520264 Epoch 8: train loss 0.49717773497104645 Epoch 8: val loss 0.5674567222595215 Epoch 9: train loss 0.4672389835119247 Epoch 9: val loss 0.5706966519355774 Epoch 10: train loss 0.4942999333143234 Epoch 10: val loss 0.5780246257781982 Epoch 11: train loss 0.43997075259685514 Epoch 11: val loss 0.5763496160507202 Epoch 12: train loss 0.4590695232152939 Epoch 12: val loss 0.5875021815299988 Epoch 13: train loss 0.45770199596881866 Epoch 13: val loss 0.6020845770835876 Epoch 14: train loss 0.4505332440137863 Epoch 14: val loss 0.6146479249000549 Epoch 15: train loss 0.43949669003486636 Epoch 15: val loss 0.6122593283653259 Epoch 16: train loss 0.46417475044727324 Epoch 16: val loss 0.6298650503158569 Epoch 17: train loss 0.4547960937023163 Epoch 17: val loss 0.6443930268287659 Epoch 18: train loss 0.43506489098072054 Epoch 18: val loss 0.6357937455177307 Epoch 19: train loss 0.4025885283946991 Epoch 19: val loss 0.6426084637641907 Epoch 20: train loss 0.4204607158899307 Epoch 20: val loss 0.6448938250541687 Epoch 21: train loss 0.39349175691604615 Epoch 21: val loss 0.662230908870697 Epoch 22: train loss 0.4048512399196625 Epoch 22: val loss 0.6757835149765015 Epoch 23: train loss 0.4177809923887253 Epoch 23: val loss 0.6859278082847595 Epoch 24: train loss 0.40347816348075866 Epoch 24: val loss 0.676523745059967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6935953855514526 Epoch 0: val loss 0.6509274244308472 Epoch 1: train loss 0.6357953608036041 Epoch 1: val loss 0.5995878577232361 Epoch 2: train loss 0.5919781625270844 Epoch 2: val loss 0.5656014084815979 Epoch 3: train loss 0.5498824536800384 Epoch 3: val loss 0.5455459356307983 Epoch 4: train loss 0.548056161403656 Epoch 4: val loss 0.5319901704788208 Epoch 5: train loss 0.5465687662363052 Epoch 5: val loss 0.5279108881950378 Epoch 6: train loss 0.5016049802303314 Epoch 6: val loss 0.5225345492362976 Epoch 7: train loss 0.51959188580513 Epoch 7: val loss 0.5198919773101807 Epoch 8: train loss 0.5056362837553025 Epoch 8: val loss 0.5209475755691528 Epoch 9: train loss 0.5017236918210983 Epoch 9: val loss 0.5159102082252502 Epoch 10: train loss 0.49070045053958894 Epoch 10: val loss 0.5124213099479675 Epoch 11: train loss 0.4914234489202499 Epoch 11: val loss 0.5254578590393066 Epoch 12: train loss 0.4996947079896927 Epoch 12: val loss 0.5209828019142151 Epoch 13: train loss 0.4787262171506882 Epoch 13: val loss 0.5192373394966125 Epoch 14: train loss 0.4550611048936844 Epoch 14: val loss 0.518104612827301 Epoch 15: train loss 0.4757778704166412 Epoch 15: val loss 0.5195757150650024 Epoch 16: train loss 0.4664132475852966 Epoch 16: val loss 0.5239735245704651 Epoch 17: train loss 0.4466612249612808 Epoch 17: val loss 0.5210047364234924 Epoch 18: train loss 0.4449540674686432 Epoch 18: val loss 0.5200517177581787 Epoch 19: train loss 0.438888019323349 Epoch 19: val loss 0.5224176645278931 Epoch 20: train loss 0.4353955566883087 Epoch 20: val loss 0.5348210334777832 Epoch 21: train loss 0.43541591465473173 Epoch 21: val loss 0.5359641313552856 Epoch 22: train loss 0.44433197379112244 Epoch 22: val loss 0.5317904949188232 Epoch 23: train loss 0.4128173112869263 Epoch 23: val loss 0.5317251086235046 Epoch 24: train loss 0.42948533296585084 Epoch 24: val loss 0.5362212657928467
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.671725970506668 Epoch 0: val loss 0.6511332988739014 Epoch 1: train loss 0.6168689608573914 Epoch 1: val loss 0.6129931807518005 Epoch 2: train loss 0.5563418567180634 Epoch 2: val loss 0.5905972719192505 Epoch 3: train loss 0.5212730884552002 Epoch 3: val loss 0.5853464007377625 Epoch 4: train loss 0.5318551063537598 Epoch 4: val loss 0.5896985530853271 Epoch 5: train loss 0.5096737414598465 Epoch 5: val loss 0.5903531908988953 Epoch 6: train loss 0.4913613796234131 Epoch 6: val loss 0.5927155017852783 Epoch 7: train loss 0.47366295754909515 Epoch 7: val loss 0.5860053300857544 Epoch 8: train loss 0.47853288501501084 Epoch 8: val loss 0.5853714942932129 Epoch 9: train loss 0.46731987595558167 Epoch 9: val loss 0.5847429037094116 Epoch 10: train loss 0.4716640472412109 Epoch 10: val loss 0.5885061025619507 Epoch 11: train loss 0.48062575459480283 Epoch 11: val loss 0.5958996415138245 Epoch 12: train loss 0.4766094028949738 Epoch 12: val loss 0.5967645049095154 Epoch 13: train loss 0.4715923309326172 Epoch 13: val loss 0.5944187641143799 Epoch 14: train loss 0.45562643706798556 Epoch 14: val loss 0.5816749930381775 Epoch 15: train loss 0.45397268831729887 Epoch 15: val loss 0.5909909605979919 Epoch 16: train loss 0.44666403234004975 Epoch 16: val loss 0.5884678363800049 Epoch 17: train loss 0.453508123755455 Epoch 17: val loss 0.5881105661392212 Epoch 18: train loss 0.435408616065979 Epoch 18: val loss 0.588166356086731 Epoch 19: train loss 0.40224397033452985 Epoch 19: val loss 0.5871961116790771 Epoch 20: train loss 0.457434219121933 Epoch 20: val loss 0.5976988077163696 Epoch 21: train loss 0.4476387858390808 Epoch 21: val loss 0.5870438814163208 Epoch 22: train loss 0.42870769202709197 Epoch 22: val loss 0.5903617143630981 Epoch 23: train loss 0.43547662198543546 Epoch 23: val loss 0.5931575894355774 Epoch 24: train loss 0.4202951490879059 Epoch 24: val loss 0.6093291640281677
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6451378923196059 Epoch 0: val loss 0.628851592540741 Epoch 1: train loss 0.5856094085253202 Epoch 1: val loss 0.5936383008956909 Epoch 2: train loss 0.5397438154770777 Epoch 2: val loss 0.5764618515968323 Epoch 3: train loss 0.5324079921612372 Epoch 3: val loss 0.570665180683136 Epoch 4: train loss 0.5300019956552066 Epoch 4: val loss 0.5591422319412231 Epoch 5: train loss 0.5059161805189573 Epoch 5: val loss 0.5504276752471924 Epoch 6: train loss 0.5242944566103128 Epoch 6: val loss 0.5452654361724854 Epoch 7: train loss 0.5026860947792346 Epoch 7: val loss 0.5478929877281189 Epoch 8: train loss 0.5046163086707776 Epoch 8: val loss 0.5403257012367249 Epoch 9: train loss 0.48695813234035784 Epoch 9: val loss 0.5355965495109558 Epoch 10: train loss 0.5000373285550338 Epoch 10: val loss 0.5344626903533936 Epoch 11: train loss 0.47826912999153137 Epoch 11: val loss 0.5296144485473633 Epoch 12: train loss 0.49838857696606564 Epoch 12: val loss 0.5288602709770203
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.703395856751336 Epoch 0: val loss 0.7032119631767273 Epoch 1: train loss 0.6720307535595365 Epoch 1: val loss 0.7082120776176453 Epoch 2: train loss 0.6435170504781935 Epoch 2: val loss 0.7065906524658203 Epoch 3: train loss 0.625137084060245 Epoch 3: val loss 0.6921759247779846 Epoch 4: train loss 0.6221021281348335 Epoch 4: val loss 0.6871036887168884 Epoch 5: train loss 0.5991944538222419 Epoch 5: val loss 0.684755265712738 Epoch 6: train loss 0.5836544765366448 Epoch 6: val loss 0.6778654456138611 Epoch 7: train loss 0.5891933110025194 Epoch 7: val loss 0.6737725734710693 Epoch 8: train loss 0.5704700847466787 Epoch 8: val loss 0.6633774638175964 Epoch 9: train loss 0.5437004599306319 Epoch 9: val loss 0.6654056906700134 Epoch 10: train loss 0.5348138047589196 Epoch 10: val loss 0.6731932163238525 Epoch 11: train loss 0.5344040095806122 Epoch 11: val loss 0.6567177176475525 Epoch 12: train loss 0.5154916577868991 Epoch 12: val loss 0.6586633920669556 Epoch 13: train loss 0.5213460856013827 Epoch 13: val loss 0.6594844460487366 Epoch 14: train loss 0.5262252191702524 Epoch 14: val loss 0.6600503325462341 Epoch 15: train loss 0.5201223757531908 Epoch 15: val loss 0.6559514999389648 Epoch 16: train loss 0.49154091874758404 Epoch 16: val loss 0.6519477963447571 Epoch 17: train loss 0.5112328363789452 Epoch 17: val loss 0.6637426018714905 Epoch 18: train loss 0.48427320851220024 Epoch 18: val loss 0.6650310754776001 Epoch 19: train loss 0.48716214961475796 Epoch 19: val loss 0.6530653238296509 Epoch 20: train loss 0.47501251101493835 Epoch 20: val loss 0.6467844247817993 Epoch 21: train loss 0.461684246857961 Epoch 21: val loss 0.6430286765098572 Epoch 22: train loss 0.46855223841137356 Epoch 22: val loss 0.6566017270088196 Epoch 23: train loss 0.47347785698042977 Epoch 23: val loss 0.6553046107292175 Epoch 24: train loss 0.4351949294408162 Epoch 24: val loss 0.6543647646903992
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686186260647244 Epoch 0: val loss 0.65875643491745 Epoch 1: train loss 0.675665451420678 Epoch 1: val loss 0.6464634537696838 Epoch 2: train loss 0.6480596794022454 Epoch 2: val loss 0.6358466744422913 Epoch 3: train loss 0.6188016997443305 Epoch 3: val loss 0.6256723999977112 Epoch 4: train loss 0.6229709850417243 Epoch 4: val loss 0.6161019206047058 Epoch 5: train loss 0.609453022480011 Epoch 5: val loss 0.6092728972434998 Epoch 6: train loss 0.5962103373474545 Epoch 6: val loss 0.6103298664093018 Epoch 7: train loss 0.5779607031080458 Epoch 7: val loss 0.6112615466117859 Epoch 8: train loss 0.5586961905161539 Epoch 8: val loss 0.6113637089729309 Epoch 9: train loss 0.5713852776421441 Epoch 9: val loss 0.6109020113945007 Epoch 10: train loss 0.5361549821164873 Epoch 10: val loss 0.6013675332069397 Epoch 11: train loss 0.5373681783676147 Epoch 11: val loss 0.5974781513214111 Epoch 12: train loss 0.5521133840084076 Epoch 12: val loss 0.6067056059837341 Epoch 13: train loss 0.5289975967672136 Epoch 13: val loss 0.6020395159721375 Epoch 14: train loss 0.49969811571968925 Epoch 14: val loss 0.616614043712616 Epoch 15: train loss 0.5013972818851471 Epoch 15: val loss 0.590786874294281 Epoch 16: train loss 0.5041426022847494 Epoch 16: val loss 0.5967543125152588 Epoch 17: train loss 0.5025956299569871 Epoch 17: val loss 0.5963507294654846 Epoch 18: train loss 0.490257677104738 Epoch 18: val loss 0.582872748374939 Epoch 19: train loss 0.49006187584665084 Epoch 19: val loss 0.5872620344161987 Epoch 20: train loss 0.4902803467379676 Epoch 20: val loss 0.597017765045166 Epoch 21: train loss 0.46076402730411953 Epoch 21: val loss 0.6083182096481323 Epoch 22: train loss 0.46483683917257523 Epoch 22: val loss 0.5981053113937378 Epoch 23: train loss 0.48571046855714584 Epoch 23: val loss 0.6116974353790283 Epoch 24: train loss 0.4485486712720659 Epoch 24: val loss 0.6077477335929871
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963058643870883 Epoch 0: val loss 0.6726697087287903 Epoch 1: train loss 0.6726379526986016 Epoch 1: val loss 0.6634097695350647 Epoch 2: train loss 0.6486934290991889 Epoch 2: val loss 0.6559277176856995 Epoch 3: train loss 0.6590825782881843 Epoch 3: val loss 0.6499926447868347 Epoch 4: train loss 0.6288129488627116 Epoch 4: val loss 0.6453925967216492 Epoch 5: train loss 0.6130005651050143 Epoch 5: val loss 0.6348162293434143 Epoch 6: train loss 0.5955989095899794 Epoch 6: val loss 0.6266820430755615 Epoch 7: train loss 0.5784506135516696 Epoch 7: val loss 0.6201101541519165 Epoch 8: train loss 0.5713649690151215 Epoch 8: val loss 0.617486298084259 Epoch 9: train loss 0.5465002357959747 Epoch 9: val loss 0.61641526222229 Epoch 10: train loss 0.5425385435422262 Epoch 10: val loss 0.6188499331474304 Epoch 11: train loss 0.5280103716585371 Epoch 11: val loss 0.630803108215332 Epoch 12: train loss 0.529031730360455 Epoch 12: val loss 0.615159273147583 Epoch 13: train loss 0.506322420305676 Epoch 13: val loss 0.6337805390357971 Epoch 14: train loss 0.48834125532044304 Epoch 14: val loss 0.6242126822471619 Epoch 15: train loss 0.49338475863138836 Epoch 15: val loss 0.6281006932258606 Epoch 16: train loss 0.46503425306744045 Epoch 16: val loss 0.630298912525177 Epoch 17: train loss 0.4866638150480058 Epoch 17: val loss 0.6459340453147888 Epoch 18: train loss 0.46790427300665116 Epoch 18: val loss 0.6517611742019653 Epoch 19: train loss 0.4440142512321472 Epoch 19: val loss 0.6474918127059937 Epoch 20: train loss 0.4663301871882545 Epoch 20: val loss 0.6538071036338806 Epoch 21: train loss 0.46902916497654384 Epoch 21: val loss 0.7072007060050964 Epoch 22: train loss 0.45044440362188554 Epoch 22: val loss 0.7316727042198181 Epoch 23: train loss 0.4656150307920244 Epoch 23: val loss 0.6961460113525391 Epoch 24: train loss 0.4241667422983382 Epoch 24: val loss 0.6928388476371765
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957719590928819 Epoch 0: val loss 0.6776840686798096 Epoch 1: train loss 0.6390985449155172 Epoch 1: val loss 0.6733717918395996 Epoch 2: train loss 0.6333053840531243 Epoch 2: val loss 0.6732334494590759 Epoch 3: train loss 0.5904442005687289 Epoch 3: val loss 0.6793932914733887 Epoch 4: train loss 0.5899887151188321 Epoch 4: val loss 0.6867003440856934 Epoch 5: train loss 0.5642195112175412 Epoch 5: val loss 0.6965084671974182 Epoch 6: train loss 0.5724782148996989 Epoch 6: val loss 0.7026533484458923 Epoch 7: train loss 0.5534374747011397 Epoch 7: val loss 0.707688570022583 Epoch 8: train loss 0.5388313134511312 Epoch 8: val loss 0.7139961123466492 Epoch 9: train loss 0.5321249465147654 Epoch 9: val loss 0.7135983109474182 Epoch 10: train loss 0.5054271618525187 Epoch 10: val loss 0.7167485356330872 Epoch 11: train loss 0.5253455837567648 Epoch 11: val loss 0.7136483192443848 Epoch 12: train loss 0.5081711411476135 Epoch 12: val loss 0.7220189571380615 Epoch 13: train loss 0.515343878004286 Epoch 13: val loss 0.7336334586143494 Epoch 14: train loss 0.509817921453052 Epoch 14: val loss 0.7318482995033264 Epoch 15: train loss 0.4937973419825236 Epoch 15: val loss 0.7162534594535828 Epoch 16: train loss 0.4830879105461968 Epoch 16: val loss 0.7237644195556641 Epoch 17: train loss 0.48150429791874355 Epoch 17: val loss 0.7287208437919617 Epoch 18: train loss 0.4654238025347392 Epoch 18: val loss 0.7255118489265442 Epoch 19: train loss 0.46028735240300495 Epoch 19: val loss 0.7248046398162842 Epoch 20: train loss 0.4293774863084157 Epoch 20: val loss 0.7344846725463867 Epoch 21: train loss 0.4258739683363173 Epoch 21: val loss 0.7468235492706299 Epoch 22: train loss 0.4664765265252855 Epoch 22: val loss 0.7540295124053955 Epoch 23: train loss 0.4310256275865767 Epoch 23: val loss 0.7623358368873596 Epoch 24: train loss 0.43089308010207283 Epoch 24: val loss 0.7624861598014832
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7024850199619929 Epoch 0: val loss 0.6643276214599609 Epoch 1: train loss 0.6778978904088339 Epoch 1: val loss 0.643764078617096 Epoch 2: train loss 0.6472422728935877 Epoch 2: val loss 0.6237888336181641 Epoch 3: train loss 0.6409480770428976 Epoch 3: val loss 0.6045334339141846 Epoch 4: train loss 0.6274322817722956 Epoch 4: val loss 0.5873207449913025 Epoch 5: train loss 0.6003499925136566 Epoch 5: val loss 0.5744141936302185 Epoch 6: train loss 0.5893835996588072 Epoch 6: val loss 0.5613888502120972 Epoch 7: train loss 0.570236345132192 Epoch 7: val loss 0.5505751967430115 Epoch 8: train loss 0.5772124777237574 Epoch 8: val loss 0.5466848015785217 Epoch 9: train loss 0.5682674273848534 Epoch 9: val loss 0.5451655983924866 Epoch 10: train loss 0.5582549422979355 Epoch 10: val loss 0.53853440284729 Epoch 11: train loss 0.5589402119318644 Epoch 11: val loss 0.5354434251785278 Epoch 12: train loss 0.5286572352051735 Epoch 12: val loss 0.5231459140777588 Epoch 13: train loss 0.5342835908134779 Epoch 13: val loss 0.519949197769165 Epoch 14: train loss 0.5249513983726501 Epoch 14: val loss 0.518717885017395 Epoch 15: train loss 0.5168363923827807 Epoch 15: val loss 0.5226158499717712 Epoch 16: train loss 0.5171075761318207 Epoch 16: val loss 0.5202327370643616 Epoch 17: train loss 0.5019173845648766 Epoch 17: val loss 0.5192739963531494 Epoch 18: train loss 0.4934399848182996 Epoch 18: val loss 0.5264186263084412
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6878650080073964 Epoch 0: val loss 0.6748378872871399 Epoch 1: train loss 0.6425586830485951 Epoch 1: val loss 0.6658180952072144 Epoch 2: train loss 0.6167189966548573 Epoch 2: val loss 0.665621280670166 Epoch 3: train loss 0.5982237512415106 Epoch 3: val loss 0.6601552963256836 Epoch 4: train loss 0.5926917005668987 Epoch 4: val loss 0.6538656949996948 Epoch 5: train loss 0.5872264558618719 Epoch 5: val loss 0.6393716335296631 Epoch 6: train loss 0.5609300163659182 Epoch 6: val loss 0.6211212277412415 Epoch 7: train loss 0.5614632882855155 Epoch 7: val loss 0.6192585229873657 Epoch 8: train loss 0.5452391288497231 Epoch 8: val loss 0.6088117361068726 Epoch 9: train loss 0.5388825048099865 Epoch 9: val loss 0.601107120513916 Epoch 10: train loss 0.5483079823580655 Epoch 10: val loss 0.5969337224960327 Epoch 11: train loss 0.526011502200907 Epoch 11: val loss 0.5690751075744629 Epoch 12: train loss 0.5100577744570646 Epoch 12: val loss 0.5582247376441956 Epoch 13: train loss 0.5305701385844838 Epoch 13: val loss 0.5594623684883118 Epoch 14: train loss 0.5185797349973158 Epoch 14: val loss 0.561965823173523 Epoch 15: train loss 0.5229063846848228 Epoch 15: val loss 0.537533164024353 Epoch 16: train loss 0.5008915581486442 Epoch 16: val loss 0.5273599028587341 Epoch 17: train loss 0.4854184091091156 Epoch 17: val loss 0.536971926689148 Epoch 18: train loss 0.47385896065018396 Epoch 18: val loss 0.5431587100028992 Epoch 19: train loss 0.47241269187493756 Epoch 19: val loss 0.5411176085472107 Epoch 20: train loss 0.4962930977344513 Epoch 20: val loss 0.5256264209747314 Epoch 21: train loss 0.49271866408261383 Epoch 21: val loss 0.5269280076026917 Epoch 22: train loss 0.521665096282959 Epoch 22: val loss 0.5301107168197632 Epoch 23: train loss 0.4753999005664479 Epoch 23: val loss 0.5346548557281494 Epoch 24: train loss 0.4529496810652993 Epoch 24: val loss 0.542638897895813
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6711183407089927 Epoch 0: val loss 0.6636226177215576 Epoch 1: train loss 0.6327677044001493 Epoch 1: val loss 0.6434774994850159 Epoch 2: train loss 0.625922138040716 Epoch 2: val loss 0.6378476023674011 Epoch 3: train loss 0.6079587557099082 Epoch 3: val loss 0.6438659429550171 Epoch 4: train loss 0.5748841166496277 Epoch 4: val loss 0.6392833590507507 Epoch 5: train loss 0.5691638047044928 Epoch 5: val loss 0.6337889432907104 Epoch 6: train loss 0.5661545991897583 Epoch 6: val loss 0.6448560953140259 Epoch 7: train loss 0.5613116459413008 Epoch 7: val loss 0.6476280689239502 Epoch 8: train loss 0.5557190017266707 Epoch 8: val loss 0.6460914611816406 Epoch 9: train loss 0.537430998953906 Epoch 9: val loss 0.6490604281425476 Epoch 10: train loss 0.5148539597337897 Epoch 10: val loss 0.6505372524261475 Epoch 11: train loss 0.5324030789462003 Epoch 11: val loss 0.6347728967666626 Epoch 12: train loss 0.5168114846402948 Epoch 12: val loss 0.6504570841789246 Epoch 13: train loss 0.5128316120667891 Epoch 13: val loss 0.6736901998519897 Epoch 14: train loss 0.49874885786663403 Epoch 14: val loss 0.644187331199646 Epoch 15: train loss 0.4727667515928095 Epoch 15: val loss 0.659611165523529 Epoch 16: train loss 0.4876094460487366 Epoch 16: val loss 0.6612463593482971 Epoch 17: train loss 0.47574371099472046 Epoch 17: val loss 0.6612430810928345 Epoch 18: train loss 0.453300340609117 Epoch 18: val loss 0.6501240134239197 Epoch 19: train loss 0.49227417328140954 Epoch 19: val loss 0.6471693515777588 Epoch 20: train loss 0.43888806754892523 Epoch 20: val loss 0.6427320241928101 Epoch 21: train loss 0.44686784798448737 Epoch 21: val loss 0.6354146003723145 Epoch 22: train loss 0.4334096908569336 Epoch 22: val loss 0.6528923511505127 Epoch 23: train loss 0.42510597136887635 Epoch 23: val loss 0.6503571271896362 Epoch 24: train loss 0.41422872516241943 Epoch 24: val loss 0.6681651473045349
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.688141096721996 Epoch 0: val loss 0.6564844250679016 Epoch 1: train loss 0.6446752494031732 Epoch 1: val loss 0.6268723011016846 Epoch 2: train loss 0.6031665910374034 Epoch 2: val loss 0.6130736470222473 Epoch 3: train loss 0.5805280208587646 Epoch 3: val loss 0.6115185618400574 Epoch 4: train loss 0.5844698521223936 Epoch 4: val loss 0.6109775900840759 Epoch 5: train loss 0.5692835531451486 Epoch 5: val loss 0.6064373254776001 Epoch 6: train loss 0.5629984032024037 Epoch 6: val loss 0.6031189560890198 Epoch 7: train loss 0.538737253709273 Epoch 7: val loss 0.6043204069137573 Epoch 8: train loss 0.5387144115838137 Epoch 8: val loss 0.5997472405433655 Epoch 9: train loss 0.5276177092032 Epoch 9: val loss 0.6038236021995544 Epoch 10: train loss 0.5268343389034271 Epoch 10: val loss 0.6023645401000977 Epoch 11: train loss 0.52237192067233 Epoch 11: val loss 0.5953482985496521 Epoch 12: train loss 0.5246048867702484 Epoch 12: val loss 0.5998010635375977 Epoch 13: train loss 0.5070015747438777 Epoch 13: val loss 0.5961502194404602 Epoch 14: train loss 0.5029823752966794 Epoch 14: val loss 0.5958888530731201 Epoch 15: train loss 0.49911591139706696 Epoch 15: val loss 0.5980383157730103 Epoch 16: train loss 0.47225096550854767 Epoch 16: val loss 0.598674476146698 Epoch 17: train loss 0.48695325309580023 Epoch 17: val loss 0.5950677990913391 Epoch 18: train loss 0.4772119413722645 Epoch 18: val loss 0.5923603177070618 Epoch 19: train loss 0.45529130372134125 Epoch 19: val loss 0.593799889087677 Epoch 20: train loss 0.4653126028451053 Epoch 20: val loss 0.5957199931144714 Epoch 21: train loss 0.47634335539557715 Epoch 21: val loss 0.5947015881538391 Epoch 22: train loss 0.4751844053918665 Epoch 22: val loss 0.5927059054374695 Epoch 23: train loss 0.4514838457107544 Epoch 23: val loss 0.5985792279243469 Epoch 24: train loss 0.43792782859368756 Epoch 24: val loss 0.5938279032707214
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6791189746423201 Epoch 0: val loss 0.6668248772621155 Epoch 1: train loss 0.6723438663916155 Epoch 1: val loss 0.633466899394989 Epoch 2: train loss 0.643907601183111 Epoch 2: val loss 0.6174386739730835 Epoch 3: train loss 0.6397637508132241 Epoch 3: val loss 0.6073145270347595 Epoch 4: train loss 0.591314971446991 Epoch 4: val loss 0.5919732451438904 Epoch 5: train loss 0.5819334739988501 Epoch 5: val loss 0.5842141509056091 Epoch 6: train loss 0.5652196651155298 Epoch 6: val loss 0.5890553593635559 Epoch 7: train loss 0.535699028860439 Epoch 7: val loss 0.6014218926429749 Epoch 8: train loss 0.5205996009436521 Epoch 8: val loss 0.5897637009620667 Epoch 9: train loss 0.5231030231172388 Epoch 9: val loss 0.5785686373710632 Epoch 10: train loss 0.49579158425331116 Epoch 10: val loss 0.5830904245376587 Epoch 11: train loss 0.5227328322150491 Epoch 11: val loss 0.610384464263916 Epoch 12: train loss 0.5068398090926084 Epoch 12: val loss 0.6132741570472717 Epoch 13: train loss 0.5051800933751193 Epoch 13: val loss 0.5937113761901855 Epoch 14: train loss 0.4779924154281616 Epoch 14: val loss 0.5853064656257629 Epoch 15: train loss 0.47369837219064886 Epoch 15: val loss 0.5956945419311523 Epoch 16: train loss 0.45795064622705633 Epoch 16: val loss 0.6129124164581299 Epoch 17: train loss 0.4450832876292142 Epoch 17: val loss 0.5959966778755188 Epoch 18: train loss 0.44050944122401153 Epoch 18: val loss 0.5991763472557068 Epoch 19: train loss 0.4311434193090959 Epoch 19: val loss 0.6291676163673401 Epoch 20: train loss 0.4084111831404946 Epoch 20: val loss 0.6053404211997986 Epoch 21: train loss 0.4029636640440334 Epoch 21: val loss 0.5990618467330933 Epoch 22: train loss 0.42350164462219586 Epoch 22: val loss 0.6013298630714417 Epoch 23: train loss 0.3966970877213912 Epoch 23: val loss 0.6115866899490356 Epoch 24: train loss 0.40731682018800214 Epoch 24: val loss 0.6239053606987
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6640544065407344 Epoch 0: val loss 0.6494807004928589 Epoch 1: train loss 0.6118296257087162 Epoch 1: val loss 0.6474270820617676 Epoch 2: train loss 0.6117700891835349 Epoch 2: val loss 0.6340060234069824 Epoch 3: train loss 0.583832608801978 Epoch 3: val loss 0.6382898688316345 Epoch 4: train loss 0.582259327173233 Epoch 4: val loss 0.6366739273071289 Epoch 5: train loss 0.5499855620520455 Epoch 5: val loss 0.6298930048942566 Epoch 6: train loss 0.544507771730423 Epoch 6: val loss 0.6388808488845825 Epoch 7: train loss 0.5425236863749368 Epoch 7: val loss 0.6203556656837463 Epoch 8: train loss 0.5269256979227066 Epoch 8: val loss 0.6276717185974121 Epoch 9: train loss 0.5283409399645669 Epoch 9: val loss 0.6395339369773865 Epoch 10: train loss 0.5123965016433171 Epoch 10: val loss 0.61308753490448 Epoch 11: train loss 0.4894079693726131 Epoch 11: val loss 0.6466981172561646 Epoch 12: train loss 0.4895607978105545 Epoch 12: val loss 0.6279128789901733 Epoch 13: train loss 0.5027604635272708 Epoch 13: val loss 0.6260634064674377 Epoch 14: train loss 0.48381672373839785 Epoch 14: val loss 0.6259639859199524 Epoch 15: train loss 0.47572786467415945 Epoch 15: val loss 0.6280402541160583 Epoch 16: train loss 0.48071518327508655 Epoch 16: val loss 0.6306496262550354 Epoch 17: train loss 0.48722316324710846 Epoch 17: val loss 0.612697958946228 Epoch 18: train loss 0.44616178955350605 Epoch 18: val loss 0.6185382604598999 Epoch 19: train loss 0.45198045883859905 Epoch 19: val loss 0.6282691955566406 Epoch 20: train loss 0.46742758793490274 Epoch 20: val loss 0.5959281921386719 Epoch 21: train loss 0.4359393226248877 Epoch 21: val loss 0.6153756976127625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7019157277213203 Epoch 0: val loss 0.6866414546966553 Epoch 1: train loss 0.6723669303788079 Epoch 1: val loss 0.6742790341377258 Epoch 2: train loss 0.6531088484658135 Epoch 2: val loss 0.6676181554794312 Epoch 3: train loss 0.6518246332804362 Epoch 3: val loss 0.6593795418739319 Epoch 4: train loss 0.6390988296932645 Epoch 4: val loss 0.6550720930099487 Epoch 5: train loss 0.6317755844857957 Epoch 5: val loss 0.6461103558540344 Epoch 6: train loss 0.61611940463384 Epoch 6: val loss 0.6431040167808533 Epoch 7: train loss 0.6202814512782626 Epoch 7: val loss 0.6378386616706848 Epoch 8: train loss 0.5832706987857819 Epoch 8: val loss 0.6366821527481079 Epoch 9: train loss 0.5776869224177467 Epoch 9: val loss 0.6312950253486633 Epoch 10: train loss 0.6093211405807071 Epoch 10: val loss 0.6319975256919861 Epoch 11: train loss 0.5718768868181441 Epoch 11: val loss 0.6280680894851685 Epoch 12: train loss 0.5946210689014859 Epoch 12: val loss 0.6193469762802124 Epoch 13: train loss 0.5466789139641656 Epoch 13: val loss 0.6173756122589111 Epoch 14: train loss 0.5548199249638451 Epoch 14: val loss 0.6246418356895447 Epoch 15: train loss 0.531468841764662 Epoch 15: val loss 0.6150380373001099 Epoch 16: train loss 0.5314499934514364 Epoch 16: val loss 0.6094381809234619 Epoch 17: train loss 0.5161287387212118 Epoch 17: val loss 0.6079739928245544 Epoch 18: train loss 0.523390617635515 Epoch 18: val loss 0.6119371056556702 Epoch 19: train loss 0.5218374729156494 Epoch 19: val loss 0.6068849563598633 Epoch 20: train loss 0.5161423120233748 Epoch 20: val loss 0.6141650080680847 Epoch 21: train loss 0.5083085232310824 Epoch 21: val loss 0.6242167353630066 Epoch 22: train loss 0.48518237802717423 Epoch 22: val loss 0.6238622665405273 Epoch 23: train loss 0.4858350091510349 Epoch 23: val loss 0.6273730993270874 Epoch 24: train loss 0.48659079273541767 Epoch 24: val loss 0.6266693472862244
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6920875443352593 Epoch 0: val loss 0.6685291528701782 Epoch 1: train loss 0.6696276333596971 Epoch 1: val loss 0.6532121300697327 Epoch 2: train loss 0.6429604093233744 Epoch 2: val loss 0.6395420432090759 Epoch 3: train loss 0.6297794712914361 Epoch 3: val loss 0.6260235905647278 Epoch 4: train loss 0.6286311480734084 Epoch 4: val loss 0.6207442283630371 Epoch 5: train loss 0.609149263964759 Epoch 5: val loss 0.6167981028556824 Epoch 6: train loss 0.6261935896343656 Epoch 6: val loss 0.6114449501037598 Epoch 7: train loss 0.6031113068262736 Epoch 7: val loss 0.6079681515693665 Epoch 8: train loss 0.5995674530665079 Epoch 8: val loss 0.6069930791854858 Epoch 9: train loss 0.5802085863219367 Epoch 9: val loss 0.5975261926651001 Epoch 10: train loss 0.5638341473208534 Epoch 10: val loss 0.5933237075805664 Epoch 11: train loss 0.5754120118088193 Epoch 11: val loss 0.58748859167099 Epoch 12: train loss 0.5711396601465013 Epoch 12: val loss 0.5823174118995667 Epoch 13: train loss 0.5426405866940817 Epoch 13: val loss 0.5792295336723328 Epoch 14: train loss 0.534837070438597 Epoch 14: val loss 0.5744369029998779 Epoch 15: train loss 0.5405919055143992 Epoch 15: val loss 0.5717177391052246 Epoch 16: train loss 0.5366723106967078 Epoch 16: val loss 0.5750287175178528 Epoch 17: train loss 0.5275034275319841 Epoch 17: val loss 0.5850152969360352 Epoch 18: train loss 0.511646525727378 Epoch 18: val loss 0.5911552309989929 Epoch 19: train loss 0.503820518652598 Epoch 19: val loss 0.577820360660553 Epoch 20: train loss 0.4796323643790351 Epoch 20: val loss 0.5729923248291016 Epoch 21: train loss 0.4958321319686042 Epoch 21: val loss 0.5705359578132629 Epoch 22: train loss 0.4830305145846473 Epoch 22: val loss 0.5664419531822205 Epoch 23: train loss 0.48931199312210083 Epoch 23: val loss 0.5743297934532166 Epoch 24: train loss 0.4831135869026184 Epoch 24: val loss 0.5738099813461304
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7074462440278795 Epoch 0: val loss 0.6901547908782959 Epoch 1: train loss 0.6772658758693271 Epoch 1: val loss 0.679047167301178 Epoch 2: train loss 0.6686388651529948 Epoch 2: val loss 0.669912576675415 Epoch 3: train loss 0.6387777924537659 Epoch 3: val loss 0.6646711826324463 Epoch 4: train loss 0.6335378951496549 Epoch 4: val loss 0.6607886552810669 Epoch 5: train loss 0.6176208323902554 Epoch 5: val loss 0.6593687534332275 Epoch 6: train loss 0.6107287075784471 Epoch 6: val loss 0.6608049273490906 Epoch 7: train loss 0.5987008810043335 Epoch 7: val loss 0.6622405052185059 Epoch 8: train loss 0.5748950011200376 Epoch 8: val loss 0.6593814492225647 Epoch 9: train loss 0.5789584749274783 Epoch 9: val loss 0.666870653629303 Epoch 10: train loss 0.5577091839578416 Epoch 10: val loss 0.6673891544342041 Epoch 11: train loss 0.5656309856308831 Epoch 11: val loss 0.6754388809204102 Epoch 12: train loss 0.5364410976568857 Epoch 12: val loss 0.6693843603134155 Epoch 13: train loss 0.5615058077706231 Epoch 13: val loss 0.6628986597061157 Epoch 14: train loss 0.5677745838960012 Epoch 14: val loss 0.6536930799484253 Epoch 15: train loss 0.5386372043026818 Epoch 15: val loss 0.6460691094398499 Epoch 16: train loss 0.5232876671685113 Epoch 16: val loss 0.6521213054656982 Epoch 17: train loss 0.5130592352814145 Epoch 17: val loss 0.649498462677002 Epoch 18: train loss 0.5054278903537326 Epoch 18: val loss 0.6461666226387024 Epoch 19: train loss 0.5175948606597053 Epoch 19: val loss 0.6435944437980652 Epoch 20: train loss 0.48972754014862907 Epoch 20: val loss 0.6360051035881042 Epoch 21: train loss 0.4774441023667653 Epoch 21: val loss 0.6457386612892151 Epoch 22: train loss 0.49811011883947587 Epoch 22: val loss 0.6540558934211731 Epoch 23: train loss 0.46585334340731305 Epoch 23: val loss 0.6464248895645142 Epoch 24: train loss 0.4668492575486501 Epoch 24: val loss 0.6677852869033813
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971038050121732 Epoch 0: val loss 0.6951099634170532 Epoch 1: train loss 0.6701273918151855 Epoch 1: val loss 0.673494815826416 Epoch 2: train loss 0.6404057211346097 Epoch 2: val loss 0.6597387790679932 Epoch 3: train loss 0.6289219856262207 Epoch 3: val loss 0.6531488299369812 Epoch 4: train loss 0.6215945813390944 Epoch 4: val loss 0.6517047882080078 Epoch 5: train loss 0.6223696404033237 Epoch 5: val loss 0.6515185832977295 Epoch 6: train loss 0.5854683982001411 Epoch 6: val loss 0.6488690376281738 Epoch 7: train loss 0.5906338062551286 Epoch 7: val loss 0.6466554999351501 Epoch 8: train loss 0.5989931225776672 Epoch 8: val loss 0.6502423882484436 Epoch 9: train loss 0.6019307639863756 Epoch 9: val loss 0.6539589762687683 Epoch 10: train loss 0.5818635821342468 Epoch 10: val loss 0.6487159729003906 Epoch 11: train loss 0.5565422475337982 Epoch 11: val loss 0.6419918537139893 Epoch 12: train loss 0.5512063072787391 Epoch 12: val loss 0.6377339363098145 Epoch 13: train loss 0.534806102514267 Epoch 13: val loss 0.6374656558036804 Epoch 14: train loss 0.5391563773155212 Epoch 14: val loss 0.6322476863861084 Epoch 15: train loss 0.5298785169919332 Epoch 15: val loss 0.6330248713493347 Epoch 16: train loss 0.5251762866973877 Epoch 16: val loss 0.6296509504318237 Epoch 17: train loss 0.520339760515425 Epoch 17: val loss 0.6301915645599365 Epoch 18: train loss 0.49784041444460553 Epoch 18: val loss 0.6302221417427063 Epoch 19: train loss 0.5114689469337463 Epoch 19: val loss 0.6282110214233398 Epoch 20: train loss 0.4867362181345622 Epoch 20: val loss 0.6344727873802185 Epoch 21: train loss 0.4750441511472066 Epoch 21: val loss 0.6296877264976501 Epoch 22: train loss 0.4803934428426955 Epoch 22: val loss 0.6408390402793884 Epoch 23: train loss 0.46866615613301593 Epoch 23: val loss 0.6491648554801941 Epoch 24: train loss 0.47148194909095764 Epoch 24: val loss 0.6558883190155029
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799108237028122 Epoch 0: val loss 0.6544432044029236 Epoch 1: train loss 0.6398343394200007 Epoch 1: val loss 0.6399841904640198 Epoch 2: train loss 0.6419736494620641 Epoch 2: val loss 0.6342273950576782 Epoch 3: train loss 0.6286235700050989 Epoch 3: val loss 0.635934591293335 Epoch 4: train loss 0.612045685450236 Epoch 4: val loss 0.643787682056427 Epoch 5: train loss 0.6313460071881613 Epoch 5: val loss 0.6296756267547607 Epoch 6: train loss 0.5981542964776357 Epoch 6: val loss 0.6306173205375671 Epoch 7: train loss 0.5860762471954027 Epoch 7: val loss 0.624060869216919 Epoch 8: train loss 0.6002974758545557 Epoch 8: val loss 0.6168967485427856 Epoch 9: train loss 0.5944212228059769 Epoch 9: val loss 0.619606077671051 Epoch 10: train loss 0.563832921286424 Epoch 10: val loss 0.6195034980773926 Epoch 11: train loss 0.6044293617208799 Epoch 11: val loss 0.6211137771606445 Epoch 12: train loss 0.5854246740539869 Epoch 12: val loss 0.6285302042961121 Epoch 13: train loss 0.584167959789435 Epoch 13: val loss 0.6201092004776001 Epoch 14: train loss 0.5588830312093099 Epoch 14: val loss 0.6256148219108582 Epoch 15: train loss 0.5520420943697294 Epoch 15: val loss 0.6273780465126038 Epoch 16: train loss 0.5518635809421539 Epoch 16: val loss 0.6454969644546509 Epoch 17: train loss 0.5254634767770767 Epoch 17: val loss 0.6285185217857361 Epoch 18: train loss 0.5502024218440056 Epoch 18: val loss 0.6358222961425781 Epoch 19: train loss 0.5523527214924494 Epoch 19: val loss 0.6269652247428894 Epoch 20: train loss 0.539910264313221 Epoch 20: val loss 0.6701439023017883 Epoch 21: train loss 0.4996778815984726 Epoch 21: val loss 0.6242613196372986
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6589760780334473 Epoch 0: val loss 0.6238253712654114 Epoch 1: train loss 0.5765429496765136 Epoch 1: val loss 0.5659142136573792 Epoch 2: train loss 0.5280475497245789 Epoch 2: val loss 0.5059054493904114 Epoch 3: train loss 0.462787339091301 Epoch 3: val loss 0.45438385009765625 Epoch 4: train loss 0.44584073424339293 Epoch 4: val loss 0.4248189330101013 Epoch 5: train loss 0.4039541035890579 Epoch 5: val loss 0.419815331697464 Epoch 6: train loss 0.41461381018161775 Epoch 6: val loss 0.4197864234447479 Epoch 7: train loss 0.38189809322357177 Epoch 7: val loss 0.4181007742881775 Epoch 8: train loss 0.39125061184167864 Epoch 8: val loss 0.4126315712928772 Epoch 9: train loss 0.34339355677366257 Epoch 9: val loss 0.41316625475883484 Epoch 10: train loss 0.3626237317919731 Epoch 10: val loss 0.4167848825454712 Epoch 11: train loss 0.35620374977588654 Epoch 11: val loss 0.4218536615371704 Epoch 12: train loss 0.35145495384931563 Epoch 12: val loss 0.4269103705883026 Epoch 13: train loss 0.3207167416810989 Epoch 13: val loss 0.42777976393699646 Epoch 14: train loss 0.3707887977361679 Epoch 14: val loss 0.429761677980423 Epoch 15: train loss 0.3342664331197739 Epoch 15: val loss 0.44004011154174805 Epoch 16: train loss 0.3122762992978096 Epoch 16: val loss 0.4472446143627167 Epoch 17: train loss 0.36687726676464083 Epoch 17: val loss 0.4520801901817322 Epoch 18: train loss 0.31543695479631423 Epoch 18: val loss 0.4495523273944855 Epoch 19: train loss 0.3515348330140114 Epoch 19: val loss 0.4527033567428589 Epoch 20: train loss 0.32222265750169754 Epoch 20: val loss 0.46971336007118225 Epoch 21: train loss 0.29367646723985674 Epoch 21: val loss 0.4730987846851349 Epoch 22: train loss 0.31022495925426485 Epoch 22: val loss 0.4740273952484131 Epoch 23: train loss 0.30665248185396193 Epoch 23: val loss 0.4635600745677948 Epoch 24: train loss 0.2990566462278366 Epoch 24: val loss 0.46973371505737305
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697975617647171 Epoch 0: val loss 0.6485490798950195 Epoch 1: train loss 0.582827803492546 Epoch 1: val loss 0.5702492594718933 Epoch 2: train loss 0.5180425047874451 Epoch 2: val loss 0.5076406598091125 Epoch 3: train loss 0.4175133779644966 Epoch 3: val loss 0.46080905199050903 Epoch 4: train loss 0.41734295934438703 Epoch 4: val loss 0.4478219449520111 Epoch 5: train loss 0.39002213180065154 Epoch 5: val loss 0.4401642680168152 Epoch 6: train loss 0.38909282982349397 Epoch 6: val loss 0.43123286962509155 Epoch 7: train loss 0.4030529588460922 Epoch 7: val loss 0.4371664822101593 Epoch 8: train loss 0.38756116330623624 Epoch 8: val loss 0.4456626772880554 Epoch 9: train loss 0.38295119255781174 Epoch 9: val loss 0.4447932243347168 Epoch 10: train loss 0.3861193597316742 Epoch 10: val loss 0.4412887692451477 Epoch 11: train loss 0.4004323214292526 Epoch 11: val loss 0.4452040195465088 Epoch 12: train loss 0.3648996889591217 Epoch 12: val loss 0.43089526891708374 Epoch 13: train loss 0.34849144518375397 Epoch 13: val loss 0.43392789363861084 Epoch 14: train loss 0.38378061205148695 Epoch 14: val loss 0.43596673011779785 Epoch 15: train loss 0.3738668575882912 Epoch 15: val loss 0.43950867652893066 Epoch 16: train loss 0.3333130642771721 Epoch 16: val loss 0.44535717368125916 Epoch 17: train loss 0.3332689255475998 Epoch 17: val loss 0.44021353125572205 Epoch 18: train loss 0.34505711793899535 Epoch 18: val loss 0.44362255930900574 Epoch 19: train loss 0.3224189132452011 Epoch 19: val loss 0.4445096254348755 Epoch 20: train loss 0.3208946779370308 Epoch 20: val loss 0.4465464651584625 Epoch 21: train loss 0.3649208575487137 Epoch 21: val loss 0.4536784291267395 Epoch 22: train loss 0.366815023124218 Epoch 22: val loss 0.4544394314289093 Epoch 23: train loss 0.31345022320747373 Epoch 23: val loss 0.45505812764167786 Epoch 24: train loss 0.34448199570178983 Epoch 24: val loss 0.4490393102169037
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6689915418624878 Epoch 0: val loss 0.6221832633018494 Epoch 1: train loss 0.5855197310447693 Epoch 1: val loss 0.5521918535232544 Epoch 2: train loss 0.4965671420097351 Epoch 2: val loss 0.49097365140914917 Epoch 3: train loss 0.444797158241272 Epoch 3: val loss 0.48437491059303284 Epoch 4: train loss 0.46349082589149476 Epoch 4: val loss 0.4868551790714264 Epoch 5: train loss 0.4115790262818336 Epoch 5: val loss 0.4922270178794861 Epoch 6: train loss 0.4331853032112122 Epoch 6: val loss 0.4598674476146698 Epoch 7: train loss 0.41259969770908356 Epoch 7: val loss 0.4446379244327545 Epoch 8: train loss 0.41948024183511734 Epoch 8: val loss 0.44403502345085144 Epoch 9: train loss 0.38689900785684583 Epoch 9: val loss 0.4413919746875763 Epoch 10: train loss 0.38245252668857577 Epoch 10: val loss 0.44208192825317383 Epoch 11: train loss 0.35947691947221755 Epoch 11: val loss 0.4566408097743988 Epoch 12: train loss 0.3575480505824089 Epoch 12: val loss 0.4580520987510681 Epoch 13: train loss 0.353741317987442 Epoch 13: val loss 0.4481904208660126 Epoch 14: train loss 0.3771247625350952 Epoch 14: val loss 0.45837217569351196 Epoch 15: train loss 0.3746714681386948 Epoch 15: val loss 0.45891669392585754 Epoch 16: train loss 0.4055809617042542 Epoch 16: val loss 0.43917959928512573 Epoch 17: train loss 0.3361052617430687 Epoch 17: val loss 0.4365091621875763 Epoch 18: train loss 0.3816870555281639 Epoch 18: val loss 0.4436382055282593 Epoch 19: train loss 0.3688045620918274 Epoch 19: val loss 0.45464661717414856 Epoch 20: train loss 0.33031787276268004 Epoch 20: val loss 0.4462662935256958 Epoch 21: train loss 0.31922578513622285 Epoch 21: val loss 0.4486819803714752 Epoch 22: train loss 0.32201892882585526 Epoch 22: val loss 0.44926023483276367 Epoch 23: train loss 0.3456371247768402 Epoch 23: val loss 0.4510330259799957 Epoch 24: train loss 0.32224282771348955 Epoch 24: val loss 0.46522095799446106
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6153083503246307 Epoch 0: val loss 0.6015050411224365 Epoch 1: train loss 0.5818128526210785 Epoch 1: val loss 0.5292274355888367 Epoch 2: train loss 0.5000006526708602 Epoch 2: val loss 0.4713812470436096 Epoch 3: train loss 0.49090188145637514 Epoch 3: val loss 0.45241525769233704 Epoch 4: train loss 0.4235988825559616 Epoch 4: val loss 0.43493181467056274 Epoch 5: train loss 0.3933639243245125 Epoch 5: val loss 0.42022934556007385 Epoch 6: train loss 0.4070643424987793 Epoch 6: val loss 0.41748979687690735 Epoch 7: train loss 0.3976854220032692 Epoch 7: val loss 0.41455307602882385 Epoch 8: train loss 0.4492668241262436 Epoch 8: val loss 0.41049325466156006 Epoch 9: train loss 0.4190503776073456 Epoch 9: val loss 0.4114895761013031 Epoch 10: train loss 0.38275066316127776 Epoch 10: val loss 0.4161871373653412 Epoch 11: train loss 0.3930299550294876 Epoch 11: val loss 0.4110672175884247 Epoch 12: train loss 0.39437857270240784 Epoch 12: val loss 0.412055641412735 Epoch 13: train loss 0.4155991166830063 Epoch 13: val loss 0.41839367151260376 Epoch 14: train loss 0.40546660870313644 Epoch 14: val loss 0.40537500381469727 Epoch 15: train loss 0.3723025321960449 Epoch 15: val loss 0.40402552485466003 Epoch 16: train loss 0.3646857112646103 Epoch 16: val loss 0.41011911630630493 Epoch 17: train loss 0.3862130239605904 Epoch 17: val loss 0.41521260142326355 Epoch 18: train loss 0.34024760872125626 Epoch 18: val loss 0.415367990732193 Epoch 19: train loss 0.3946703910827637 Epoch 19: val loss 0.41278785467147827 Epoch 20: train loss 0.3468522623181343 Epoch 20: val loss 0.4131135940551758 Epoch 21: train loss 0.4219092845916748 Epoch 21: val loss 0.4053330421447754 Epoch 22: train loss 0.3544108495116234 Epoch 22: val loss 0.40663567185401917 Epoch 23: train loss 0.3268872439861298 Epoch 23: val loss 0.41157910227775574 Epoch 24: train loss 0.3383831575512886 Epoch 24: val loss 0.4090462923049927
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6790087819099426 Epoch 0: val loss 0.6369666457176208 Epoch 1: train loss 0.5711530286532182 Epoch 1: val loss 0.5612577795982361 Epoch 2: train loss 0.5013998792721674 Epoch 2: val loss 0.5001277327537537 Epoch 3: train loss 0.4549223574308249 Epoch 3: val loss 0.4552219808101654 Epoch 4: train loss 0.4042979215200131 Epoch 4: val loss 0.47180503606796265 Epoch 5: train loss 0.4222181485249446 Epoch 5: val loss 0.4683116674423218 Epoch 6: train loss 0.3917845900242145 Epoch 6: val loss 0.4641471803188324 Epoch 7: train loss 0.39653435807961684 Epoch 7: val loss 0.4648681879043579 Epoch 8: train loss 0.3799716096657973 Epoch 8: val loss 0.45515942573547363 Epoch 9: train loss 0.39888074191717 Epoch 9: val loss 0.45908522605895996 Epoch 10: train loss 0.37906671258119434 Epoch 10: val loss 0.46112120151519775 Epoch 11: train loss 0.39947991646253145 Epoch 11: val loss 0.43716874718666077 Epoch 12: train loss 0.37407838839751023 Epoch 12: val loss 0.44284793734550476 Epoch 13: train loss 0.3858730976398175 Epoch 13: val loss 0.44753435254096985 Epoch 14: train loss 0.3519250492636974 Epoch 14: val loss 0.4454880654811859 Epoch 15: train loss 0.35389081789897037 Epoch 15: val loss 0.4698117673397064 Epoch 16: train loss 0.36014887117422545 Epoch 16: val loss 0.45597976446151733
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6767560622908853 Epoch 0: val loss 0.6601042151451111 Epoch 1: train loss 0.6500906294042413 Epoch 1: val loss 0.6391346454620361 Epoch 2: train loss 0.6421221873976968 Epoch 2: val loss 0.6253687143325806 Epoch 3: train loss 0.6184939796274359 Epoch 3: val loss 0.6224517226219177 Epoch 4: train loss 0.6042304905978116 Epoch 4: val loss 0.6182498931884766 Epoch 5: train loss 0.5994898676872253 Epoch 5: val loss 0.6081421971321106 Epoch 6: train loss 0.5720139172944155 Epoch 6: val loss 0.5988636612892151 Epoch 7: train loss 0.5703836733644659 Epoch 7: val loss 0.6061302423477173 Epoch 8: train loss 0.56963035735217 Epoch 8: val loss 0.6098805069923401 Epoch 9: train loss 0.5617916529828851 Epoch 9: val loss 0.5985589623451233 Epoch 10: train loss 0.5410129617560994 Epoch 10: val loss 0.5961130857467651 Epoch 11: train loss 0.5545854107900099 Epoch 11: val loss 0.6162760257720947 Epoch 12: train loss 0.5296989462592385 Epoch 12: val loss 0.5832481384277344 Epoch 13: train loss 0.5229096114635468 Epoch 13: val loss 0.595620334148407 Epoch 14: train loss 0.5375623404979706 Epoch 14: val loss 0.6035906076431274 Epoch 15: train loss 0.5061965530568903 Epoch 15: val loss 0.6022875308990479 Epoch 16: train loss 0.4967509399760853 Epoch 16: val loss 0.5856322050094604 Epoch 17: train loss 0.5052081888372247 Epoch 17: val loss 0.5796870589256287 Epoch 18: train loss 0.4970936287533153 Epoch 18: val loss 0.6046206951141357 Epoch 19: train loss 0.46596484834497626 Epoch 19: val loss 0.587017297744751 Epoch 20: train loss 0.49394459616054187 Epoch 20: val loss 0.5893711447715759 Epoch 21: train loss 0.47065193544734607 Epoch 21: val loss 0.6023223400115967 Epoch 22: train loss 0.44304818185892975 Epoch 22: val loss 0.5870543122291565 Epoch 23: train loss 0.4632673046805642 Epoch 23: val loss 0.5859953165054321 Epoch 24: train loss 0.4308754395354878 Epoch 24: val loss 0.6146171689033508
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6721113649281588 Epoch 0: val loss 0.6755344271659851 Epoch 1: train loss 0.6431228789416227 Epoch 1: val loss 0.6554991006851196 Epoch 2: train loss 0.6266860257495533 Epoch 2: val loss 0.6387092471122742 Epoch 3: train loss 0.6090283610604026 Epoch 3: val loss 0.6334561705589294 Epoch 4: train loss 0.5822896307164972 Epoch 4: val loss 0.6287510395050049 Epoch 5: train loss 0.5902237458662554 Epoch 5: val loss 0.6204949021339417 Epoch 6: train loss 0.5633391277356581 Epoch 6: val loss 0.6155939698219299 Epoch 7: train loss 0.5565208223733035 Epoch 7: val loss 0.6101419925689697 Epoch 8: train loss 0.5423698777502234 Epoch 8: val loss 0.604438066482544 Epoch 9: train loss 0.5269536890766837 Epoch 9: val loss 0.5931999683380127 Epoch 10: train loss 0.5246612565083937 Epoch 10: val loss 0.5959664583206177 Epoch 11: train loss 0.5021153038198297 Epoch 11: val loss 0.5835605263710022 Epoch 12: train loss 0.5132667097178373 Epoch 12: val loss 0.5956661701202393 Epoch 13: train loss 0.5120434002442793 Epoch 13: val loss 0.58286452293396 Epoch 14: train loss 0.5041911574927244 Epoch 14: val loss 0.6053295731544495 Epoch 15: train loss 0.4920802360231226 Epoch 15: val loss 0.588617742061615 Epoch 16: train loss 0.4761778576807542 Epoch 16: val loss 0.6003126502037048 Epoch 17: train loss 0.4915468774058602 Epoch 17: val loss 0.5899525880813599 Epoch 18: train loss 0.4447088024832986 Epoch 18: val loss 0.5753318071365356 Epoch 19: train loss 0.4631710946559906 Epoch 19: val loss 0.584293007850647 Epoch 20: train loss 0.47452717477625067 Epoch 20: val loss 0.5857496857643127 Epoch 21: train loss 0.4377431327646429 Epoch 21: val loss 0.5705730319023132 Epoch 22: train loss 0.46031495657834137 Epoch 22: val loss 0.5755002498626709 Epoch 23: train loss 0.4472584697333249 Epoch 23: val loss 0.5812722444534302 Epoch 24: train loss 0.4503080492669886 Epoch 24: val loss 0.578298807144165
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6797912771051581 Epoch 0: val loss 0.660277783870697 Epoch 1: train loss 0.6630380803888495 Epoch 1: val loss 0.6417843103408813 Epoch 2: train loss 0.6441989215937528 Epoch 2: val loss 0.6345753073692322 Epoch 3: train loss 0.634627802805467 Epoch 3: val loss 0.6221617460250854 Epoch 4: train loss 0.6286240545186129 Epoch 4: val loss 0.6136434674263 Epoch 5: train loss 0.6049697886813771 Epoch 5: val loss 0.6019343733787537 Epoch 6: train loss 0.6005314209244468 Epoch 6: val loss 0.600817859172821 Epoch 7: train loss 0.6028627482327548 Epoch 7: val loss 0.5914020538330078 Epoch 8: train loss 0.5870635455304926 Epoch 8: val loss 0.5887783169746399 Epoch 9: train loss 0.5634732408957048 Epoch 9: val loss 0.5937419533729553 Epoch 10: train loss 0.5685152113437653 Epoch 10: val loss 0.5865535140037537 Epoch 11: train loss 0.5560619018294595 Epoch 11: val loss 0.5918991565704346 Epoch 12: train loss 0.5437106192111969 Epoch 12: val loss 0.5729378461837769 Epoch 13: train loss 0.5385594476353038 Epoch 13: val loss 0.5768348574638367 Epoch 14: train loss 0.5327692654999819 Epoch 14: val loss 0.5800402164459229 Epoch 15: train loss 0.5217408700422808 Epoch 15: val loss 0.5773472189903259 Epoch 16: train loss 0.5170542191375386 Epoch 16: val loss 0.5774263143539429 Epoch 17: train loss 0.5190128060904416 Epoch 17: val loss 0.5756733417510986 Epoch 18: train loss 0.5048297643661499 Epoch 18: val loss 0.5639615058898926 Epoch 19: train loss 0.4864033216779882 Epoch 19: val loss 0.5651354193687439 Epoch 20: train loss 0.47969490831548517 Epoch 20: val loss 0.5646548271179199 Epoch 21: train loss 0.47433787855235016 Epoch 21: val loss 0.5648096203804016 Epoch 22: train loss 0.49907672947103326 Epoch 22: val loss 0.5802761316299438 Epoch 23: train loss 0.49115597118030896 Epoch 23: val loss 0.5700391530990601 Epoch 24: train loss 0.43569697575135663 Epoch 24: val loss 0.5511102676391602
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6680538979443637 Epoch 0: val loss 0.667633056640625 Epoch 1: train loss 0.6407494328238748 Epoch 1: val loss 0.6591960787773132 Epoch 2: train loss 0.633669603954662 Epoch 2: val loss 0.6550832390785217 Epoch 3: train loss 0.6025467623363842 Epoch 3: val loss 0.6553771495819092 Epoch 4: train loss 0.6108538074926897 Epoch 4: val loss 0.6574965119361877 Epoch 5: train loss 0.5665180683135986 Epoch 5: val loss 0.6548476219177246 Epoch 6: train loss 0.5747859207066622 Epoch 6: val loss 0.6539451479911804 Epoch 7: train loss 0.580425040288405 Epoch 7: val loss 0.6544625759124756 Epoch 8: train loss 0.5625038932670247 Epoch 8: val loss 0.6601231694221497 Epoch 9: train loss 0.5429158346219496 Epoch 9: val loss 0.6577766537666321 Epoch 10: train loss 0.531690161336552 Epoch 10: val loss 0.6693929433822632 Epoch 11: train loss 0.544909114187414 Epoch 11: val loss 0.6693273186683655 Epoch 12: train loss 0.508759926665913 Epoch 12: val loss 0.670979380607605 Epoch 13: train loss 0.48848370801318775 Epoch 13: val loss 0.6738776564598083 Epoch 14: train loss 0.48122561790726404 Epoch 14: val loss 0.6799672245979309 Epoch 15: train loss 0.47332812439311633 Epoch 15: val loss 0.6895287036895752 Epoch 16: train loss 0.4725994196805087 Epoch 16: val loss 0.6987377405166626 Epoch 17: train loss 0.45878200097517535 Epoch 17: val loss 0.6930919289588928 Epoch 18: train loss 0.47460607236081903 Epoch 18: val loss 0.7025011777877808 Epoch 19: train loss 0.43324397097934375 Epoch 19: val loss 0.7169948220252991 Epoch 20: train loss 0.4392841783436862 Epoch 20: val loss 0.7294405102729797 Epoch 21: train loss 0.4140215218067169 Epoch 21: val loss 0.7535642385482788 Epoch 22: train loss 0.4261374771595001 Epoch 22: val loss 0.7479994297027588 Epoch 23: train loss 0.4412561627951535 Epoch 23: val loss 0.7634710073471069 Epoch 24: train loss 0.41245113990523596 Epoch 24: val loss 0.7570747137069702
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906063397725423 Epoch 0: val loss 0.671453595161438 Epoch 1: train loss 0.6525534629821778 Epoch 1: val loss 0.6521540880203247 Epoch 2: train loss 0.6417692303657532 Epoch 2: val loss 0.6406027674674988 Epoch 3: train loss 0.6188011924425761 Epoch 3: val loss 0.625921905040741 Epoch 4: train loss 0.6053407708803813 Epoch 4: val loss 0.6114248037338257 Epoch 5: train loss 0.5960107962290446 Epoch 5: val loss 0.5956379175186157 Epoch 6: train loss 0.5745650927225748 Epoch 6: val loss 0.5866388082504272 Epoch 7: train loss 0.5560467481613159 Epoch 7: val loss 0.5819568634033203 Epoch 8: train loss 0.5485069155693054 Epoch 8: val loss 0.565260648727417 Epoch 9: train loss 0.5229501922925314 Epoch 9: val loss 0.549624502658844 Epoch 10: train loss 0.5189062515894572 Epoch 10: val loss 0.53200763463974 Epoch 11: train loss 0.5075874427954356 Epoch 11: val loss 0.5240568518638611 Epoch 12: train loss 0.5123961389064788 Epoch 12: val loss 0.5174416899681091 Epoch 13: train loss 0.4775670329729716 Epoch 13: val loss 0.5135111808776855 Epoch 14: train loss 0.48550616900126137 Epoch 14: val loss 0.5157468318939209 Epoch 15: train loss 0.475023623307546 Epoch 15: val loss 0.5062846541404724 Epoch 16: train loss 0.460163281361262 Epoch 16: val loss 0.50324547290802 Epoch 17: train loss 0.46698371569315594 Epoch 17: val loss 0.5033243894577026 Epoch 18: train loss 0.48420098225275676 Epoch 18: val loss 0.5100558400154114 Epoch 19: train loss 0.42464564045270287 Epoch 19: val loss 0.5037581324577332
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7071928431590399 Epoch 0: val loss 0.6613967418670654 Epoch 1: train loss 0.6859210481246313 Epoch 1: val loss 0.6571005582809448 Epoch 2: train loss 0.6787524322668711 Epoch 2: val loss 0.6458055377006531 Epoch 3: train loss 0.6503554532925288 Epoch 3: val loss 0.6328015327453613 Epoch 4: train loss 0.6375536868969599 Epoch 4: val loss 0.6245998740196228 Epoch 5: train loss 0.6257909536361694 Epoch 5: val loss 0.606441080570221 Epoch 6: train loss 0.629325325290362 Epoch 6: val loss 0.5911335349082947 Epoch 7: train loss 0.6142924129962921 Epoch 7: val loss 0.5835825204849243 Epoch 8: train loss 0.6067952513694763 Epoch 8: val loss 0.5742786526679993 Epoch 9: train loss 0.6017292936642965 Epoch 9: val loss 0.5769585371017456 Epoch 10: train loss 0.5911982506513596 Epoch 10: val loss 0.5677394270896912 Epoch 11: train loss 0.5799551159143448 Epoch 11: val loss 0.576593816280365 Epoch 12: train loss 0.5657483339309692 Epoch 12: val loss 0.568620502948761 Epoch 13: train loss 0.5545106381177902 Epoch 13: val loss 0.5600535273551941 Epoch 14: train loss 0.5314238145947456 Epoch 14: val loss 0.563720703125 Epoch 15: train loss 0.546212263405323 Epoch 15: val loss 0.5645490884780884 Epoch 16: train loss 0.5330919573704401 Epoch 16: val loss 0.5602694749832153 Epoch 17: train loss 0.5395550976196924 Epoch 17: val loss 0.5509523153305054 Epoch 18: train loss 0.5138035267591476 Epoch 18: val loss 0.5493723750114441 Epoch 19: train loss 0.5180055846770605 Epoch 19: val loss 0.5559473633766174 Epoch 20: train loss 0.507014274597168 Epoch 20: val loss 0.5511289834976196 Epoch 21: train loss 0.4885399689277013 Epoch 21: val loss 0.5406291484832764 Epoch 22: train loss 0.4815368453661601 Epoch 22: val loss 0.5652240514755249 Epoch 23: train loss 0.4993273392319679 Epoch 23: val loss 0.5455394983291626 Epoch 24: train loss 0.4840345655878385 Epoch 24: val loss 0.5411478877067566
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7091459035873413 Epoch 0: val loss 0.6937403082847595 Epoch 1: train loss 0.6888026942809423 Epoch 1: val loss 0.6886746883392334 Epoch 2: train loss 0.6697050283352534 Epoch 2: val loss 0.6848846673965454 Epoch 3: train loss 0.6450445999701818 Epoch 3: val loss 0.6767255663871765 Epoch 4: train loss 0.6357216288646063 Epoch 4: val loss 0.6712424755096436 Epoch 5: train loss 0.6147597432136536 Epoch 5: val loss 0.6648880839347839 Epoch 6: train loss 0.6033724496761957 Epoch 6: val loss 0.6622442603111267 Epoch 7: train loss 0.5959713930884997 Epoch 7: val loss 0.66050124168396 Epoch 8: train loss 0.5736937448382378 Epoch 8: val loss 0.6803820133209229 Epoch 9: train loss 0.5603215396404266 Epoch 9: val loss 0.6806328892707825 Epoch 10: train loss 0.541152760386467 Epoch 10: val loss 0.6685283780097961 Epoch 11: train loss 0.5456611961126328 Epoch 11: val loss 0.6755634546279907 Epoch 12: train loss 0.5282438745101293 Epoch 12: val loss 0.6839777231216431 Epoch 13: train loss 0.5369828517238299 Epoch 13: val loss 0.6824184060096741 Epoch 14: train loss 0.5357184087236723 Epoch 14: val loss 0.6860916614532471 Epoch 15: train loss 0.5093688145279884 Epoch 15: val loss 0.6691792011260986 Epoch 16: train loss 0.4938759431242943 Epoch 16: val loss 0.6965206861495972 Epoch 17: train loss 0.4806273678938548 Epoch 17: val loss 0.6865319013595581 Epoch 18: train loss 0.49119050055742264 Epoch 18: val loss 0.6723899841308594 Epoch 19: train loss 0.49077362815539044 Epoch 19: val loss 0.6909314393997192 Epoch 20: train loss 0.4751650144656499 Epoch 20: val loss 0.684287965297699 Epoch 21: train loss 0.4815913140773773 Epoch 21: val loss 0.694412350654602 Epoch 22: train loss 0.46404966960350674 Epoch 22: val loss 0.6679673194885254 Epoch 23: train loss 0.4635427991549174 Epoch 23: val loss 0.6793227195739746 Epoch 24: train loss 0.47211750596761703 Epoch 24: val loss 0.6903151273727417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7073976248502731 Epoch 0: val loss 0.7000123262405396 Epoch 1: train loss 0.6781417379776636 Epoch 1: val loss 0.6917824745178223 Epoch 2: train loss 0.6571136265993118 Epoch 2: val loss 0.6860904097557068 Epoch 3: train loss 0.6445309023062388 Epoch 3: val loss 0.6843453049659729 Epoch 4: train loss 0.6356052209933599 Epoch 4: val loss 0.6807091236114502 Epoch 5: train loss 0.6146183709303538 Epoch 5: val loss 0.6668714880943298 Epoch 6: train loss 0.6021298319101334 Epoch 6: val loss 0.6586243510246277 Epoch 7: train loss 0.5779349654912949 Epoch 7: val loss 0.6489461660385132 Epoch 8: train loss 0.5733335341016451 Epoch 8: val loss 0.6362325549125671 Epoch 9: train loss 0.5726715624332428 Epoch 9: val loss 0.6315150260925293 Epoch 10: train loss 0.5508494526147842 Epoch 10: val loss 0.6256647706031799 Epoch 11: train loss 0.5376252755522728 Epoch 11: val loss 0.6256177425384521 Epoch 12: train loss 0.5336765175064405 Epoch 12: val loss 0.6324475407600403 Epoch 13: train loss 0.5294356445471445 Epoch 13: val loss 0.6124835014343262 Epoch 14: train loss 0.4985455597440402 Epoch 14: val loss 0.6190035939216614 Epoch 15: train loss 0.5293301244576772 Epoch 15: val loss 0.629946768283844 Epoch 16: train loss 0.49763123691082 Epoch 16: val loss 0.6268289685249329 Epoch 17: train loss 0.5086631923913956 Epoch 17: val loss 0.6220123171806335 Epoch 18: train loss 0.49176641056934994 Epoch 18: val loss 0.6177518963813782 Epoch 19: train loss 0.47903241713841754 Epoch 19: val loss 0.6260800361633301 Epoch 20: train loss 0.4880133842428525 Epoch 20: val loss 0.6231330037117004 Epoch 21: train loss 0.47802144785722095 Epoch 21: val loss 0.6137207746505737 Epoch 22: train loss 0.45874344060818356 Epoch 22: val loss 0.6515684723854065 Epoch 23: train loss 0.4924157535036405 Epoch 23: val loss 0.6254395842552185 Epoch 24: train loss 0.4539480085174243 Epoch 24: val loss 0.6376564502716064
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6936205873886744 Epoch 0: val loss 0.6798801422119141 Epoch 1: train loss 0.6718538949886957 Epoch 1: val loss 0.6724421977996826 Epoch 2: train loss 0.6545646041631699 Epoch 2: val loss 0.6641430258750916 Epoch 3: train loss 0.6355416923761368 Epoch 3: val loss 0.651931643486023 Epoch 4: train loss 0.6147673825422922 Epoch 4: val loss 0.6377467513084412 Epoch 5: train loss 0.6082133700450262 Epoch 5: val loss 0.6361683011054993 Epoch 6: train loss 0.6017269740502039 Epoch 6: val loss 0.6343900561332703 Epoch 7: train loss 0.5775361582636833 Epoch 7: val loss 0.6277785897254944 Epoch 8: train loss 0.561647983888785 Epoch 8: val loss 0.6266026496887207 Epoch 9: train loss 0.5664272209008535 Epoch 9: val loss 0.6170961260795593 Epoch 10: train loss 0.5477335577209791 Epoch 10: val loss 0.6148089170455933 Epoch 11: train loss 0.5329972679416338 Epoch 11: val loss 0.6186511516571045 Epoch 12: train loss 0.5428091362118721 Epoch 12: val loss 0.6258717179298401 Epoch 13: train loss 0.5348064179221789 Epoch 13: val loss 0.6230523586273193 Epoch 14: train loss 0.526190829773744 Epoch 14: val loss 0.610400378704071 Epoch 15: train loss 0.5167900746067365 Epoch 15: val loss 0.6127413511276245 Epoch 16: train loss 0.4940636878212293 Epoch 16: val loss 0.6156520247459412 Epoch 17: train loss 0.5034400423367819 Epoch 17: val loss 0.6326949000358582 Epoch 18: train loss 0.5164498959978422 Epoch 18: val loss 0.6066048741340637 Epoch 19: train loss 0.5036816895008087 Epoch 19: val loss 0.6046785712242126 Epoch 20: train loss 0.49438487490018207 Epoch 20: val loss 0.592536211013794 Epoch 21: train loss 0.505521280070146 Epoch 21: val loss 0.6068200469017029 Epoch 22: train loss 0.48837826400995255 Epoch 22: val loss 0.6175162196159363 Epoch 23: train loss 0.45947515467802685 Epoch 23: val loss 0.605183482170105 Epoch 24: train loss 0.46864939977725345 Epoch 24: val loss 0.6251171827316284
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690929364413023 Epoch 0: val loss 0.6795251369476318 Epoch 1: train loss 0.680815938860178 Epoch 1: val loss 0.67462158203125 Epoch 2: train loss 0.669577244669199 Epoch 2: val loss 0.6745288372039795 Epoch 3: train loss 0.6579623222351074 Epoch 3: val loss 0.6636068224906921 Epoch 4: train loss 0.6376473307609558 Epoch 4: val loss 0.6478031873703003 Epoch 5: train loss 0.6307343058288097 Epoch 5: val loss 0.639681875705719 Epoch 6: train loss 0.6130775921046734 Epoch 6: val loss 0.6310276985168457 Epoch 7: train loss 0.5939553529024124 Epoch 7: val loss 0.6037409901618958 Epoch 8: train loss 0.5749973952770233 Epoch 8: val loss 0.6042996644973755 Epoch 9: train loss 0.5637074988335371 Epoch 9: val loss 0.604650616645813 Epoch 10: train loss 0.5481046997010708 Epoch 10: val loss 0.6035488247871399 Epoch 11: train loss 0.5444729961454868 Epoch 11: val loss 0.6062234044075012 Epoch 12: train loss 0.5564139541238546 Epoch 12: val loss 0.5914106369018555 Epoch 13: train loss 0.5574204362928867 Epoch 13: val loss 0.5922480225563049 Epoch 14: train loss 0.5527920182794333 Epoch 14: val loss 0.5968099236488342 Epoch 15: train loss 0.533705422654748 Epoch 15: val loss 0.5973294973373413 Epoch 16: train loss 0.4939251635223627 Epoch 16: val loss 0.5999128222465515 Epoch 17: train loss 0.5272983890026808 Epoch 17: val loss 0.6021390557289124 Epoch 18: train loss 0.5167755093425512 Epoch 18: val loss 0.596115231513977 Epoch 19: train loss 0.4917561784386635 Epoch 19: val loss 0.6046414375305176 Epoch 20: train loss 0.5150378253310919 Epoch 20: val loss 0.5999664068222046 Epoch 21: train loss 0.48952947184443474 Epoch 21: val loss 0.5893127918243408 Epoch 22: train loss 0.5097418185323477 Epoch 22: val loss 0.5908728241920471
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7038675397634506 Epoch 0: val loss 0.6852925419807434 Epoch 1: train loss 0.680632159113884 Epoch 1: val loss 0.6814078688621521 Epoch 2: train loss 0.6541497359673182 Epoch 2: val loss 0.6783405542373657 Epoch 3: train loss 0.6387945115566254 Epoch 3: val loss 0.6685246825218201 Epoch 4: train loss 0.643672247727712 Epoch 4: val loss 0.6665920615196228 Epoch 5: train loss 0.6314936925967535 Epoch 5: val loss 0.6661502122879028 Epoch 6: train loss 0.6193477461735407 Epoch 6: val loss 0.6566036939620972 Epoch 7: train loss 0.6161772658427557 Epoch 7: val loss 0.6492186784744263 Epoch 8: train loss 0.6008927226066589 Epoch 8: val loss 0.6489738821983337 Epoch 9: train loss 0.6008071899414062 Epoch 9: val loss 0.6584914922714233 Epoch 10: train loss 0.590013861656189 Epoch 10: val loss 0.6583127379417419 Epoch 11: train loss 0.5885088443756104 Epoch 11: val loss 0.6595244407653809 Epoch 12: train loss 0.5800437380870184 Epoch 12: val loss 0.6595224738121033 Epoch 13: train loss 0.5767758712172508 Epoch 13: val loss 0.6608246564865112 Epoch 14: train loss 0.5772008274992307 Epoch 14: val loss 0.6643127202987671 Epoch 15: train loss 0.5657169197996458 Epoch 15: val loss 0.6560451984405518 Epoch 16: train loss 0.5447168300549189 Epoch 16: val loss 0.6513495445251465 Epoch 17: train loss 0.5551196758945783 Epoch 17: val loss 0.6512370705604553 Epoch 18: train loss 0.529819630086422 Epoch 18: val loss 0.6568444967269897 Epoch 19: train loss 0.5469816575447718 Epoch 19: val loss 0.6587001085281372 Epoch 20: train loss 0.5344703073302904 Epoch 20: val loss 0.6704092621803284 Epoch 21: train loss 0.5522887508074442 Epoch 21: val loss 0.6696134209632874 Epoch 22: train loss 0.553536464770635 Epoch 22: val loss 0.6698384881019592 Epoch 23: train loss 0.5457842995723089 Epoch 23: val loss 0.6622762680053711 Epoch 24: train loss 0.5159872472286224 Epoch 24: val loss 0.6559692025184631
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7067605008681616 Epoch 0: val loss 0.701307475566864 Epoch 1: train loss 0.679920901854833 Epoch 1: val loss 0.6955087780952454 Epoch 2: train loss 0.6747733354568481 Epoch 2: val loss 0.6906880140304565 Epoch 3: train loss 0.664623369773229 Epoch 3: val loss 0.6900295615196228 Epoch 4: train loss 0.6550089369217554 Epoch 4: val loss 0.683027446269989 Epoch 5: train loss 0.648111417889595 Epoch 5: val loss 0.6720640659332275 Epoch 6: train loss 0.6389959553877512 Epoch 6: val loss 0.6670622229576111 Epoch 7: train loss 0.6329938272635142 Epoch 7: val loss 0.6523429155349731 Epoch 8: train loss 0.61988265812397 Epoch 8: val loss 0.650538980960846 Epoch 9: train loss 0.6203248302141825 Epoch 9: val loss 0.6445292234420776 Epoch 10: train loss 0.6047832121451696 Epoch 10: val loss 0.6387028694152832 Epoch 11: train loss 0.5885822474956512 Epoch 11: val loss 0.6357302665710449 Epoch 12: train loss 0.577093501885732 Epoch 12: val loss 0.6416501998901367 Epoch 13: train loss 0.5717036301891009 Epoch 13: val loss 0.6265091896057129 Epoch 14: train loss 0.5773976693550745 Epoch 14: val loss 0.631744384765625 Epoch 15: train loss 0.5896363829572996 Epoch 15: val loss 0.6417496204376221 Epoch 16: train loss 0.5916427075862885 Epoch 16: val loss 0.6430804133415222 Epoch 17: train loss 0.5759935230016708 Epoch 17: val loss 0.6263138651847839 Epoch 18: train loss 0.577794519563516 Epoch 18: val loss 0.647319495677948 Epoch 19: train loss 0.5703135853012403 Epoch 19: val loss 0.6537964344024658 Epoch 20: train loss 0.5529116864005724 Epoch 20: val loss 0.6435267925262451 Epoch 21: train loss 0.5466231231888136 Epoch 21: val loss 0.643796443939209 Epoch 22: train loss 0.5552772482236227 Epoch 22: val loss 0.6441510915756226 Epoch 23: train loss 0.5452870403726896 Epoch 23: val loss 0.6616926193237305 Epoch 24: train loss 0.5433248778184255 Epoch 24: val loss 0.6380982398986816
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6985300680001577 Epoch 0: val loss 0.6901551485061646 Epoch 1: train loss 0.6900231391191483 Epoch 1: val loss 0.6879624128341675 Epoch 2: train loss 0.663282722234726 Epoch 2: val loss 0.6773259043693542 Epoch 3: train loss 0.6596582184235255 Epoch 3: val loss 0.6709292531013489 Epoch 4: train loss 0.648192952076594 Epoch 4: val loss 0.6672763228416443 Epoch 5: train loss 0.6381233086188635 Epoch 5: val loss 0.6692856550216675 Epoch 6: train loss 0.6380997449159622 Epoch 6: val loss 0.6616143584251404 Epoch 7: train loss 0.6123553961515427 Epoch 7: val loss 0.6665606498718262 Epoch 8: train loss 0.6126738140980402 Epoch 8: val loss 0.6521338224411011 Epoch 9: train loss 0.5931523541609446 Epoch 9: val loss 0.6596238613128662 Epoch 10: train loss 0.5911479915181795 Epoch 10: val loss 0.6647500395774841 Epoch 11: train loss 0.5988233884175619 Epoch 11: val loss 0.6569758653640747 Epoch 12: train loss 0.5949091538786888 Epoch 12: val loss 0.6549609899520874 Epoch 13: train loss 0.578012024362882 Epoch 13: val loss 0.6596184372901917 Epoch 14: train loss 0.5608123963077863 Epoch 14: val loss 0.6731188893318176 Epoch 15: train loss 0.5602976754307747 Epoch 15: val loss 0.6709501147270203 Epoch 16: train loss 0.5994081397851309 Epoch 16: val loss 0.6733705997467041 Epoch 17: train loss 0.5679907500743866 Epoch 17: val loss 0.6967024803161621 Epoch 18: train loss 0.5511757309238116 Epoch 18: val loss 0.6802602410316467 Epoch 19: train loss 0.5819800769289335 Epoch 19: val loss 0.6728990077972412 Epoch 20: train loss 0.5465624953309695 Epoch 20: val loss 0.6819902062416077 Epoch 21: train loss 0.5501002470652262 Epoch 21: val loss 0.6838578581809998 Epoch 22: train loss 0.5681803946693739 Epoch 22: val loss 0.6927610039710999 Epoch 23: train loss 0.5553688282767931 Epoch 23: val loss 0.6921956539154053 Epoch 24: train loss 0.5514170825481415 Epoch 24: val loss 0.7005096673965454
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7055868357419968 Epoch 0: val loss 0.6756581664085388 Epoch 1: train loss 0.6580876658360163 Epoch 1: val loss 0.6678388714790344 Epoch 2: train loss 0.6514197289943695 Epoch 2: val loss 0.6642829179763794 Epoch 3: train loss 0.6511198431253433 Epoch 3: val loss 0.6590126752853394 Epoch 4: train loss 0.6373569220304489 Epoch 4: val loss 0.6549389362335205 Epoch 5: train loss 0.6203550646702448 Epoch 5: val loss 0.6452915668487549 Epoch 6: train loss 0.6119224826494852 Epoch 6: val loss 0.6407522559165955 Epoch 7: train loss 0.6011497428019842 Epoch 7: val loss 0.6346275806427002 Epoch 8: train loss 0.5897175172964731 Epoch 8: val loss 0.6356368064880371 Epoch 9: train loss 0.5751952876647314 Epoch 9: val loss 0.642221212387085 Epoch 10: train loss 0.5917934825023016 Epoch 10: val loss 0.6319302320480347 Epoch 11: train loss 0.5769336124261221 Epoch 11: val loss 0.6352083086967468 Epoch 12: train loss 0.5441166708866755 Epoch 12: val loss 0.6436855792999268 Epoch 13: train loss 0.5552654763062795 Epoch 13: val loss 0.641929030418396 Epoch 14: train loss 0.5544375305374464 Epoch 14: val loss 0.6373624801635742 Epoch 15: train loss 0.5551951279242834 Epoch 15: val loss 0.6380656361579895 Epoch 16: train loss 0.5653037677208582 Epoch 16: val loss 0.6447839140892029 Epoch 17: train loss 0.5384651397665342 Epoch 17: val loss 0.6527402400970459 Epoch 18: train loss 0.5413348823785782 Epoch 18: val loss 0.653361976146698 Epoch 19: train loss 0.5210907409588496 Epoch 19: val loss 0.6493125557899475 Epoch 20: train loss 0.5201321219404539 Epoch 20: val loss 0.6557711958885193 Epoch 21: train loss 0.5269214461247126 Epoch 21: val loss 0.661028265953064 Epoch 22: train loss 0.5155022566517194 Epoch 22: val loss 0.6633780598640442 Epoch 23: train loss 0.5091097032030424 Epoch 23: val loss 0.667695939540863 Epoch 24: train loss 0.5129532913366953 Epoch 24: val loss 0.6739717125892639
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955980621278286 Epoch 0: val loss 0.6894923448562622 Epoch 1: train loss 0.6741423159837723 Epoch 1: val loss 0.6773460507392883 Epoch 2: train loss 0.6511333510279655 Epoch 2: val loss 0.6731283664703369 Epoch 3: train loss 0.6567796245217323 Epoch 3: val loss 0.6707980036735535 Epoch 4: train loss 0.65343376994133 Epoch 4: val loss 0.6628267765045166 Epoch 5: train loss 0.624585997313261 Epoch 5: val loss 0.6532483100891113 Epoch 6: train loss 0.6265686191618443 Epoch 6: val loss 0.6419960856437683 Epoch 7: train loss 0.6035370640456676 Epoch 7: val loss 0.6420548558235168 Epoch 8: train loss 0.6106929816305637 Epoch 8: val loss 0.6354925036430359 Epoch 9: train loss 0.6033834237605333 Epoch 9: val loss 0.6336537003517151 Epoch 10: train loss 0.5934505723416805 Epoch 10: val loss 0.6371543407440186 Epoch 11: train loss 0.5887252483516932 Epoch 11: val loss 0.6315824389457703 Epoch 12: train loss 0.5620652437210083 Epoch 12: val loss 0.6245818734169006 Epoch 13: train loss 0.5699389092624187 Epoch 13: val loss 0.6252461075782776 Epoch 14: train loss 0.5618192572146654 Epoch 14: val loss 0.6147535443305969 Epoch 15: train loss 0.5592352263629436 Epoch 15: val loss 0.6174834370613098 Epoch 16: train loss 0.5407806616276503 Epoch 16: val loss 0.6236490607261658 Epoch 17: train loss 0.5859332047402859 Epoch 17: val loss 0.6297499537467957
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6991967775604941 Epoch 0: val loss 0.6858819127082825 Epoch 1: train loss 0.6758061972531405 Epoch 1: val loss 0.6756790280342102 Epoch 2: train loss 0.6583889939568259 Epoch 2: val loss 0.6674330234527588 Epoch 3: train loss 0.6692150451920249 Epoch 3: val loss 0.663051962852478 Epoch 4: train loss 0.6540581529790704 Epoch 4: val loss 0.6586935520172119 Epoch 5: train loss 0.6370946168899536 Epoch 5: val loss 0.659601628780365 Epoch 6: train loss 0.6338632323525168 Epoch 6: val loss 0.6594334244728088 Epoch 7: train loss 0.6232649900696494 Epoch 7: val loss 0.6575058102607727 Epoch 8: train loss 0.6191102537241849 Epoch 8: val loss 0.6541726589202881 Epoch 9: train loss 0.6107466654344038 Epoch 9: val loss 0.653864324092865 Epoch 10: train loss 0.6165865713899786 Epoch 10: val loss 0.6574084162712097 Epoch 11: train loss 0.6016809398477728 Epoch 11: val loss 0.6582015156745911 Epoch 12: train loss 0.5880987644195557 Epoch 12: val loss 0.6599442958831787 Epoch 13: train loss 0.5728004574775696 Epoch 13: val loss 0.657859206199646 Epoch 14: train loss 0.5821223611181433 Epoch 14: val loss 0.6617637276649475 Epoch 15: train loss 0.574898056008599 Epoch 15: val loss 0.6594154238700867 Epoch 16: train loss 0.5769887105985121 Epoch 16: val loss 0.665482223033905 Epoch 17: train loss 0.5672506581653248 Epoch 17: val loss 0.6662917733192444 Epoch 18: train loss 0.5656306120482358 Epoch 18: val loss 0.665606677532196 Epoch 19: train loss 0.5561090545220808 Epoch 19: val loss 0.6656578183174133 Epoch 20: train loss 0.5596243657849052 Epoch 20: val loss 0.6681642532348633 Epoch 21: train loss 0.5459360832517798 Epoch 21: val loss 0.6740503311157227 Epoch 22: train loss 0.5371584919365969 Epoch 22: val loss 0.6631267070770264 Epoch 23: train loss 0.5311181220141324 Epoch 23: val loss 0.6657127141952515 Epoch 24: train loss 0.5399968867952173 Epoch 24: val loss 0.682822048664093
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6879665959965099 Epoch 0: val loss 0.6656087636947632 Epoch 1: train loss 0.6751526648348029 Epoch 1: val loss 0.6601865887641907 Epoch 2: train loss 0.6492633169347589 Epoch 2: val loss 0.6555345058441162 Epoch 3: train loss 0.6610455350442366 Epoch 3: val loss 0.650955080986023 Epoch 4: train loss 0.6434611678123474 Epoch 4: val loss 0.6488215923309326 Epoch 5: train loss 0.6385972120545127 Epoch 5: val loss 0.6466913819313049 Epoch 6: train loss 0.6221200715411793 Epoch 6: val loss 0.642790675163269 Epoch 7: train loss 0.6174506165764548 Epoch 7: val loss 0.6401246786117554 Epoch 8: train loss 0.619071440263228 Epoch 8: val loss 0.6404584646224976 Epoch 9: train loss 0.6043974757194519 Epoch 9: val loss 0.6437176465988159 Epoch 10: train loss 0.604672757062045 Epoch 10: val loss 0.6446245312690735 Epoch 11: train loss 0.5885675522414121 Epoch 11: val loss 0.6391754746437073 Epoch 12: train loss 0.5874899138103832 Epoch 12: val loss 0.6364564299583435 Epoch 13: train loss 0.5865846222097223 Epoch 13: val loss 0.635984480381012 Epoch 14: train loss 0.5730415203354575 Epoch 14: val loss 0.6266372203826904 Epoch 15: train loss 0.5690093744884838 Epoch 15: val loss 0.6208034157752991 Epoch 16: train loss 0.5774148323319175 Epoch 16: val loss 0.6208214163780212 Epoch 17: train loss 0.5658619485118173 Epoch 17: val loss 0.6116328239440918 Epoch 18: train loss 0.5547428808429025 Epoch 18: val loss 0.6062796115875244 Epoch 19: train loss 0.5667608299038627 Epoch 19: val loss 0.5967123508453369 Epoch 20: train loss 0.5469004972414537 Epoch 20: val loss 0.5952898263931274 Epoch 21: train loss 0.5305531810630452 Epoch 21: val loss 0.6046246290206909 Epoch 22: train loss 0.5023616850376129 Epoch 22: val loss 0.605215847492218 Epoch 23: train loss 0.5114569474350322 Epoch 23: val loss 0.601032555103302 Epoch 24: train loss 0.526173626834696 Epoch 24: val loss 0.604661226272583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7020999139005487 Epoch 0: val loss 0.6756687164306641 Epoch 1: train loss 0.6592397310517051 Epoch 1: val loss 0.6612568497657776 Epoch 2: train loss 0.65579308163036 Epoch 2: val loss 0.6567413806915283 Epoch 3: train loss 0.6450762531974099 Epoch 3: val loss 0.653080403804779 Epoch 4: train loss 0.6303148052909158 Epoch 4: val loss 0.6513428092002869 Epoch 5: train loss 0.6388296593319286 Epoch 5: val loss 0.6497488617897034 Epoch 6: train loss 0.6240747191689231 Epoch 6: val loss 0.6470766067504883 Epoch 7: train loss 0.6150957400148566 Epoch 7: val loss 0.6492742300033569 Epoch 8: train loss 0.5985669547861273 Epoch 8: val loss 0.647824764251709 Epoch 9: train loss 0.6019517833536322 Epoch 9: val loss 0.6494965553283691 Epoch 10: train loss 0.5952999212525107 Epoch 10: val loss 0.6449598073959351 Epoch 11: train loss 0.6046791618520563 Epoch 11: val loss 0.6429877877235413 Epoch 12: train loss 0.5836376791650598 Epoch 12: val loss 0.6440864205360413 Epoch 13: train loss 0.5706952783194456 Epoch 13: val loss 0.6441435217857361 Epoch 14: train loss 0.5563517131588676 Epoch 14: val loss 0.6500763893127441 Epoch 15: train loss 0.55489243702455 Epoch 15: val loss 0.6475582122802734 Epoch 16: train loss 0.5813566446304321 Epoch 16: val loss 0.6548498868942261 Epoch 17: train loss 0.5424888269467787 Epoch 17: val loss 0.6518926024436951 Epoch 18: train loss 0.5467203936793588 Epoch 18: val loss 0.6567830443382263 Epoch 19: train loss 0.5491630760106173 Epoch 19: val loss 0.6661595702171326 Epoch 20: train loss 0.5240004496140913 Epoch 20: val loss 0.6723317503929138 Epoch 21: train loss 0.5315801528367129 Epoch 21: val loss 0.6726557016372681 Epoch 22: train loss 0.5192567028782584 Epoch 22: val loss 0.675367534160614 Epoch 23: train loss 0.5046455914323981 Epoch 23: val loss 0.6800556778907776 Epoch 24: train loss 0.5088988813486967 Epoch 24: val loss 0.6700708866119385
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7146739526228472 Epoch 0: val loss 0.6797166466712952 Epoch 1: train loss 0.6724210218949751 Epoch 1: val loss 0.6666378974914551 Epoch 2: train loss 0.6507058848034252 Epoch 2: val loss 0.6595177054405212 Epoch 3: train loss 0.6546155431053855 Epoch 3: val loss 0.6542674899101257 Epoch 4: train loss 0.6360070569948717 Epoch 4: val loss 0.6519117951393127 Epoch 5: train loss 0.6257275884801691 Epoch 5: val loss 0.6556901335716248 Epoch 6: train loss 0.6222673762928356 Epoch 6: val loss 0.6571277976036072 Epoch 7: train loss 0.6082646630027078 Epoch 7: val loss 0.659485399723053 Epoch 8: train loss 0.5996074730699713 Epoch 8: val loss 0.658484697341919 Epoch 9: train loss 0.595511794090271 Epoch 9: val loss 0.6601848602294922 Epoch 10: train loss 0.6131343055855144 Epoch 10: val loss 0.6628146767616272 Epoch 11: train loss 0.5829852033745159 Epoch 11: val loss 0.6644580364227295 Epoch 12: train loss 0.57992177659815 Epoch 12: val loss 0.6671476364135742 Epoch 13: train loss 0.5721572691744025 Epoch 13: val loss 0.6657268404960632 Epoch 14: train loss 0.5713884911753915 Epoch 14: val loss 0.6639083623886108 Epoch 15: train loss 0.5729802277955142 Epoch 15: val loss 0.6697706580162048 Epoch 16: train loss 0.5559986585920508 Epoch 16: val loss 0.6757980585098267 Epoch 17: train loss 0.536898363720287 Epoch 17: val loss 0.6731463670730591 Epoch 18: train loss 0.5415105006911538 Epoch 18: val loss 0.6765065789222717 Epoch 19: train loss 0.5311229256066409 Epoch 19: val loss 0.6741576194763184 Epoch 20: train loss 0.5228129002180967 Epoch 20: val loss 0.6850043535232544 Epoch 21: train loss 0.5216856625947085 Epoch 21: val loss 0.6896514892578125 Epoch 22: train loss 0.522876197641546 Epoch 22: val loss 0.6913015246391296 Epoch 23: train loss 0.5093983520161022 Epoch 23: val loss 0.6859317421913147 Epoch 24: train loss 0.5137944302775643 Epoch 24: val loss 0.6962002515792847
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6714763144652048 Epoch 0: val loss 0.703578770160675 Epoch 1: train loss 0.6626665115356445 Epoch 1: val loss 0.697648286819458 Epoch 2: train loss 0.6565690676371256 Epoch 2: val loss 0.6870480179786682 Epoch 3: train loss 0.6501287500063578 Epoch 3: val loss 0.6850096583366394 Epoch 4: train loss 0.6309493501981099 Epoch 4: val loss 0.6930346488952637 Epoch 5: train loss 0.6177298744519552 Epoch 5: val loss 0.670074999332428 Epoch 6: train loss 0.6169185241063436 Epoch 6: val loss 0.672828197479248 Epoch 7: train loss 0.6124240557352701 Epoch 7: val loss 0.6616560220718384 Epoch 8: train loss 0.5965981324513753 Epoch 8: val loss 0.6650503277778625 Epoch 9: train loss 0.5917154550552368 Epoch 9: val loss 0.6676090955734253 Epoch 10: train loss 0.598092403014501 Epoch 10: val loss 0.6649762392044067 Epoch 11: train loss 0.584910802046458 Epoch 11: val loss 0.6407244205474854 Epoch 12: train loss 0.5954025586446127 Epoch 12: val loss 0.6483235359191895 Epoch 13: train loss 0.5846812427043915 Epoch 13: val loss 0.6504952907562256 Epoch 14: train loss 0.565511155128479 Epoch 14: val loss 0.6463324427604675 Epoch 15: train loss 0.5657568395137786 Epoch 15: val loss 0.6475895643234253 Epoch 16: train loss 0.5366080403327942 Epoch 16: val loss 0.6385875940322876 Epoch 17: train loss 0.5589088221391042 Epoch 17: val loss 0.6416379809379578 Epoch 18: train loss 0.5237479825814565 Epoch 18: val loss 0.6418185830116272
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7142044351651118 Epoch 0: val loss 0.6932166814804077 Epoch 1: train loss 0.6833380919236404 Epoch 1: val loss 0.6894038319587708 Epoch 2: train loss 0.6667702839924738 Epoch 2: val loss 0.687079668045044 Epoch 3: train loss 0.6630605046565716 Epoch 3: val loss 0.6823752522468567 Epoch 4: train loss 0.6493484652959384 Epoch 4: val loss 0.6804724931716919 Epoch 5: train loss 0.6547752206142132 Epoch 5: val loss 0.6782990097999573 Epoch 6: train loss 0.6323916957928584 Epoch 6: val loss 0.680538535118103 Epoch 7: train loss 0.6251051609332745 Epoch 7: val loss 0.6798983216285706 Epoch 8: train loss 0.6196664709311265 Epoch 8: val loss 0.6807755827903748 Epoch 9: train loss 0.6129303345313439 Epoch 9: val loss 0.6711625456809998 Epoch 10: train loss 0.6101020253621615 Epoch 10: val loss 0.6746124029159546 Epoch 11: train loss 0.5883175318057721 Epoch 11: val loss 0.6783530116081238 Epoch 12: train loss 0.5912501307634207 Epoch 12: val loss 0.6709848642349243 Epoch 13: train loss 0.5658993743933164 Epoch 13: val loss 0.6729992032051086 Epoch 14: train loss 0.5879126580861899 Epoch 14: val loss 0.6712762713432312 Epoch 15: train loss 0.5740834199465238 Epoch 15: val loss 0.679034948348999 Epoch 16: train loss 0.5558370512265426 Epoch 16: val loss 0.6816921234130859 Epoch 17: train loss 0.554492290203388 Epoch 17: val loss 0.6910303235054016 Epoch 18: train loss 0.5465625983018142 Epoch 18: val loss 0.6940725445747375 Epoch 19: train loss 0.5531073075074416 Epoch 19: val loss 0.6996536254882812 Epoch 20: train loss 0.5515193847509531 Epoch 20: val loss 0.710743248462677 Epoch 21: train loss 0.5402148962020874 Epoch 21: val loss 0.7220062613487244 Epoch 22: train loss 0.5218520691761603 Epoch 22: val loss 0.7250652313232422 Epoch 23: train loss 0.5081741420122293 Epoch 23: val loss 0.7232839465141296 Epoch 24: train loss 0.4981674368564899 Epoch 24: val loss 0.733623206615448
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6892666312364432 Epoch 0: val loss 0.651421844959259 Epoch 1: train loss 0.6693240495828482 Epoch 1: val loss 0.6424641609191895 Epoch 2: train loss 0.6525476162250226 Epoch 2: val loss 0.6496441960334778 Epoch 3: train loss 0.6434249327732966 Epoch 3: val loss 0.6520788669586182 Epoch 4: train loss 0.6235685394360468 Epoch 4: val loss 0.650117814540863 Epoch 5: train loss 0.6117321298672602 Epoch 5: val loss 0.6515660881996155 Epoch 6: train loss 0.6147209451748774 Epoch 6: val loss 0.6546269655227661 Epoch 7: train loss 0.6101384392151465 Epoch 7: val loss 0.6600257158279419 Epoch 8: train loss 0.5851340752381545 Epoch 8: val loss 0.6676232218742371 Epoch 9: train loss 0.6024819750052232 Epoch 9: val loss 0.6628854274749756 Epoch 10: train loss 0.5954699241198026 Epoch 10: val loss 0.6762651205062866 Epoch 11: train loss 0.5780775661651905 Epoch 11: val loss 0.6795029044151306 Epoch 12: train loss 0.5758797709758465 Epoch 12: val loss 0.6772242784500122 Epoch 13: train loss 0.5813020009260911 Epoch 13: val loss 0.6652868390083313 Epoch 14: train loss 0.5760217721645648 Epoch 14: val loss 0.679606556892395 Epoch 15: train loss 0.5659171938896179 Epoch 15: val loss 0.6957489252090454 Epoch 16: train loss 0.5765607723822961 Epoch 16: val loss 0.6877991557121277 Epoch 17: train loss 0.5404355136247782 Epoch 17: val loss 0.6952629089355469 Epoch 18: train loss 0.5679366611517392 Epoch 18: val loss 0.6806623935699463 Epoch 19: train loss 0.5492098354376279 Epoch 19: val loss 0.6866307258605957 Epoch 20: train loss 0.5167887669343215 Epoch 20: val loss 0.7007285356521606 Epoch 21: train loss 0.5461008159013895 Epoch 21: val loss 0.6912429928779602 Epoch 22: train loss 0.5242836796320401 Epoch 22: val loss 0.679321825504303 Epoch 23: train loss 0.5450502794522506 Epoch 23: val loss 0.6885958313941956 Epoch 24: train loss 0.5445886781582465 Epoch 24: val loss 0.6834619045257568
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7051491187169001 Epoch 0: val loss 0.7196057438850403 Epoch 1: train loss 0.6743753048089834 Epoch 1: val loss 0.7351245284080505 Epoch 2: train loss 0.6569463564799383 Epoch 2: val loss 0.7277721166610718 Epoch 3: train loss 0.6504142192693857 Epoch 3: val loss 0.7132130861282349 Epoch 4: train loss 0.6395061841377845 Epoch 4: val loss 0.706211507320404 Epoch 5: train loss 0.6341359844574561 Epoch 5: val loss 0.6885184645652771 Epoch 6: train loss 0.632061440211076 Epoch 6: val loss 0.6923565864562988 Epoch 7: train loss 0.6191920271286597 Epoch 7: val loss 0.6939213275909424 Epoch 8: train loss 0.6141000298353342 Epoch 8: val loss 0.6806829571723938 Epoch 9: train loss 0.6040889483231765 Epoch 9: val loss 0.6776762008666992 Epoch 10: train loss 0.5948196649551392 Epoch 10: val loss 0.6806358098983765 Epoch 11: train loss 0.5777292755933908 Epoch 11: val loss 0.6772049069404602 Epoch 12: train loss 0.5757049734775836 Epoch 12: val loss 0.6737055778503418 Epoch 13: train loss 0.5775093390391424 Epoch 13: val loss 0.6635705232620239 Epoch 14: train loss 0.5751847647703611 Epoch 14: val loss 0.6684587001800537 Epoch 15: train loss 0.5563992307736323 Epoch 15: val loss 0.6539814472198486 Epoch 16: train loss 0.5619395054303683 Epoch 16: val loss 0.6520959734916687 Epoch 17: train loss 0.5483867755303016 Epoch 17: val loss 0.6696182489395142 Epoch 18: train loss 0.5642495980629554 Epoch 18: val loss 0.6757403016090393 Epoch 19: train loss 0.5339070443923657 Epoch 19: val loss 0.6700243353843689 Epoch 20: train loss 0.5308644886200244 Epoch 20: val loss 0.652557909488678 Epoch 21: train loss 0.5371923286181229 Epoch 21: val loss 0.6674978733062744 Epoch 22: train loss 0.5301101024334247 Epoch 22: val loss 0.6675320267677307 Epoch 23: train loss 0.5363539594870347 Epoch 23: val loss 0.6803106665611267 Epoch 24: train loss 0.5162721620156214 Epoch 24: val loss 0.649666965007782
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6989095211029053 Epoch 0: val loss 0.6829566359519958 Epoch 1: train loss 0.6747510937544016 Epoch 1: val loss 0.670170783996582 Epoch 2: train loss 0.665236615217649 Epoch 2: val loss 0.6589635610580444 Epoch 3: train loss 0.653222918510437 Epoch 3: val loss 0.6500819325447083 Epoch 4: train loss 0.630942009962522 Epoch 4: val loss 0.6466472148895264 Epoch 5: train loss 0.6360985040664673 Epoch 5: val loss 0.6423701047897339 Epoch 6: train loss 0.6211842115108783 Epoch 6: val loss 0.6377065181732178 Epoch 7: train loss 0.6124985951643723 Epoch 7: val loss 0.6368767023086548 Epoch 8: train loss 0.604796670950376 Epoch 8: val loss 0.6444511413574219 Epoch 9: train loss 0.6182897182611319 Epoch 9: val loss 0.639268159866333 Epoch 10: train loss 0.5926479422129117 Epoch 10: val loss 0.6337248086929321 Epoch 11: train loss 0.5981462322748624 Epoch 11: val loss 0.6354610919952393 Epoch 12: train loss 0.5959823429584503 Epoch 12: val loss 0.6368635892868042 Epoch 13: train loss 0.5923864107865554 Epoch 13: val loss 0.6327022314071655 Epoch 14: train loss 0.5742826805664942 Epoch 14: val loss 0.6362606883049011 Epoch 15: train loss 0.5678911369580489 Epoch 15: val loss 0.6386544108390808 Epoch 16: train loss 0.565289135162647 Epoch 16: val loss 0.6385480761528015 Epoch 17: train loss 0.5724507020070002 Epoch 17: val loss 0.6352880597114563 Epoch 18: train loss 0.5615119062937223 Epoch 18: val loss 0.6381024122238159 Epoch 19: train loss 0.5593243057911212 Epoch 19: val loss 0.6380169987678528 Epoch 20: train loss 0.5630867229058192 Epoch 20: val loss 0.6337119936943054 Epoch 21: train loss 0.5448973614435929 Epoch 21: val loss 0.6252220273017883 Epoch 22: train loss 0.5429692107897538 Epoch 22: val loss 0.6274235248565674 Epoch 23: train loss 0.5453403087762686 Epoch 23: val loss 0.6294988989830017 Epoch 24: train loss 0.5326352555018204 Epoch 24: val loss 0.6227736473083496
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6910707003930036 Epoch 0: val loss 0.6753787398338318 Epoch 1: train loss 0.6643154340631822 Epoch 1: val loss 0.6655862927436829 Epoch 2: train loss 0.6598333681330961 Epoch 2: val loss 0.6488999724388123 Epoch 3: train loss 0.6409989104551428 Epoch 3: val loss 0.6398845314979553 Epoch 4: train loss 0.6425086926011478 Epoch 4: val loss 0.6348982453346252 Epoch 5: train loss 0.6251789331436157 Epoch 5: val loss 0.6307003498077393 Epoch 6: train loss 0.6134829591302311 Epoch 6: val loss 0.6273439526557922 Epoch 7: train loss 0.6182591038591722 Epoch 7: val loss 0.6232575178146362 Epoch 8: train loss 0.598877861219294 Epoch 8: val loss 0.6170310378074646 Epoch 9: train loss 0.6008343871902017 Epoch 9: val loss 0.6225031018257141 Epoch 10: train loss 0.5907940408762764 Epoch 10: val loss 0.6160262227058411 Epoch 11: train loss 0.5889444736873403 Epoch 11: val loss 0.6107160449028015 Epoch 12: train loss 0.5933813785805422 Epoch 12: val loss 0.6134642362594604 Epoch 13: train loss 0.589559439350577 Epoch 13: val loss 0.60894376039505 Epoch 14: train loss 0.5836709913085488 Epoch 14: val loss 0.6132354140281677 Epoch 15: train loss 0.583965473315295 Epoch 15: val loss 0.6220558285713196
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6831510215997696 Epoch 0: val loss 0.7008590698242188 Epoch 1: train loss 0.6862228512763977 Epoch 1: val loss 0.6973257064819336 Epoch 2: train loss 0.662768175204595 Epoch 2: val loss 0.6963428854942322 Epoch 3: train loss 0.6512255618969599 Epoch 3: val loss 0.6975496411323547 Epoch 4: train loss 0.6365789075692495 Epoch 4: val loss 0.7030966877937317 Epoch 5: train loss 0.6431650618712107 Epoch 5: val loss 0.7068257927894592 Epoch 6: train loss 0.6253143002589544 Epoch 6: val loss 0.7117540836334229 Epoch 7: train loss 0.6280087927977244 Epoch 7: val loss 0.7154302000999451 Epoch 8: train loss 0.6272477954626083 Epoch 8: val loss 0.7203568816184998 Epoch 9: train loss 0.6327742487192154 Epoch 9: val loss 0.7263545393943787 Epoch 10: train loss 0.628428449233373 Epoch 10: val loss 0.729909360408783 Epoch 11: train loss 0.6107011834780375 Epoch 11: val loss 0.7312939167022705 Epoch 12: train loss 0.6114955693483353 Epoch 12: val loss 0.7325214147567749 Epoch 13: train loss 0.5821379795670509 Epoch 13: val loss 0.7354222536087036 Epoch 14: train loss 0.5976803104082743 Epoch 14: val loss 0.743821382522583 Epoch 15: train loss 0.5870834216475487 Epoch 15: val loss 0.7522122263908386 Epoch 16: train loss 0.5960485339164734 Epoch 16: val loss 0.7531017065048218 Epoch 17: train loss 0.5907479226589203 Epoch 17: val loss 0.7650123834609985 Epoch 18: train loss 0.5751451651255289 Epoch 18: val loss 0.773996889591217 Epoch 19: train loss 0.5767588466405869 Epoch 19: val loss 0.7770286202430725 Epoch 20: train loss 0.5680670936902364 Epoch 20: val loss 0.7874963879585266 Epoch 21: train loss 0.5747048730651537 Epoch 21: val loss 0.783812403678894 Epoch 22: train loss 0.5672700727979342 Epoch 22: val loss 0.7879527807235718 Epoch 23: train loss 0.5511150360107422 Epoch 23: val loss 0.7837744951248169 Epoch 24: train loss 0.5304930085937182 Epoch 24: val loss 0.7874814867973328
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6927422185738882 Epoch 0: val loss 0.6906647086143494 Epoch 1: train loss 0.6763324489196142 Epoch 1: val loss 0.693230926990509 Epoch 2: train loss 0.6691571176052094 Epoch 2: val loss 0.6928499937057495 Epoch 3: train loss 0.670414591828982 Epoch 3: val loss 0.6978426575660706 Epoch 4: train loss 0.6576995899279913 Epoch 4: val loss 0.7034487724304199 Epoch 5: train loss 0.6564928690592448 Epoch 5: val loss 0.7027487754821777 Epoch 6: train loss 0.6645593146483103 Epoch 6: val loss 0.7089183926582336 Epoch 7: train loss 0.6704037437836329 Epoch 7: val loss 0.7106496095657349 Epoch 8: train loss 0.6394673585891724 Epoch 8: val loss 0.7130414247512817 Epoch 9: train loss 0.6421694606542587 Epoch 9: val loss 0.7111173272132874 Epoch 10: train loss 0.6284987926483154 Epoch 10: val loss 0.715302586555481 Epoch 11: train loss 0.6539264967044195 Epoch 11: val loss 0.7090798020362854 Epoch 12: train loss 0.6463512430588404 Epoch 12: val loss 0.708818793296814 Epoch 13: train loss 0.6303677260875702 Epoch 13: val loss 0.7060936689376831 Epoch 14: train loss 0.6219953248898188 Epoch 14: val loss 0.7068961262702942 Epoch 15: train loss 0.6132456560929617 Epoch 15: val loss 0.7108663320541382 Epoch 16: train loss 0.6239348550637563 Epoch 16: val loss 0.7072349190711975 Epoch 17: train loss 0.6078079640865326 Epoch 17: val loss 0.7051696181297302 Epoch 18: train loss 0.6101990342140198 Epoch 18: val loss 0.6987565755844116 Epoch 19: train loss 0.5971672286589941 Epoch 19: val loss 0.7034215927124023 Epoch 20: train loss 0.5872723634044329 Epoch 20: val loss 0.7011538147926331 Epoch 21: train loss 0.6049439658721288 Epoch 21: val loss 0.70114666223526 Epoch 22: train loss 0.5801452274123827 Epoch 22: val loss 0.7053983211517334 Epoch 23: train loss 0.5853232691685358 Epoch 23: val loss 0.7101894021034241 Epoch 24: train loss 0.5731048037608465 Epoch 24: val loss 0.7093735933303833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953245401382446 Epoch 0: val loss 0.6843924522399902 Epoch 1: train loss 0.6943446646134058 Epoch 1: val loss 0.6858604550361633 Epoch 2: train loss 0.676377609372139 Epoch 2: val loss 0.6877189874649048 Epoch 3: train loss 0.6721062064170837 Epoch 3: val loss 0.6890698075294495 Epoch 4: train loss 0.6632405370473862 Epoch 4: val loss 0.6913713812828064 Epoch 5: train loss 0.6646217604478201 Epoch 5: val loss 0.6899179816246033 Epoch 6: train loss 0.6462881714105606 Epoch 6: val loss 0.6932469010353088 Epoch 7: train loss 0.6320065259933472 Epoch 7: val loss 0.6978767514228821 Epoch 8: train loss 0.6345562289158503 Epoch 8: val loss 0.7065281867980957 Epoch 9: train loss 0.6359871476888657 Epoch 9: val loss 0.7071868181228638 Epoch 10: train loss 0.6372137814760208 Epoch 10: val loss 0.7107119560241699 Epoch 11: train loss 0.6155602186918259 Epoch 11: val loss 0.7173128724098206 Epoch 12: train loss 0.6179735759894053 Epoch 12: val loss 0.7142857909202576 Epoch 13: train loss 0.5876031666994095 Epoch 13: val loss 0.7170895338058472 Epoch 14: train loss 0.6166056344906489 Epoch 14: val loss 0.7186664342880249 Epoch 15: train loss 0.6015295709172884 Epoch 15: val loss 0.7111420631408691 Epoch 16: train loss 0.5946665356556574 Epoch 16: val loss 0.709242045879364 Epoch 17: train loss 0.5795792043209076 Epoch 17: val loss 0.7162972688674927 Epoch 18: train loss 0.573645090063413 Epoch 18: val loss 0.7186468839645386 Epoch 19: train loss 0.5656619394818941 Epoch 19: val loss 0.7063173055648804 Epoch 20: train loss 0.5769387359420458 Epoch 20: val loss 0.7202503085136414 Epoch 21: train loss 0.5800062194466591 Epoch 21: val loss 0.7048459649085999 Epoch 22: train loss 0.5713432480891546 Epoch 22: val loss 0.6972494721412659 Epoch 23: train loss 0.5590992694099745 Epoch 23: val loss 0.694452702999115 Epoch 24: train loss 0.5475701118508974 Epoch 24: val loss 0.686221718788147
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.693417951464653 Epoch 0: val loss 0.6882420778274536 Epoch 1: train loss 0.6885224233071009 Epoch 1: val loss 0.685967206954956 Epoch 2: train loss 0.679942786693573 Epoch 2: val loss 0.6863698959350586 Epoch 3: train loss 0.666779637336731 Epoch 3: val loss 0.6866253018379211 Epoch 4: train loss 0.6594029615322748 Epoch 4: val loss 0.689009964466095 Epoch 5: train loss 0.6531574924786886 Epoch 5: val loss 0.6888304948806763 Epoch 6: train loss 0.6556304941574732 Epoch 6: val loss 0.6915693283081055 Epoch 7: train loss 0.645705317457517 Epoch 7: val loss 0.6938894391059875 Epoch 8: train loss 0.6369025756915411 Epoch 8: val loss 0.6964385509490967 Epoch 9: train loss 0.6418618559837341 Epoch 9: val loss 0.698706865310669 Epoch 10: train loss 0.6352353443702062 Epoch 10: val loss 0.6959601044654846 Epoch 11: train loss 0.6141490340232849 Epoch 11: val loss 0.6965576410293579 Epoch 12: train loss 0.6168183932701746 Epoch 12: val loss 0.6982563734054565 Epoch 13: train loss 0.5986398955186208 Epoch 13: val loss 0.6989359259605408 Epoch 14: train loss 0.6058846265077591 Epoch 14: val loss 0.7011117339134216 Epoch 15: train loss 0.6096170296271642 Epoch 15: val loss 0.6997875571250916 Epoch 16: train loss 0.5946990003188452 Epoch 16: val loss 0.6985201835632324 Epoch 17: train loss 0.5893824348847071 Epoch 17: val loss 0.7014003992080688 Epoch 18: train loss 0.5778852552175522 Epoch 18: val loss 0.7093278765678406 Epoch 19: train loss 0.5968253513177236 Epoch 19: val loss 0.7160407900810242 Epoch 20: train loss 0.5821498334407806 Epoch 20: val loss 0.7148308157920837 Epoch 21: train loss 0.5807023172577223 Epoch 21: val loss 0.7155815362930298 Epoch 22: train loss 0.5690513675411543 Epoch 22: val loss 0.7176690697669983 Epoch 23: train loss 0.5333623786767324 Epoch 23: val loss 0.7330300807952881 Epoch 24: train loss 0.5666518857081732 Epoch 24: val loss 0.7248097062110901
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001755610108376 Epoch 0: val loss 0.687599241733551 Epoch 1: train loss 0.6837680488824844 Epoch 1: val loss 0.6796051263809204 Epoch 2: train loss 0.6864744797348976 Epoch 2: val loss 0.6833891272544861 Epoch 3: train loss 0.6738035380840302 Epoch 3: val loss 0.6821585893630981 Epoch 4: train loss 0.6672274433076382 Epoch 4: val loss 0.6793500185012817 Epoch 5: train loss 0.6552632935345173 Epoch 5: val loss 0.6833723783493042 Epoch 6: train loss 0.640306256711483 Epoch 6: val loss 0.6751938462257385 Epoch 7: train loss 0.6471003331243992 Epoch 7: val loss 0.6700809597969055 Epoch 8: train loss 0.6340474858880043 Epoch 8: val loss 0.676121711730957 Epoch 9: train loss 0.6368322037160397 Epoch 9: val loss 0.6729413270950317 Epoch 10: train loss 0.6400049142539501 Epoch 10: val loss 0.6762722134590149 Epoch 11: train loss 0.6340751443058252 Epoch 11: val loss 0.6708561182022095 Epoch 12: train loss 0.6410404145717621 Epoch 12: val loss 0.6677739024162292 Epoch 13: train loss 0.6096233911812305 Epoch 13: val loss 0.6768926382064819
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
16 Epoch 0: train loss 0.6889333639826093 Epoch 0: val loss 0.6604425311088562 Epoch 1: train loss 0.618523623262133 Epoch 1: val loss 0.6604337692260742 Epoch 2: train loss 0.6082262907709394 Epoch 2: val loss 0.659513533115387 Epoch 3: train loss 0.5545389354228973 Epoch 3: val loss 0.6534406542778015 Epoch 4: train loss 0.568032443523407 Epoch 4: val loss 0.6377796530723572 Epoch 5: train loss 0.5706456431320736 Epoch 5: val loss 0.6267473101615906 Epoch 6: train loss 0.5212484981332507 Epoch 6: val loss 0.609318733215332 Epoch 7: train loss 0.5221273345606667 Epoch 7: val loss 0.6054956912994385 Epoch 8: train loss 0.5456194877624512 Epoch 8: val loss 0.6087533235549927 Epoch 9: train loss 0.5273581062044416 Epoch 9: val loss 0.6159152388572693 Epoch 10: train loss 0.6184107788971492 Epoch 10: val loss 0.6214231252670288 Epoch 11: train loss 0.6063968198640006 Epoch 11: val loss 0.6053422689437866 Epoch 12: train loss 0.5402568238122123 Epoch 12: val loss 0.5950962901115417 Epoch 13: train loss 0.5123776580606189 Epoch 13: val loss 0.5964866280555725 Epoch 14: train loss 0.5564036284174237 Epoch 14: val loss 0.6001579761505127 Epoch 15: train loss 0.46317056885787417 Epoch 15: val loss 0.6079306602478027 Epoch 16: train loss 0.5243733865874154 Epoch 16: val loss 0.6196954846382141 Epoch 17: train loss 0.49490964838436674 Epoch 17: val loss 0.6242170333862305 Epoch 18: train loss 0.47764788780893597 Epoch 18: val loss 0.6223721504211426 Epoch 19: train loss 0.46766193423952374 Epoch 19: val loss 0.6264557838439941 Epoch 20: train loss 0.4853840640613011 Epoch 20: val loss 0.6270145773887634 Epoch 21: train loss 0.4555267074278423 Epoch 21: val loss 0.6255646347999573 Epoch 22: train loss 0.47403093746730257 Epoch 22: val loss 0.6279560923576355 Epoch 23: train loss 0.4513563002858843 Epoch 23: val loss 0.6313594579696655 Epoch 24: train loss 0.4468152863638742 Epoch 24: val loss 0.6370861530303955
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6601040193012783 Epoch 0: val loss 0.652060329914093 Epoch 1: train loss 0.632097772189549 Epoch 1: val loss 0.6446294784545898 Epoch 2: train loss 0.5541778547423226 Epoch 2: val loss 0.6437253355979919 Epoch 3: train loss 0.593436918088368 Epoch 3: val loss 0.6489906907081604 Epoch 4: train loss 0.561876905815942 Epoch 4: val loss 0.6499338746070862 Epoch 5: train loss 0.5816543528011867 Epoch 5: val loss 0.6571855545043945 Epoch 6: train loss 0.5331994593143463 Epoch 6: val loss 0.6538224220275879 Epoch 7: train loss 0.5122132514204297 Epoch 7: val loss 0.6546300649642944 Epoch 8: train loss 0.5981899329594204 Epoch 8: val loss 0.6604011058807373 Epoch 9: train loss 0.5096765501158578 Epoch 9: val loss 0.6580358743667603 Epoch 10: train loss 0.4880269893578121 Epoch 10: val loss 0.6631094217300415 Epoch 11: train loss 0.5578136571816036 Epoch 11: val loss 0.659766435623169 Epoch 12: train loss 0.5255096810204642 Epoch 12: val loss 0.6571865677833557 Epoch 13: train loss 0.5027878327029092 Epoch 13: val loss 0.6561420559883118 Epoch 14: train loss 0.5391053599970681 Epoch 14: val loss 0.6604002714157104 Epoch 15: train loss 0.5360800496169499 Epoch 15: val loss 0.6552082300186157 Epoch 16: train loss 0.5467862231390817 Epoch 16: val loss 0.6555535793304443 Epoch 17: train loss 0.5559034858431134 Epoch 17: val loss 0.6461966633796692 Epoch 18: train loss 0.5148544779845646 Epoch 18: val loss 0.653110146522522 Epoch 19: train loss 0.5694619119167328 Epoch 19: val loss 0.6570988893508911 Epoch 20: train loss 0.5016516021319798 Epoch 20: val loss 0.6579608917236328 Epoch 21: train loss 0.5414208386625562 Epoch 21: val loss 0.6655360460281372 Epoch 22: train loss 0.5389535341944013 Epoch 22: val loss 0.6851325035095215 Epoch 23: train loss 0.5632935038634709 Epoch 23: val loss 0.6955702900886536 Epoch 24: train loss 0.5634912039552417 Epoch 24: val loss 0.6837851405143738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6858964903014046 Epoch 0: val loss 0.6520193815231323 Epoch 1: train loss 0.6543580719402858 Epoch 1: val loss 0.6117492318153381 Epoch 2: train loss 0.6038638864244733 Epoch 2: val loss 0.591467022895813 Epoch 3: train loss 0.611827186175755 Epoch 3: val loss 0.5732100009918213 Epoch 4: train loss 0.568547785282135 Epoch 4: val loss 0.5623078942298889 Epoch 5: train loss 0.5960236532347543 Epoch 5: val loss 0.556574821472168 Epoch 6: train loss 0.5892254880496434 Epoch 6: val loss 0.5596184730529785 Epoch 7: train loss 0.5224020821707589 Epoch 7: val loss 0.5732560157775879 Epoch 8: train loss 0.5753132062298911 Epoch 8: val loss 0.5782895684242249 Epoch 9: train loss 0.5333365414823804 Epoch 9: val loss 0.5745991468429565 Epoch 10: train loss 0.5228655466011592 Epoch 10: val loss 0.568457841873169 Epoch 11: train loss 0.5073879744325366 Epoch 11: val loss 0.5728282928466797 Epoch 12: train loss 0.5324703284672329 Epoch 12: val loss 0.5735983848571777 Epoch 13: train loss 0.5033454809870038 Epoch 13: val loss 0.5884066820144653 Epoch 14: train loss 0.5516229740210942 Epoch 14: val loss 0.6044009923934937 Epoch 15: train loss 0.5225421190261841 Epoch 15: val loss 0.6313586235046387 Epoch 16: train loss 0.5152883614812579 Epoch 16: val loss 0.6344918608665466 Epoch 17: train loss 0.4891300414289747 Epoch 17: val loss 0.6168503165245056 Epoch 18: train loss 0.4823269971779415 Epoch 18: val loss 0.6093816161155701 Epoch 19: train loss 0.47552453194345745 Epoch 19: val loss 0.6170251965522766 Epoch 20: train loss 0.44334847586495535 Epoch 20: val loss 0.6208928823471069 Epoch 21: train loss 0.44795299427849905 Epoch 21: val loss 0.6191432476043701 Epoch 22: train loss 0.4378253860133035 Epoch 22: val loss 0.613692581653595 Epoch 23: train loss 0.4600723811558315 Epoch 23: val loss 0.6107320785522461 Epoch 24: train loss 0.4514561338084085 Epoch 24: val loss 0.6191471815109253
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6657923885754177 Epoch 0: val loss 0.6509137749671936 Epoch 1: train loss 0.6477230276380267 Epoch 1: val loss 0.6220287084579468 Epoch 2: train loss 0.6282365066664559 Epoch 2: val loss 0.5980726480484009 Epoch 3: train loss 0.5883688586098808 Epoch 3: val loss 0.577430009841919 Epoch 4: train loss 0.5674930896077838 Epoch 4: val loss 0.5609079003334045 Epoch 5: train loss 0.5465278880936759 Epoch 5: val loss 0.5552353262901306 Epoch 6: train loss 0.5679368547030857 Epoch 6: val loss 0.5511218309402466 Epoch 7: train loss 0.5603949810777392 Epoch 7: val loss 0.5513169765472412 Epoch 8: train loss 0.5008062762873513 Epoch 8: val loss 0.5550557374954224 Epoch 9: train loss 0.5111359059810638 Epoch 9: val loss 0.5558640360832214 Epoch 10: train loss 0.5194438993930817 Epoch 10: val loss 0.5563502311706543 Epoch 11: train loss 0.6156896948814392 Epoch 11: val loss 0.5589035153388977 Epoch 12: train loss 0.5079939237662724 Epoch 12: val loss 0.5642949938774109 Epoch 13: train loss 0.5084907199655261 Epoch 13: val loss 0.5721114873886108 Epoch 14: train loss 0.5118483304977417 Epoch 14: val loss 0.5725536942481995 Epoch 15: train loss 0.4939773125307901 Epoch 15: val loss 0.582558810710907 Epoch 16: train loss 0.47417353306497845 Epoch 16: val loss 0.5898963809013367 Epoch 17: train loss 0.4905777020113809 Epoch 17: val loss 0.5916836857795715 Epoch 18: train loss 0.49997485109737944 Epoch 18: val loss 0.5925628542900085 Epoch 19: train loss 0.47464380093983244 Epoch 19: val loss 0.5974970459938049 Epoch 20: train loss 0.5126560287816184 Epoch 20: val loss 0.5981072783470154 Epoch 21: train loss 0.45518395730427336 Epoch 21: val loss 0.5987221002578735 Epoch 22: train loss 0.482132477419717 Epoch 22: val loss 0.6020972728729248 Epoch 23: train loss 0.5291457601955959 Epoch 23: val loss 0.6076732873916626 Epoch 24: train loss 0.4359340135540281 Epoch 24: val loss 0.6081003546714783
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6770897706349691 Epoch 0: val loss 0.6299988627433777 Epoch 1: train loss 0.6056879295243157 Epoch 1: val loss 0.6074373722076416 Epoch 2: train loss 0.5778296854760911 Epoch 2: val loss 0.5915145874023438 Epoch 3: train loss 0.5701456864674886 Epoch 3: val loss 0.5856807231903076 Epoch 4: train loss 0.5586620701683892 Epoch 4: val loss 0.6052930355072021 Epoch 5: train loss 0.5319390396277109 Epoch 5: val loss 0.6315031051635742 Epoch 6: train loss 0.5294726027382745 Epoch 6: val loss 0.6278558373451233 Epoch 7: train loss 0.5318992733955383 Epoch 7: val loss 0.6327294707298279 Epoch 8: train loss 0.5303789211644067 Epoch 8: val loss 0.65229332447052 Epoch 9: train loss 0.5214812060197195 Epoch 9: val loss 0.6424492001533508 Epoch 10: train loss 0.5027507079972161 Epoch 10: val loss 0.6546497344970703
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6819857060909271 Epoch 0: val loss 0.6466181874275208 Epoch 1: train loss 0.6305186748504639 Epoch 1: val loss 0.612566351890564 Epoch 2: train loss 0.606762707233429 Epoch 2: val loss 0.5829406380653381 Epoch 3: train loss 0.5741782449185848 Epoch 3: val loss 0.5715290307998657 Epoch 4: train loss 0.5410582646727562 Epoch 4: val loss 0.5552473068237305 Epoch 5: train loss 0.5394138805568218 Epoch 5: val loss 0.5488404035568237 Epoch 6: train loss 0.5015740916132927 Epoch 6: val loss 0.5481227040290833 Epoch 7: train loss 0.4821639284491539 Epoch 7: val loss 0.5462682843208313 Epoch 8: train loss 0.47460203990340233 Epoch 8: val loss 0.5485742092132568 Epoch 9: train loss 0.4793618209660053 Epoch 9: val loss 0.5489609837532043 Epoch 10: train loss 0.48720116540789604 Epoch 10: val loss 0.5426316261291504 Epoch 11: train loss 0.47112075611948967 Epoch 11: val loss 0.5487366914749146 Epoch 12: train loss 0.45550697296857834 Epoch 12: val loss 0.5571213364601135 Epoch 13: train loss 0.458652812987566 Epoch 13: val loss 0.5487625598907471 Epoch 14: train loss 0.44337063282728195 Epoch 14: val loss 0.5529102683067322 Epoch 15: train loss 0.46068820357322693 Epoch 15: val loss 0.5349739789962769 Epoch 16: train loss 0.44399692863225937 Epoch 16: val loss 0.5569098591804504 Epoch 17: train loss 0.44091156497597694 Epoch 17: val loss 0.5586420297622681 Epoch 18: train loss 0.4433170147240162 Epoch 18: val loss 0.5498214364051819 Epoch 19: train loss 0.40400828048586845 Epoch 19: val loss 0.5465699434280396 Epoch 20: train loss 0.42892100661993027 Epoch 20: val loss 0.5583036541938782 Epoch 21: train loss 0.4373740665614605 Epoch 21: val loss 0.5642291903495789 Epoch 22: train loss 0.4139757379889488 Epoch 22: val loss 0.5679025053977966 Epoch 23: train loss 0.4121216796338558 Epoch 23: val loss 0.5534553527832031 Epoch 24: train loss 0.4202857278287411 Epoch 24: val loss 0.5567466616630554
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6668395549058914 Epoch 0: val loss 0.6481459140777588 Epoch 1: train loss 0.6235682591795921 Epoch 1: val loss 0.6070001125335693 Epoch 2: train loss 0.5850866064429283 Epoch 2: val loss 0.5715169906616211 Epoch 3: train loss 0.5423706695437431 Epoch 3: val loss 0.5462746620178223 Epoch 4: train loss 0.5148705914616585 Epoch 4: val loss 0.5365989208221436 Epoch 5: train loss 0.5022418685257435 Epoch 5: val loss 0.5278616547584534 Epoch 6: train loss 0.49779321253299713 Epoch 6: val loss 0.5130304098129272 Epoch 7: train loss 0.4740476757287979 Epoch 7: val loss 0.5174665451049805 Epoch 8: train loss 0.47020717337727547 Epoch 8: val loss 0.5178686380386353 Epoch 9: train loss 0.46710409596562386 Epoch 9: val loss 0.5271108150482178 Epoch 10: train loss 0.4730478525161743 Epoch 10: val loss 0.5295121073722839 Epoch 11: train loss 0.4587089344859123 Epoch 11: val loss 0.5398486852645874 Epoch 12: train loss 0.45070233196020126 Epoch 12: val loss 0.5415153503417969 Epoch 13: train loss 0.43734193220734596 Epoch 13: val loss 0.5401027798652649 Epoch 14: train loss 0.4381708577275276 Epoch 14: val loss 0.542091965675354 Epoch 15: train loss 0.41897597908973694 Epoch 15: val loss 0.5413160920143127 Epoch 16: train loss 0.3997376449406147 Epoch 16: val loss 0.5399801731109619 Epoch 17: train loss 0.41199537366628647 Epoch 17: val loss 0.5550290942192078 Epoch 18: train loss 0.4039880484342575 Epoch 18: val loss 0.5533267855644226 Epoch 19: train loss 0.404886145144701 Epoch 19: val loss 0.549214243888855 Epoch 20: train loss 0.39918143674731255 Epoch 20: val loss 0.5548036694526672 Epoch 21: train loss 0.40989014878869057 Epoch 21: val loss 0.5800119638442993 Epoch 22: train loss 0.38646436482667923 Epoch 22: val loss 0.5756543874740601 Epoch 23: train loss 0.3878857810050249 Epoch 23: val loss 0.5668538212776184 Epoch 24: train loss 0.3822011910378933 Epoch 24: val loss 0.5662091970443726
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6615503579378128 Epoch 0: val loss 0.6460230350494385 Epoch 1: train loss 0.602477453649044 Epoch 1: val loss 0.6116477251052856 Epoch 2: train loss 0.569282777607441 Epoch 2: val loss 0.5799956321716309 Epoch 3: train loss 0.5438667312264442 Epoch 3: val loss 0.5604277849197388 Epoch 4: train loss 0.5112619213759899 Epoch 4: val loss 0.5491995215415955 Epoch 5: train loss 0.5073798298835754 Epoch 5: val loss 0.5458980798721313 Epoch 6: train loss 0.5040251351892948 Epoch 6: val loss 0.5435934662818909 Epoch 7: train loss 0.47343597188591957 Epoch 7: val loss 0.5379012823104858 Epoch 8: train loss 0.4765715077519417 Epoch 8: val loss 0.5331312417984009 Epoch 9: train loss 0.4720839858055115 Epoch 9: val loss 0.53713458776474 Epoch 10: train loss 0.4685240648686886 Epoch 10: val loss 0.5346431732177734 Epoch 11: train loss 0.4719066508114338 Epoch 11: val loss 0.5274495482444763 Epoch 12: train loss 0.43506552278995514 Epoch 12: val loss 0.5338727235794067 Epoch 13: train loss 0.44699181988835335 Epoch 13: val loss 0.5327095985412598 Epoch 14: train loss 0.4429420121014118 Epoch 14: val loss 0.5348487496376038 Epoch 15: train loss 0.4200722724199295 Epoch 15: val loss 0.5274881720542908 Epoch 16: train loss 0.4499961733818054 Epoch 16: val loss 0.5386838316917419 Epoch 17: train loss 0.42746980860829353 Epoch 17: val loss 0.5376220941543579 Epoch 18: train loss 0.43128838390111923 Epoch 18: val loss 0.5325214266777039 Epoch 19: train loss 0.3786986619234085 Epoch 19: val loss 0.5364046096801758 Epoch 20: train loss 0.39462247118353844 Epoch 20: val loss 0.548152506351471 Epoch 21: train loss 0.3854574225842953 Epoch 21: val loss 0.5558072924613953 Epoch 22: train loss 0.3850521594285965 Epoch 22: val loss 0.5562647581100464 Epoch 23: train loss 0.3926812782883644 Epoch 23: val loss 0.5644903182983398 Epoch 24: train loss 0.3908747211098671 Epoch 24: val loss 0.5664843916893005
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680779755115509 Epoch 0: val loss 0.643250048160553 Epoch 1: train loss 0.6300905346870422 Epoch 1: val loss 0.6103845238685608 Epoch 2: train loss 0.5792547389864922 Epoch 2: val loss 0.5700498819351196 Epoch 3: train loss 0.549172829836607 Epoch 3: val loss 0.5388250946998596 Epoch 4: train loss 0.5188711732625961 Epoch 4: val loss 0.5258582830429077 Epoch 5: train loss 0.5080489777028561 Epoch 5: val loss 0.5285328030586243 Epoch 6: train loss 0.5045505724847317 Epoch 6: val loss 0.5204252600669861 Epoch 7: train loss 0.49093788489699364 Epoch 7: val loss 0.5145356059074402 Epoch 8: train loss 0.4745574928820133 Epoch 8: val loss 0.51071697473526 Epoch 9: train loss 0.4945465289056301 Epoch 9: val loss 0.5130123496055603 Epoch 10: train loss 0.47668905928730965 Epoch 10: val loss 0.5012490153312683 Epoch 11: train loss 0.4757118411362171 Epoch 11: val loss 0.49607333540916443 Epoch 12: train loss 0.4671908989548683 Epoch 12: val loss 0.4969852864742279 Epoch 13: train loss 0.47057872638106346 Epoch 13: val loss 0.49665045738220215 Epoch 14: train loss 0.4673023074865341 Epoch 14: val loss 0.49625909328460693 Epoch 15: train loss 0.4654438644647598 Epoch 15: val loss 0.497556209564209 Epoch 16: train loss 0.45246846228837967 Epoch 16: val loss 0.4985678195953369 Epoch 17: train loss 0.45053819194436073 Epoch 17: val loss 0.4911744296550751 Epoch 18: train loss 0.43451379239559174 Epoch 18: val loss 0.49488937854766846 Epoch 19: train loss 0.45163631811738014 Epoch 19: val loss 0.49158918857574463 Epoch 20: train loss 0.43737227469682693 Epoch 20: val loss 0.49971938133239746 Epoch 21: train loss 0.4365895390510559 Epoch 21: val loss 0.49287113547325134 Epoch 22: train loss 0.42817122489213943 Epoch 22: val loss 0.4874045252799988 Epoch 23: train loss 0.42260001599788666 Epoch 23: val loss 0.48906245827674866 Epoch 24: train loss 0.3929673694074154 Epoch 24: val loss 0.497771292924881
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7103196274150502 Epoch 0: val loss 0.6702475547790527 Epoch 1: train loss 0.6312601024454291 Epoch 1: val loss 0.6047558784484863 Epoch 2: train loss 0.5615171627564863 Epoch 2: val loss 0.559151828289032 Epoch 3: train loss 0.5303298776799982 Epoch 3: val loss 0.5232446193695068 Epoch 4: train loss 0.5035442818294872 Epoch 4: val loss 0.5147190690040588 Epoch 5: train loss 0.48964969136498193 Epoch 5: val loss 0.5086111426353455 Epoch 6: train loss 0.4570160779086026 Epoch 6: val loss 0.49593520164489746 Epoch 7: train loss 0.48292244564403186 Epoch 7: val loss 0.49975907802581787 Epoch 8: train loss 0.46434906937859277 Epoch 8: val loss 0.5094975233078003 Epoch 9: train loss 0.4840984452854503 Epoch 9: val loss 0.4992011785507202 Epoch 10: train loss 0.45135357163169165 Epoch 10: val loss 0.487111359834671 Epoch 11: train loss 0.45405885577201843 Epoch 11: val loss 0.5175673365592957 Epoch 12: train loss 0.4584941647269509 Epoch 12: val loss 0.5180622339248657 Epoch 13: train loss 0.4315930957143957 Epoch 13: val loss 0.5040053725242615 Epoch 14: train loss 0.45212914185090497 Epoch 14: val loss 0.5072250366210938 Epoch 15: train loss 0.4271231402050365 Epoch 15: val loss 0.4995364248752594 Epoch 16: train loss 0.4370811391960491 Epoch 16: val loss 0.5117010474205017 Epoch 17: train loss 0.4396327083761042 Epoch 17: val loss 0.4998618960380554
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6565700054168702 Epoch 0: val loss 0.6315205693244934 Epoch 1: train loss 0.5954249560832977 Epoch 1: val loss 0.5901548266410828 Epoch 2: train loss 0.5604837357997894 Epoch 2: val loss 0.5579574108123779 Epoch 3: train loss 0.5248449504375458 Epoch 3: val loss 0.5567148923873901 Epoch 4: train loss 0.49233896732330323 Epoch 4: val loss 0.5618864297866821 Epoch 5: train loss 0.5229173362255096 Epoch 5: val loss 0.5646520853042603 Epoch 6: train loss 0.4747538775205612 Epoch 6: val loss 0.5703516602516174 Epoch 7: train loss 0.5024318724870682 Epoch 7: val loss 0.5690506100654602 Epoch 8: train loss 0.46050082743167875 Epoch 8: val loss 0.5736316442489624 Epoch 9: train loss 0.46452878415584564 Epoch 9: val loss 0.5865365862846375 Epoch 10: train loss 0.501994252204895 Epoch 10: val loss 0.5850313305854797 Epoch 11: train loss 0.4553253471851349 Epoch 11: val loss 0.5717187523841858 Epoch 12: train loss 0.44975354969501496 Epoch 12: val loss 0.574145495891571 Epoch 13: train loss 0.45771377384662626 Epoch 13: val loss 0.5878527164459229 Epoch 14: train loss 0.44875273406505584 Epoch 14: val loss 0.5812913775444031 Epoch 15: train loss 0.41864149570465087 Epoch 15: val loss 0.5822252035140991 Epoch 16: train loss 0.43128773272037507 Epoch 16: val loss 0.5889442563056946 Epoch 17: train loss 0.41356614232063293 Epoch 17: val loss 0.6010870933532715 Epoch 18: train loss 0.409847229719162 Epoch 18: val loss 0.6048524975776672 Epoch 19: train loss 0.41180984377861024 Epoch 19: val loss 0.6095168590545654 Epoch 20: train loss 0.4048590213060379 Epoch 20: val loss 0.6237475275993347 Epoch 21: train loss 0.39532800018787384 Epoch 21: val loss 0.6177983283996582 Epoch 22: train loss 0.4084948807954788 Epoch 22: val loss 0.6274125576019287 Epoch 23: train loss 0.3982142716646194 Epoch 23: val loss 0.6257507801055908 Epoch 24: train loss 0.4132314234972 Epoch 24: val loss 0.6099242568016052
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6871959567070007 Epoch 0: val loss 0.6708657741546631 Epoch 1: train loss 0.616834145784378 Epoch 1: val loss 0.6355490684509277 Epoch 2: train loss 0.5546712279319763 Epoch 2: val loss 0.612882137298584 Epoch 3: train loss 0.5201215744018555 Epoch 3: val loss 0.5988233685493469 Epoch 4: train loss 0.5134571403264999 Epoch 4: val loss 0.5843504667282104 Epoch 5: train loss 0.5202339589595795 Epoch 5: val loss 0.5864996910095215 Epoch 6: train loss 0.4840802073478699 Epoch 6: val loss 0.5750716924667358 Epoch 7: train loss 0.5032025814056397 Epoch 7: val loss 0.584520161151886 Epoch 8: train loss 0.500130170583725 Epoch 8: val loss 0.5877478718757629 Epoch 9: train loss 0.4774868547916412 Epoch 9: val loss 0.5851929187774658 Epoch 10: train loss 0.4759772300720215 Epoch 10: val loss 0.5734254121780396 Epoch 11: train loss 0.45261040329933167 Epoch 11: val loss 0.5845664739608765 Epoch 12: train loss 0.46075103580951693 Epoch 12: val loss 0.5868269801139832 Epoch 13: train loss 0.46555461585521696 Epoch 13: val loss 0.5817441344261169 Epoch 14: train loss 0.4514174312353134 Epoch 14: val loss 0.5780704021453857 Epoch 15: train loss 0.43848941326141355 Epoch 15: val loss 0.5837041139602661 Epoch 16: train loss 0.4414032757282257 Epoch 16: val loss 0.5821896195411682 Epoch 17: train loss 0.45192434787750246 Epoch 17: val loss 0.5931893587112427 Epoch 18: train loss 0.4295149236917496 Epoch 18: val loss 0.5932413339614868 Epoch 19: train loss 0.4236591398715973 Epoch 19: val loss 0.5914242267608643 Epoch 20: train loss 0.4037036210298538 Epoch 20: val loss 0.5927563309669495 Epoch 21: train loss 0.4147219002246857 Epoch 21: val loss 0.5845949649810791 Epoch 22: train loss 0.4363467633724213 Epoch 22: val loss 0.5788009762763977 Epoch 23: train loss 0.4255469501018524 Epoch 23: val loss 0.5767226219177246 Epoch 24: train loss 0.3845799803733826 Epoch 24: val loss 0.5788717269897461
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6557061910629273 Epoch 0: val loss 0.6150037050247192 Epoch 1: train loss 0.5956577777862548 Epoch 1: val loss 0.5793428421020508 Epoch 2: train loss 0.551700758934021 Epoch 2: val loss 0.5663243532180786 Epoch 3: train loss 0.5244453191757202 Epoch 3: val loss 0.5657488107681274 Epoch 4: train loss 0.5195637434720993 Epoch 4: val loss 0.5579220652580261 Epoch 5: train loss 0.5088409066200257 Epoch 5: val loss 0.559242308139801 Epoch 6: train loss 0.5077973663806915 Epoch 6: val loss 0.5599139928817749 Epoch 7: train loss 0.4979339808225632 Epoch 7: val loss 0.5590401291847229 Epoch 8: train loss 0.48953714966773987 Epoch 8: val loss 0.5651847124099731 Epoch 9: train loss 0.4787895351648331 Epoch 9: val loss 0.5551446676254272 Epoch 10: train loss 0.4508061110973358 Epoch 10: val loss 0.5706966519355774 Epoch 11: train loss 0.4745024830102921 Epoch 11: val loss 0.5749320983886719 Epoch 12: train loss 0.4534096509218216 Epoch 12: val loss 0.5797249674797058 Epoch 13: train loss 0.44158875942230225 Epoch 13: val loss 0.5767881274223328 Epoch 14: train loss 0.43983688950538635 Epoch 14: val loss 0.5619741082191467 Epoch 15: train loss 0.4548207700252533 Epoch 15: val loss 0.5542209148406982 Epoch 16: train loss 0.44398778676986694 Epoch 16: val loss 0.5783547759056091 Epoch 17: train loss 0.43061566054821016 Epoch 17: val loss 0.579007625579834 Epoch 18: train loss 0.4077429920434952 Epoch 18: val loss 0.5843541622161865 Epoch 19: train loss 0.4139495849609375 Epoch 19: val loss 0.5941639542579651 Epoch 20: train loss 0.40622844398021696 Epoch 20: val loss 0.6031529307365417 Epoch 21: train loss 0.4106358543038368 Epoch 21: val loss 0.6025790572166443 Epoch 22: train loss 0.3983090415596962 Epoch 22: val loss 0.6023956537246704 Epoch 23: train loss 0.4405985623598099 Epoch 23: val loss 0.6086742281913757 Epoch 24: train loss 0.39758731722831725 Epoch 24: val loss 0.6036702990531921
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6960508584976196 Epoch 0: val loss 0.6246232390403748 Epoch 1: train loss 0.61840940117836 Epoch 1: val loss 0.5653102397918701 Epoch 2: train loss 0.5637489408254623 Epoch 2: val loss 0.5186861157417297 Epoch 3: train loss 0.5591692090034485 Epoch 3: val loss 0.49278968572616577 Epoch 4: train loss 0.5382788002490997 Epoch 4: val loss 0.4805174171924591 Epoch 5: train loss 0.5168681114912033 Epoch 5: val loss 0.479421466588974 Epoch 6: train loss 0.5077944606542587 Epoch 6: val loss 0.48079848289489746 Epoch 7: train loss 0.4970307797193527 Epoch 7: val loss 0.4721126854419708 Epoch 8: train loss 0.5111389577388763 Epoch 8: val loss 0.4759020209312439 Epoch 9: train loss 0.4823799878358841 Epoch 9: val loss 0.4809311628341675 Epoch 10: train loss 0.4895597219467163 Epoch 10: val loss 0.4747059643268585 Epoch 11: train loss 0.4733556419610977 Epoch 11: val loss 0.4750415086746216 Epoch 12: train loss 0.454382997751236 Epoch 12: val loss 0.4734656810760498 Epoch 13: train loss 0.46491698622703553 Epoch 13: val loss 0.482112854719162 Epoch 14: train loss 0.4474475771188736 Epoch 14: val loss 0.46963292360305786 Epoch 15: train loss 0.45438783466815946 Epoch 15: val loss 0.47526684403419495 Epoch 16: train loss 0.4605122894048691 Epoch 16: val loss 0.4763448238372803 Epoch 17: train loss 0.44662870168685914 Epoch 17: val loss 0.4663156569004059 Epoch 18: train loss 0.44309922456741335 Epoch 18: val loss 0.4741021692752838 Epoch 19: train loss 0.4359647035598755 Epoch 19: val loss 0.48714789748191833 Epoch 20: train loss 0.4413276642560959 Epoch 20: val loss 0.49202200770378113 Epoch 21: train loss 0.40946789979934695 Epoch 21: val loss 0.4836021363735199 Epoch 22: train loss 0.39220559895038604 Epoch 22: val loss 0.48401564359664917 Epoch 23: train loss 0.4179754853248596 Epoch 23: val loss 0.49248382449150085 Epoch 24: train loss 0.40477938652038575 Epoch 24: val loss 0.5021767020225525
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.672296248949491 Epoch 0: val loss 0.645271360874176 Epoch 1: train loss 0.5951651976658747 Epoch 1: val loss 0.597450852394104 Epoch 2: train loss 0.5565854952885554 Epoch 2: val loss 0.5706577301025391 Epoch 3: train loss 0.5472607681384454 Epoch 3: val loss 0.5624781847000122 Epoch 4: train loss 0.5174070298671722 Epoch 4: val loss 0.5542132258415222 Epoch 5: train loss 0.5181428881791922 Epoch 5: val loss 0.5417105555534363 Epoch 6: train loss 0.5153018373709458 Epoch 6: val loss 0.5373404622077942 Epoch 7: train loss 0.5020795877163227 Epoch 7: val loss 0.5304099917411804 Epoch 8: train loss 0.4983206781057211 Epoch 8: val loss 0.5281070470809937 Epoch 9: train loss 0.5085598665934342 Epoch 9: val loss 0.5217869877815247 Epoch 10: train loss 0.49210878289662874 Epoch 10: val loss 0.5152924656867981 Epoch 11: train loss 0.48495760560035706 Epoch 11: val loss 0.5174441337585449 Epoch 12: train loss 0.4631772247644571 Epoch 12: val loss 0.5154065489768982 Epoch 13: train loss 0.4788034718770247 Epoch 13: val loss 0.5125957131385803 Epoch 14: train loss 0.46225953560609084 Epoch 14: val loss 0.5141671299934387 Epoch 15: train loss 0.47321210686977094 Epoch 15: val loss 0.5117748379707336
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6900290383232964 Epoch 0: val loss 0.6703898310661316 Epoch 1: train loss 0.6799192892180549 Epoch 1: val loss 0.6552576422691345 Epoch 2: train loss 0.6598181062274509 Epoch 2: val loss 0.6432614922523499 Epoch 3: train loss 0.6337814264827304 Epoch 3: val loss 0.6305674910545349 Epoch 4: train loss 0.6343129674593607 Epoch 4: val loss 0.6142953038215637 Epoch 5: train loss 0.6173935002750821 Epoch 5: val loss 0.6045958995819092 Epoch 6: train loss 0.6081447137726678 Epoch 6: val loss 0.5999975800514221 Epoch 7: train loss 0.5966620114114549 Epoch 7: val loss 0.5949907898902893 Epoch 8: train loss 0.5899582836363051 Epoch 8: val loss 0.5974469780921936 Epoch 9: train loss 0.5626158681180742 Epoch 9: val loss 0.5801533460617065 Epoch 10: train loss 0.5635806255870395 Epoch 10: val loss 0.5821128487586975 Epoch 11: train loss 0.5509777069091797 Epoch 11: val loss 0.574154257774353 Epoch 12: train loss 0.5374812351332771 Epoch 12: val loss 0.5742319226264954 Epoch 13: train loss 0.5344516568713717 Epoch 13: val loss 0.5624033212661743 Epoch 14: train loss 0.5243896709548103 Epoch 14: val loss 0.5647923350334167 Epoch 15: train loss 0.5014463663101196 Epoch 15: val loss 0.5738838315010071 Epoch 16: train loss 0.4987184438440535 Epoch 16: val loss 0.5982747077941895 Epoch 17: train loss 0.48360053035948014 Epoch 17: val loss 0.5743593573570251 Epoch 18: train loss 0.4851755135589176 Epoch 18: val loss 0.573236882686615 Epoch 19: train loss 0.47978169719378155 Epoch 19: val loss 0.5935083031654358 Epoch 20: train loss 0.4803147746456994 Epoch 20: val loss 0.5781387686729431 Epoch 21: train loss 0.4757262037860023 Epoch 21: val loss 0.5884338617324829 Epoch 22: train loss 0.45845016837120056 Epoch 22: val loss 0.6096100211143494 Epoch 23: train loss 0.43559368782573277 Epoch 23: val loss 0.6030168533325195 Epoch 24: train loss 0.4476449986298879 Epoch 24: val loss 0.6011826395988464
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7142540083991157 Epoch 0: val loss 0.6878893375396729 Epoch 1: train loss 0.6700389451450772 Epoch 1: val loss 0.6699653267860413 Epoch 2: train loss 0.6600944399833679 Epoch 2: val loss 0.6564337015151978 Epoch 3: train loss 0.6450538304116991 Epoch 3: val loss 0.6462422013282776 Epoch 4: train loss 0.6262480749024285 Epoch 4: val loss 0.641311526298523 Epoch 5: train loss 0.6048605971866183 Epoch 5: val loss 0.6294706463813782 Epoch 6: train loss 0.5966724885834588 Epoch 6: val loss 0.6170951128005981 Epoch 7: train loss 0.576254043314192 Epoch 7: val loss 0.6225041151046753 Epoch 8: train loss 0.5962063074111938 Epoch 8: val loss 0.6305291056632996 Epoch 9: train loss 0.5686319371064504 Epoch 9: val loss 0.6307809352874756 Epoch 10: train loss 0.5459078682793511 Epoch 10: val loss 0.6295102834701538 Epoch 11: train loss 0.5549000170495775 Epoch 11: val loss 0.6269643902778625 Epoch 12: train loss 0.5391784343454573 Epoch 12: val loss 0.6308997869491577 Epoch 13: train loss 0.5313199030028449 Epoch 13: val loss 0.6348581910133362 Epoch 14: train loss 0.5251589218775431 Epoch 14: val loss 0.6359887719154358 Epoch 15: train loss 0.5218695667054918 Epoch 15: val loss 0.641205370426178 Epoch 16: train loss 0.5133857859505547 Epoch 16: val loss 0.6412821412086487 Epoch 17: train loss 0.5131001174449921 Epoch 17: val loss 0.6428787708282471 Epoch 18: train loss 0.49707546167903477 Epoch 18: val loss 0.6463227272033691 Epoch 19: train loss 0.4901152286264632 Epoch 19: val loss 0.6518523693084717 Epoch 20: train loss 0.49030521512031555 Epoch 20: val loss 0.6629096865653992 Epoch 21: train loss 0.4815613461865319 Epoch 21: val loss 0.6525160074234009 Epoch 22: train loss 0.4595637056562636 Epoch 22: val loss 0.6523953676223755 Epoch 23: train loss 0.46104175183508134 Epoch 23: val loss 0.665246307849884 Epoch 24: train loss 0.4570934805605147 Epoch 24: val loss 0.6657701134681702
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.688156869676378 Epoch 0: val loss 0.7109971046447754 Epoch 1: train loss 0.6594448023372226 Epoch 1: val loss 0.7178070545196533 Epoch 2: train loss 0.6355489757325914 Epoch 2: val loss 0.7135831713676453 Epoch 3: train loss 0.6248695386780633 Epoch 3: val loss 0.6985003352165222 Epoch 4: train loss 0.6174875100453695 Epoch 4: val loss 0.6927692890167236 Epoch 5: train loss 0.5953101714452108 Epoch 5: val loss 0.6881374716758728 Epoch 6: train loss 0.5835647914144728 Epoch 6: val loss 0.685002326965332 Epoch 7: train loss 0.5642627974351248 Epoch 7: val loss 0.6755146980285645 Epoch 8: train loss 0.5546616050932143 Epoch 8: val loss 0.6693992614746094 Epoch 9: train loss 0.549268384774526 Epoch 9: val loss 0.6780888438224792 Epoch 10: train loss 0.5172142419550154 Epoch 10: val loss 0.6870577931404114 Epoch 11: train loss 0.5258379313680861 Epoch 11: val loss 0.6821964383125305 Epoch 12: train loss 0.5022554165787168 Epoch 12: val loss 0.6836571097373962 Epoch 13: train loss 0.5002671082814535 Epoch 13: val loss 0.7073302268981934 Epoch 14: train loss 0.4779486722416348 Epoch 14: val loss 0.7233638167381287 Epoch 15: train loss 0.467667152484258 Epoch 15: val loss 0.7249558568000793 Epoch 16: train loss 0.46059256460931564 Epoch 16: val loss 0.7421924471855164 Epoch 17: train loss 0.44785762164327836 Epoch 17: val loss 0.7539460062980652 Epoch 18: train loss 0.43206823534435695 Epoch 18: val loss 0.7844439148902893 Epoch 19: train loss 0.44524872965282863 Epoch 19: val loss 0.7957621216773987 Epoch 20: train loss 0.41679327686627704 Epoch 20: val loss 0.7912254929542542 Epoch 21: train loss 0.42960823244518703 Epoch 21: val loss 0.798241138458252 Epoch 22: train loss 0.4050532579421997 Epoch 22: val loss 0.8270034790039062 Epoch 23: train loss 0.4142766098181407 Epoch 23: val loss 0.8244513869285583 Epoch 24: train loss 0.4160285128487481 Epoch 24: val loss 0.8213700652122498
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6993233561515808 Epoch 0: val loss 0.6659899950027466 Epoch 1: train loss 0.6737053592999777 Epoch 1: val loss 0.6502221822738647 Epoch 2: train loss 0.6546240051587423 Epoch 2: val loss 0.6374849677085876 Epoch 3: train loss 0.6495427290598551 Epoch 3: val loss 0.6333734393119812 Epoch 4: train loss 0.6298689974678887 Epoch 4: val loss 0.6249955892562866 Epoch 5: train loss 0.6011377175649008 Epoch 5: val loss 0.6181219220161438 Epoch 6: train loss 0.5981504188643562 Epoch 6: val loss 0.6133994460105896 Epoch 7: train loss 0.5962347984313965 Epoch 7: val loss 0.610520601272583 Epoch 8: train loss 0.5669102668762207 Epoch 8: val loss 0.6078441143035889 Epoch 9: train loss 0.561508897278044 Epoch 9: val loss 0.6068161725997925 Epoch 10: train loss 0.5592218935489655 Epoch 10: val loss 0.6073212027549744 Epoch 11: train loss 0.5321984754668342 Epoch 11: val loss 0.6009395718574524 Epoch 12: train loss 0.5460579660203722 Epoch 12: val loss 0.6049419641494751 Epoch 13: train loss 0.5307702918847402 Epoch 13: val loss 0.6013794541358948 Epoch 14: train loss 0.5254969133271111 Epoch 14: val loss 0.6018550395965576 Epoch 15: train loss 0.5141166084342532 Epoch 15: val loss 0.6062141060829163 Epoch 16: train loss 0.4944772554768456 Epoch 16: val loss 0.6073517203330994 Epoch 17: train loss 0.48924384514490765 Epoch 17: val loss 0.6004444360733032 Epoch 18: train loss 0.5273093316290114 Epoch 18: val loss 0.6036264300346375 Epoch 19: train loss 0.47800059782134163 Epoch 19: val loss 0.6055548787117004 Epoch 20: train loss 0.4682943920294444 Epoch 20: val loss 0.6033695340156555 Epoch 21: train loss 0.4790492720074124 Epoch 21: val loss 0.6060529947280884 Epoch 22: train loss 0.4777737822797563 Epoch 22: val loss 0.6131629943847656 Epoch 23: train loss 0.44406117333306205 Epoch 23: val loss 0.6114341616630554 Epoch 24: train loss 0.46274130874209934 Epoch 24: val loss 0.6175439953804016
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686355397105217 Epoch 0: val loss 0.6681293845176697 Epoch 1: train loss 0.6761041531960169 Epoch 1: val loss 0.6486078500747681 Epoch 2: train loss 0.6495070258776346 Epoch 2: val loss 0.6314658522605896 Epoch 3: train loss 0.6318830251693726 Epoch 3: val loss 0.6113322377204895 Epoch 4: train loss 0.6251435528198878 Epoch 4: val loss 0.5969882011413574 Epoch 5: train loss 0.5966731806596121 Epoch 5: val loss 0.5840118527412415 Epoch 6: train loss 0.6111383537451426 Epoch 6: val loss 0.5754030346870422 Epoch 7: train loss 0.579514409104983 Epoch 7: val loss 0.5709928274154663 Epoch 8: train loss 0.5608078340689341 Epoch 8: val loss 0.5620836615562439 Epoch 9: train loss 0.5693420420090357 Epoch 9: val loss 0.5589585304260254 Epoch 10: train loss 0.5508437529206276 Epoch 10: val loss 0.5494140386581421 Epoch 11: train loss 0.5458782588442167 Epoch 11: val loss 0.5457473993301392 Epoch 12: train loss 0.5397277673085531 Epoch 12: val loss 0.540946364402771 Epoch 13: train loss 0.5112521722912788 Epoch 13: val loss 0.5292638540267944
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919048482721503 Epoch 0: val loss 0.6705895066261292 Epoch 1: train loss 0.6612718809734691 Epoch 1: val loss 0.6442480087280273 Epoch 2: train loss 0.6408829201351512 Epoch 2: val loss 0.6282845139503479 Epoch 3: train loss 0.6237973462451588 Epoch 3: val loss 0.6025084853172302 Epoch 4: train loss 0.6141221035610546 Epoch 4: val loss 0.5818434953689575 Epoch 5: train loss 0.5981975956396623 Epoch 5: val loss 0.5738029479980469 Epoch 6: train loss 0.573680812662298 Epoch 6: val loss 0.5608800053596497 Epoch 7: train loss 0.5774675770239397 Epoch 7: val loss 0.5511471629142761 Epoch 8: train loss 0.5764601013877175 Epoch 8: val loss 0.5496079325675964 Epoch 9: train loss 0.5551797557960857 Epoch 9: val loss 0.5447906255722046 Epoch 10: train loss 0.5561800355261023 Epoch 10: val loss 0.5412606596946716 Epoch 11: train loss 0.552277995781465 Epoch 11: val loss 0.5348058938980103 Epoch 12: train loss 0.5365724780342795 Epoch 12: val loss 0.5385215282440186 Epoch 13: train loss 0.5197500044649298 Epoch 13: val loss 0.5330476760864258 Epoch 14: train loss 0.4941723048686981 Epoch 14: val loss 0.5319185853004456 Epoch 15: train loss 0.5145796076817946 Epoch 15: val loss 0.5302232503890991 Epoch 16: train loss 0.4951429854739796 Epoch 16: val loss 0.5159963369369507 Epoch 17: train loss 0.49251544746485626 Epoch 17: val loss 0.516426146030426 Epoch 18: train loss 0.5121894939379259 Epoch 18: val loss 0.5254063606262207 Epoch 19: train loss 0.48507658459923486 Epoch 19: val loss 0.520933210849762 Epoch 20: train loss 0.46792528846047143 Epoch 20: val loss 0.531554639339447 Epoch 21: train loss 0.4650113447145982 Epoch 21: val loss 0.5334764122962952 Epoch 22: train loss 0.4396972927180203 Epoch 22: val loss 0.5218737721443176 Epoch 23: train loss 0.45659384673291986 Epoch 23: val loss 0.5248855948448181 Epoch 24: train loss 0.44800935008309106 Epoch 24: val loss 0.5207011103630066
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6852906400507147 Epoch 0: val loss 0.6648920178413391 Epoch 1: train loss 0.6592178073796359 Epoch 1: val loss 0.6271634101867676 Epoch 2: train loss 0.5969353101470254 Epoch 2: val loss 0.6047052145004272 Epoch 3: train loss 0.5846858241341331 Epoch 3: val loss 0.5929169654846191 Epoch 4: train loss 0.5736853561618112 Epoch 4: val loss 0.5858651995658875 Epoch 5: train loss 0.5844582319259644 Epoch 5: val loss 0.5787855982780457 Epoch 6: train loss 0.5680368488485162 Epoch 6: val loss 0.5695925951004028 Epoch 7: train loss 0.5519259626215155 Epoch 7: val loss 0.5597748756408691 Epoch 8: train loss 0.5335450849749825 Epoch 8: val loss 0.5516578555107117 Epoch 9: train loss 0.5359367592768236 Epoch 9: val loss 0.5539802312850952 Epoch 10: train loss 0.5406639061190865 Epoch 10: val loss 0.5558886528015137 Epoch 11: train loss 0.5194215882908214 Epoch 11: val loss 0.5498387217521667 Epoch 12: train loss 0.5241372720761732 Epoch 12: val loss 0.548522412776947 Epoch 13: train loss 0.5021859109401703 Epoch 13: val loss 0.5451323986053467 Epoch 14: train loss 0.4987493401223963 Epoch 14: val loss 0.5424461364746094 Epoch 15: train loss 0.49165594577789307 Epoch 15: val loss 0.5382159352302551 Epoch 16: train loss 0.4987146556377411 Epoch 16: val loss 0.5393441915512085 Epoch 17: train loss 0.48200384324247186 Epoch 17: val loss 0.5393445491790771 Epoch 18: train loss 0.4883462759581479 Epoch 18: val loss 0.5381704568862915 Epoch 19: train loss 0.4669629660519687 Epoch 19: val loss 0.5303300619125366 Epoch 20: train loss 0.4450415481220592 Epoch 20: val loss 0.5257442593574524 Epoch 21: train loss 0.45606873523105274 Epoch 21: val loss 0.5328770279884338 Epoch 22: train loss 0.4478908289562572 Epoch 22: val loss 0.5311211943626404 Epoch 23: train loss 0.4498008570887826 Epoch 23: val loss 0.5366246104240417 Epoch 24: train loss 0.4248531081459739 Epoch 24: val loss 0.5270223021507263
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846487522125244 Epoch 0: val loss 0.6652434468269348 Epoch 1: train loss 0.6589357527819547 Epoch 1: val loss 0.6434202790260315 Epoch 2: train loss 0.6402091709050265 Epoch 2: val loss 0.6271075010299683 Epoch 3: train loss 0.6317738728089766 Epoch 3: val loss 0.6167802214622498 Epoch 4: train loss 0.5819148665124719 Epoch 4: val loss 0.6067260503768921 Epoch 5: train loss 0.5937344052574851 Epoch 5: val loss 0.5981122851371765 Epoch 6: train loss 0.585859702392058 Epoch 6: val loss 0.5880207419395447 Epoch 7: train loss 0.5668814967979084 Epoch 7: val loss 0.5812430381774902 Epoch 8: train loss 0.5435580855066126 Epoch 8: val loss 0.5762826204299927 Epoch 9: train loss 0.5472087426619097 Epoch 9: val loss 0.567574679851532 Epoch 10: train loss 0.5166586664589968 Epoch 10: val loss 0.5619361400604248 Epoch 11: train loss 0.542066213759509 Epoch 11: val loss 0.5551177859306335 Epoch 12: train loss 0.5215589973059568 Epoch 12: val loss 0.5511345863342285 Epoch 13: train loss 0.5293338732285933 Epoch 13: val loss 0.5479289293289185 Epoch 14: train loss 0.508872614665465 Epoch 14: val loss 0.5443756580352783 Epoch 15: train loss 0.49566170844164764 Epoch 15: val loss 0.5347549319267273 Epoch 16: train loss 0.49108369512991473 Epoch 16: val loss 0.5362635254859924 Epoch 17: train loss 0.4778761728243394 Epoch 17: val loss 0.5314136743545532 Epoch 18: train loss 0.4756600856781006 Epoch 18: val loss 0.526671290397644 Epoch 19: train loss 0.4701895199038766 Epoch 19: val loss 0.528572678565979 Epoch 20: train loss 0.476152395660227 Epoch 20: val loss 0.5286737680435181 Epoch 21: train loss 0.48666983300989325 Epoch 21: val loss 0.5365645289421082 Epoch 22: train loss 0.45415060357613996 Epoch 22: val loss 0.5295357704162598 Epoch 23: train loss 0.4620200585235249 Epoch 23: val loss 0.5340842604637146 Epoch 24: train loss 0.4430651773105968 Epoch 24: val loss 0.5223869681358337
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6994940692728217 Epoch 0: val loss 0.6646628379821777 Epoch 1: train loss 0.6550177010622892 Epoch 1: val loss 0.6440649628639221 Epoch 2: train loss 0.6258002844723788 Epoch 2: val loss 0.6274845004081726 Epoch 3: train loss 0.5936128984798085 Epoch 3: val loss 0.6169684529304504 Epoch 4: train loss 0.5936524163592946 Epoch 4: val loss 0.6131285429000854 Epoch 5: train loss 0.5583399344574321 Epoch 5: val loss 0.6098624467849731 Epoch 6: train loss 0.5474657904018055 Epoch 6: val loss 0.6113870143890381 Epoch 7: train loss 0.5279818068851124 Epoch 7: val loss 0.6223881840705872 Epoch 8: train loss 0.5172929682514884 Epoch 8: val loss 0.6203427910804749 Epoch 9: train loss 0.520984329960563 Epoch 9: val loss 0.6210870146751404 Epoch 10: train loss 0.5024001788009297 Epoch 10: val loss 0.6253754496574402 Epoch 11: train loss 0.4844804595817219 Epoch 11: val loss 0.6306491494178772 Epoch 12: train loss 0.4653217765417966 Epoch 12: val loss 0.6329455971717834 Epoch 13: train loss 0.4967351122335954 Epoch 13: val loss 0.6378263235092163 Epoch 14: train loss 0.4757258079268716 Epoch 14: val loss 0.629297137260437 Epoch 15: train loss 0.4734058380126953 Epoch 15: val loss 0.6314691305160522 Epoch 16: train loss 0.43318890170617536 Epoch 16: val loss 0.6325110197067261 Epoch 17: train loss 0.45398126407103107 Epoch 17: val loss 0.6351397633552551 Epoch 18: train loss 0.4573294845494357 Epoch 18: val loss 0.6335418224334717 Epoch 19: train loss 0.4259656017476862 Epoch 19: val loss 0.6392058730125427 Epoch 20: train loss 0.42537307197397406 Epoch 20: val loss 0.6508287191390991 Epoch 21: train loss 0.43994445421478967 Epoch 21: val loss 0.6580370664596558 Epoch 22: train loss 0.41521511565555225 Epoch 22: val loss 0.6587673425674438 Epoch 23: train loss 0.4005889188159596 Epoch 23: val loss 0.6563178300857544 Epoch 24: train loss 0.37595743889158423 Epoch 24: val loss 0.6682242751121521
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6776311142104012 Epoch 0: val loss 0.6758062243461609 Epoch 1: train loss 0.6345788283007485 Epoch 1: val loss 0.6575441360473633 Epoch 2: train loss 0.6070909542696816 Epoch 2: val loss 0.6417730450630188 Epoch 3: train loss 0.581662158880915 Epoch 3: val loss 0.6361928582191467 Epoch 4: train loss 0.5780321657657623 Epoch 4: val loss 0.6373924612998962 Epoch 5: train loss 0.5587331652641296 Epoch 5: val loss 0.6546282172203064 Epoch 6: train loss 0.5533530286380223 Epoch 6: val loss 0.634316623210907 Epoch 7: train loss 0.5467661470174789 Epoch 7: val loss 0.6515039205551147 Epoch 8: train loss 0.5327174769980567 Epoch 8: val loss 0.6427405476570129 Epoch 9: train loss 0.5241978977407727 Epoch 9: val loss 0.6468180418014526 Epoch 10: train loss 0.5151669148887906 Epoch 10: val loss 0.6438006162643433 Epoch 11: train loss 0.5186378402369363 Epoch 11: val loss 0.6429975628852844 Epoch 12: train loss 0.49548506098134176 Epoch 12: val loss 0.6496898531913757 Epoch 13: train loss 0.4953490346670151 Epoch 13: val loss 0.6574268937110901 Epoch 14: train loss 0.47740144176142557 Epoch 14: val loss 0.661125659942627 Epoch 15: train loss 0.49879672697612215 Epoch 15: val loss 0.6500349640846252 Epoch 16: train loss 0.4738533943891525 Epoch 16: val loss 0.6445527672767639
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6915746000077989 Epoch 0: val loss 0.6740818619728088 Epoch 1: train loss 0.6450958980454339 Epoch 1: val loss 0.6955547332763672 Epoch 2: train loss 0.6521940363778008 Epoch 2: val loss 0.7342993021011353 Epoch 3: train loss 0.6289848751491971 Epoch 3: val loss 0.7393435835838318 Epoch 4: train loss 0.6068969402048323 Epoch 4: val loss 0.7341736555099487 Epoch 5: train loss 0.6012402640448676 Epoch 5: val loss 0.7385392189025879 Epoch 6: train loss 0.5964017974005805 Epoch 6: val loss 0.742712140083313 Epoch 7: train loss 0.5729460252655877 Epoch 7: val loss 0.7488371133804321 Epoch 8: train loss 0.5504098468356662 Epoch 8: val loss 0.7564378380775452 Epoch 9: train loss 0.5755726165241666 Epoch 9: val loss 0.7676745057106018 Epoch 10: train loss 0.5496327413452996 Epoch 10: val loss 0.7551578283309937 Epoch 11: train loss 0.5217086242304908 Epoch 11: val loss 0.7540452480316162 Epoch 12: train loss 0.5244070423973931 Epoch 12: val loss 0.7495062351226807 Epoch 13: train loss 0.5316087636682723 Epoch 13: val loss 0.7368081212043762 Epoch 14: train loss 0.5255624817477332 Epoch 14: val loss 0.752843976020813 Epoch 15: train loss 0.5247111717859904 Epoch 15: val loss 0.7437272071838379 Epoch 16: train loss 0.5136513776249356 Epoch 16: val loss 0.7169126868247986 Epoch 17: train loss 0.5133313602871366 Epoch 17: val loss 0.7416836023330688 Epoch 18: train loss 0.5147677229510413 Epoch 18: val loss 0.7434807419776917 Epoch 19: train loss 0.5359293089972602 Epoch 19: val loss 0.7434874773025513 Epoch 20: train loss 0.5095239612791274 Epoch 20: val loss 0.7524514198303223 Epoch 21: train loss 0.49209924538930255 Epoch 21: val loss 0.7218207716941833 Epoch 22: train loss 0.47202493084801567 Epoch 22: val loss 0.7166882157325745 Epoch 23: train loss 0.48245059119330513 Epoch 23: val loss 0.7535170912742615 Epoch 24: train loss 0.4734425081147088 Epoch 24: val loss 0.7574855089187622
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012350029415555 Epoch 0: val loss 0.6739947199821472 Epoch 1: train loss 0.6801120440165201 Epoch 1: val loss 0.6549879908561707 Epoch 2: train loss 0.6500740514861213 Epoch 2: val loss 0.6340614557266235 Epoch 3: train loss 0.6380882859230042 Epoch 3: val loss 0.6190006136894226 Epoch 4: train loss 0.6198265420065986 Epoch 4: val loss 0.6113860607147217 Epoch 5: train loss 0.6114583545260959 Epoch 5: val loss 0.6068356037139893 Epoch 6: train loss 0.6049850781758627 Epoch 6: val loss 0.6020438075065613 Epoch 7: train loss 0.5838877360026041 Epoch 7: val loss 0.5978162288665771 Epoch 8: train loss 0.5915438069237603 Epoch 8: val loss 0.592795193195343 Epoch 9: train loss 0.5811788207954831 Epoch 9: val loss 0.587307333946228 Epoch 10: train loss 0.5477369063430362 Epoch 10: val loss 0.5853593349456787 Epoch 11: train loss 0.5483310951126946 Epoch 11: val loss 0.5820870995521545 Epoch 12: train loss 0.5453108052412668 Epoch 12: val loss 0.5914834141731262 Epoch 13: train loss 0.5255188114113278 Epoch 13: val loss 0.5879687070846558 Epoch 14: train loss 0.5258912808365293 Epoch 14: val loss 0.5811752676963806 Epoch 15: train loss 0.5270614557796054 Epoch 15: val loss 0.5790119767189026 Epoch 16: train loss 0.5198084182209439 Epoch 16: val loss 0.581139326095581 Epoch 17: train loss 0.48870296279589337 Epoch 17: val loss 0.5890849232673645 Epoch 18: train loss 0.5135874980025821 Epoch 18: val loss 0.5833827257156372 Epoch 19: train loss 0.4858667684925927 Epoch 19: val loss 0.5744375586509705 Epoch 20: train loss 0.4857375489340888 Epoch 20: val loss 0.5696084499359131 Epoch 21: train loss 0.4943680398994022 Epoch 21: val loss 0.5636765360832214 Epoch 22: train loss 0.5059502224127451 Epoch 22: val loss 0.555859386920929 Epoch 23: train loss 0.46850215395291644 Epoch 23: val loss 0.564530611038208 Epoch 24: train loss 0.46844564543830025 Epoch 24: val loss 0.5596866607666016
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680462658405304 Epoch 0: val loss 0.6846212148666382 Epoch 1: train loss 0.6590949760542976 Epoch 1: val loss 0.6883236169815063 Epoch 2: train loss 0.6438266171349419 Epoch 2: val loss 0.6760075092315674 Epoch 3: train loss 0.6276940769619412 Epoch 3: val loss 0.6633748412132263 Epoch 4: train loss 0.6060669289694892 Epoch 4: val loss 0.6636269688606262 Epoch 5: train loss 0.604132718510098 Epoch 5: val loss 0.6706470251083374 Epoch 6: train loss 0.5878669553332858 Epoch 6: val loss 0.6765820980072021 Epoch 7: train loss 0.57705533835623 Epoch 7: val loss 0.6827048063278198 Epoch 8: train loss 0.5792134867774116 Epoch 8: val loss 0.6889616847038269 Epoch 9: train loss 0.5725610885355208 Epoch 9: val loss 0.7032884955406189 Epoch 10: train loss 0.5438909199502733 Epoch 10: val loss 0.7006168961524963 Epoch 11: train loss 0.5625898904270596 Epoch 11: val loss 0.7116454839706421 Epoch 12: train loss 0.5227401819494035 Epoch 12: val loss 0.7068691849708557 Epoch 13: train loss 0.5287853082021078 Epoch 13: val loss 0.7110068202018738 Epoch 14: train loss 0.5274548696147071 Epoch 14: val loss 0.6981632113456726 Epoch 15: train loss 0.5115553471777174 Epoch 15: val loss 0.6932474970817566 Epoch 16: train loss 0.5200892355706956 Epoch 16: val loss 0.6933025121688843 Epoch 17: train loss 0.4992585943804847 Epoch 17: val loss 0.6808927059173584 Epoch 18: train loss 0.48106176323360866 Epoch 18: val loss 0.691635012626648 Epoch 19: train loss 0.48641661802927655 Epoch 19: val loss 0.7031238079071045 Epoch 20: train loss 0.4943700929482778 Epoch 20: val loss 0.6948240399360657 Epoch 21: train loss 0.4756507939762539 Epoch 21: val loss 0.7040806412696838 Epoch 22: train loss 0.4637950128979153 Epoch 22: val loss 0.7196070551872253 Epoch 23: train loss 0.48374659485287136 Epoch 23: val loss 0.7055098414421082 Epoch 24: train loss 0.4473251501719157 Epoch 24: val loss 0.7215909361839294
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962195369932387 Epoch 0: val loss 0.6899263858795166 Epoch 1: train loss 0.6488255659739176 Epoch 1: val loss 0.6863749027252197 Epoch 2: train loss 0.6485506097475687 Epoch 2: val loss 0.6841204166412354 Epoch 3: train loss 0.6351452469825745 Epoch 3: val loss 0.6719528436660767 Epoch 4: train loss 0.6145983934402466 Epoch 4: val loss 0.6658477187156677 Epoch 5: train loss 0.5994496213065253 Epoch 5: val loss 0.6628361344337463 Epoch 6: train loss 0.6019447379642062 Epoch 6: val loss 0.6551380157470703 Epoch 7: train loss 0.5772168901231554 Epoch 7: val loss 0.654883623123169 Epoch 8: train loss 0.5589113401042091 Epoch 8: val loss 0.6472512483596802 Epoch 9: train loss 0.5588386721081204 Epoch 9: val loss 0.6284674406051636 Epoch 10: train loss 0.568793859746721 Epoch 10: val loss 0.6271722316741943 Epoch 11: train loss 0.5334529711140527 Epoch 11: val loss 0.6162546873092651 Epoch 12: train loss 0.5361135966247983 Epoch 12: val loss 0.6256998777389526 Epoch 13: train loss 0.5091537634531657 Epoch 13: val loss 0.6096248626708984 Epoch 14: train loss 0.4914501408735911 Epoch 14: val loss 0.6031347513198853 Epoch 15: train loss 0.4870215091440413 Epoch 15: val loss 0.6234534382820129 Epoch 16: train loss 0.5106066531605191 Epoch 16: val loss 0.6121464371681213 Epoch 17: train loss 0.4809861050711738 Epoch 17: val loss 0.6066880822181702 Epoch 18: train loss 0.4614470700422923 Epoch 18: val loss 0.6203330159187317 Epoch 19: train loss 0.47400091422928703 Epoch 19: val loss 0.6129429936408997 Epoch 20: train loss 0.4663810729980469 Epoch 20: val loss 0.6113744378089905 Epoch 21: train loss 0.4644582900736067 Epoch 21: val loss 0.6309553384780884 Epoch 22: train loss 0.4862661461035411 Epoch 22: val loss 0.6209992170333862 Epoch 23: train loss 0.4911013146241506 Epoch 23: val loss 0.6395674347877502 Epoch 24: train loss 0.4418906933731503 Epoch 24: val loss 0.6483372449874878
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.704596072435379 Epoch 0: val loss 0.6835343241691589 Epoch 1: train loss 0.6576690326134363 Epoch 1: val loss 0.669144868850708 Epoch 2: train loss 0.6449698110421499 Epoch 2: val loss 0.6628830432891846 Epoch 3: train loss 0.634928897023201 Epoch 3: val loss 0.6541155576705933 Epoch 4: train loss 0.6262272695700327 Epoch 4: val loss 0.6448357105255127 Epoch 5: train loss 0.6372039566437403 Epoch 5: val loss 0.6376221776008606 Epoch 6: train loss 0.6187828580538431 Epoch 6: val loss 0.6478927135467529 Epoch 7: train loss 0.6068252970774969 Epoch 7: val loss 0.6402742862701416 Epoch 8: train loss 0.5897130022446314 Epoch 8: val loss 0.6348069310188293 Epoch 9: train loss 0.5980819563070933 Epoch 9: val loss 0.6324310898780823 Epoch 10: train loss 0.5705098335941633 Epoch 10: val loss 0.6322110295295715 Epoch 11: train loss 0.5517910818258921 Epoch 11: val loss 0.6392467021942139 Epoch 12: train loss 0.5730061307549477 Epoch 12: val loss 0.6427778601646423 Epoch 13: train loss 0.5456556553641955 Epoch 13: val loss 0.6390959620475769 Epoch 14: train loss 0.5270805954933167 Epoch 14: val loss 0.6379122734069824 Epoch 15: train loss 0.5225557014346123 Epoch 15: val loss 0.6356261968612671 Epoch 16: train loss 0.5396191800634066 Epoch 16: val loss 0.6383906602859497 Epoch 17: train loss 0.5219903190930685 Epoch 17: val loss 0.6467738747596741 Epoch 18: train loss 0.508019876976808 Epoch 18: val loss 0.646706759929657 Epoch 19: train loss 0.529266357421875 Epoch 19: val loss 0.6458532214164734 Epoch 20: train loss 0.5148830339312553 Epoch 20: val loss 0.6614630222320557 Epoch 21: train loss 0.5293436149756113 Epoch 21: val loss 0.6504645347595215
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6797553658485412 Epoch 0: val loss 0.6251446604728699 Epoch 1: train loss 0.5819102108478547 Epoch 1: val loss 0.5599115490913391 Epoch 2: train loss 0.5088270604610443 Epoch 2: val loss 0.5117167234420776 Epoch 3: train loss 0.47863092422485354 Epoch 3: val loss 0.4898350238800049 Epoch 4: train loss 0.4285173684358597 Epoch 4: val loss 0.4611950218677521 Epoch 5: train loss 0.3790008261799812 Epoch 5: val loss 0.4464949667453766 Epoch 6: train loss 0.3776625782251358 Epoch 6: val loss 0.4612070918083191 Epoch 7: train loss 0.3927996188402176 Epoch 7: val loss 0.45995670557022095 Epoch 8: train loss 0.4401928961277008 Epoch 8: val loss 0.44908565282821655 Epoch 9: train loss 0.35118703693151476 Epoch 9: val loss 0.4396122992038727 Epoch 10: train loss 0.44183138757944107 Epoch 10: val loss 0.4602017402648926 Epoch 11: train loss 0.3700601428747177 Epoch 11: val loss 0.48570799827575684 Epoch 12: train loss 0.3454423129558563 Epoch 12: val loss 0.4931166470050812 Epoch 13: train loss 0.3646122395992279 Epoch 13: val loss 0.47457581758499146 Epoch 14: train loss 0.37379114627838134 Epoch 14: val loss 0.4698968231678009 Epoch 15: train loss 0.3852385401725769 Epoch 15: val loss 0.48358896374702454 Epoch 16: train loss 0.33052697479724885 Epoch 16: val loss 0.5007317066192627 Epoch 17: train loss 0.3693967550992966 Epoch 17: val loss 0.4931512475013733 Epoch 18: train loss 0.29884439557790754 Epoch 18: val loss 0.5021937489509583 Epoch 19: train loss 0.3360909104347229 Epoch 19: val loss 0.5103107690811157 Epoch 20: train loss 0.31565543487668035 Epoch 20: val loss 0.519666850566864 Epoch 21: train loss 0.361869265884161 Epoch 21: val loss 0.5154845118522644 Epoch 22: train loss 0.3133650466799736 Epoch 22: val loss 0.5306001305580139 Epoch 23: train loss 0.30783306509256364 Epoch 23: val loss 0.5083560347557068 Epoch 24: train loss 0.3026440754532814 Epoch 24: val loss 0.5008385181427002
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6699383378028869 Epoch 0: val loss 0.6544809341430664 Epoch 1: train loss 0.5725496768951416 Epoch 1: val loss 0.5840634107589722 Epoch 2: train loss 0.5155926793813705 Epoch 2: val loss 0.5133610367774963 Epoch 3: train loss 0.46112542152404784 Epoch 3: val loss 0.4718724191188812 Epoch 4: train loss 0.44702220261096953 Epoch 4: val loss 0.4566524922847748 Epoch 5: train loss 0.41173416972160337 Epoch 5: val loss 0.46408817172050476 Epoch 6: train loss 0.3777450770139694 Epoch 6: val loss 0.4645942449569702 Epoch 7: train loss 0.36868905574083327 Epoch 7: val loss 0.4551715552806854 Epoch 8: train loss 0.3993481010198593 Epoch 8: val loss 0.4622637629508972 Epoch 9: train loss 0.3965890258550644 Epoch 9: val loss 0.4593183994293213 Epoch 10: train loss 0.3679411217570305 Epoch 10: val loss 0.46429604291915894 Epoch 11: train loss 0.3441718488931656 Epoch 11: val loss 0.4808504283428192 Epoch 12: train loss 0.3475671485066414 Epoch 12: val loss 0.4812595844268799 Epoch 13: train loss 0.3389453426003456 Epoch 13: val loss 0.4776242673397064 Epoch 14: train loss 0.3407687768340111 Epoch 14: val loss 0.4815913736820221 Epoch 15: train loss 0.39763252139091493 Epoch 15: val loss 0.487409383058548 Epoch 16: train loss 0.32244123965501786 Epoch 16: val loss 0.5026084184646606 Epoch 17: train loss 0.3464410722255707 Epoch 17: val loss 0.4935070276260376 Epoch 18: train loss 0.33626886904239656 Epoch 18: val loss 0.4958651661872864 Epoch 19: train loss 0.34349571615457536 Epoch 19: val loss 0.5003103017807007 Epoch 20: train loss 0.31214838176965715 Epoch 20: val loss 0.4988820552825928 Epoch 21: train loss 0.30296635776758196 Epoch 21: val loss 0.49631547927856445 Epoch 22: train loss 0.3039645507931709 Epoch 22: val loss 0.512197732925415 Epoch 23: train loss 0.29691531509160995 Epoch 23: val loss 0.5123500227928162 Epoch 24: train loss 0.304375821352005 Epoch 24: val loss 0.5145866274833679
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6375627040863037 Epoch 0: val loss 0.6167244911193848 Epoch 1: train loss 0.5497137039899826 Epoch 1: val loss 0.5380704998970032 Epoch 2: train loss 0.4746675193309784 Epoch 2: val loss 0.4959776699542999 Epoch 3: train loss 0.43376700580120087 Epoch 3: val loss 0.47546759247779846 Epoch 4: train loss 0.4251718282699585 Epoch 4: val loss 0.46508580446243286 Epoch 5: train loss 0.45609913766384125 Epoch 5: val loss 0.4634281098842621 Epoch 6: train loss 0.39612870663404465 Epoch 6: val loss 0.4534741938114166 Epoch 7: train loss 0.3930481821298599 Epoch 7: val loss 0.453464537858963 Epoch 8: train loss 0.3980948358774185 Epoch 8: val loss 0.4517267644405365 Epoch 9: train loss 0.40742467492818835 Epoch 9: val loss 0.4569317400455475 Epoch 10: train loss 0.3475210592150688 Epoch 10: val loss 0.45038652420043945 Epoch 11: train loss 0.37971399426460267 Epoch 11: val loss 0.45110175013542175 Epoch 12: train loss 0.3829489052295685 Epoch 12: val loss 0.45688360929489136 Epoch 13: train loss 0.3850370556116104 Epoch 13: val loss 0.46022504568099976 Epoch 14: train loss 0.33598477244377134 Epoch 14: val loss 0.4708448648452759 Epoch 15: train loss 0.34336988627910614 Epoch 15: val loss 0.4729163646697998 Epoch 16: train loss 0.3371107965707779 Epoch 16: val loss 0.4719867408275604 Epoch 17: train loss 0.35897470712661744 Epoch 17: val loss 0.47066372632980347 Epoch 18: train loss 0.30167030096054076 Epoch 18: val loss 0.47437718510627747 Epoch 19: train loss 0.3414493232965469 Epoch 19: val loss 0.47196969389915466 Epoch 20: train loss 0.3225350171327591 Epoch 20: val loss 0.4749860167503357 Epoch 21: train loss 0.3176953554153442 Epoch 21: val loss 0.4802423119544983 Epoch 22: train loss 0.3166320472955704 Epoch 22: val loss 0.48967742919921875 Epoch 23: train loss 0.3055261164903641 Epoch 23: val loss 0.49292728304862976 Epoch 24: train loss 0.3117475226521492 Epoch 24: val loss 0.49214157462120056
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6478601336479187 Epoch 0: val loss 0.6004787683486938 Epoch 1: train loss 0.5773288518190384 Epoch 1: val loss 0.5377928018569946 Epoch 2: train loss 0.48942497968673704 Epoch 2: val loss 0.48409122228622437 Epoch 3: train loss 0.4745499432086945 Epoch 3: val loss 0.4312824010848999 Epoch 4: train loss 0.4264314085245132 Epoch 4: val loss 0.41056564450263977 Epoch 5: train loss 0.48799980580806734 Epoch 5: val loss 0.3943597376346588 Epoch 6: train loss 0.4149745762348175 Epoch 6: val loss 0.3919026851654053 Epoch 7: train loss 0.40921432077884673 Epoch 7: val loss 0.40065738558769226 Epoch 8: train loss 0.395458909869194 Epoch 8: val loss 0.3958165645599365 Epoch 9: train loss 0.417243555188179 Epoch 9: val loss 0.402004599571228 Epoch 10: train loss 0.37333918213844297 Epoch 10: val loss 0.39337673783302307 Epoch 11: train loss 0.39137774109840395 Epoch 11: val loss 0.3942602872848511 Epoch 12: train loss 0.3900248005986214 Epoch 12: val loss 0.40079107880592346 Epoch 13: train loss 0.4028466671705246 Epoch 13: val loss 0.4054141342639923 Epoch 14: train loss 0.38171634674072263 Epoch 14: val loss 0.40831905603408813 Epoch 15: train loss 0.3617633193731308 Epoch 15: val loss 0.41036608815193176 Epoch 16: train loss 0.3800609454512596 Epoch 16: val loss 0.404263973236084 Epoch 17: train loss 0.4082941338419914 Epoch 17: val loss 0.4089718759059906 Epoch 18: train loss 0.32893347293138503 Epoch 18: val loss 0.3985629975795746 Epoch 19: train loss 0.33814593851566316 Epoch 19: val loss 0.39390674233436584 Epoch 20: train loss 0.3214052304625511 Epoch 20: val loss 0.4046083390712738 Epoch 21: train loss 0.3455034404993057 Epoch 21: val loss 0.4154122471809387 Epoch 22: train loss 0.3167462334036827 Epoch 22: val loss 0.4271283447742462 Epoch 23: train loss 0.31836292147636414 Epoch 23: val loss 0.42386874556541443 Epoch 24: train loss 0.3086661919951439 Epoch 24: val loss 0.41001302003860474
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6691693250949566 Epoch 0: val loss 0.6502295732498169 Epoch 1: train loss 0.566730451125365 Epoch 1: val loss 0.5624281167984009 Epoch 2: train loss 0.4836941132178673 Epoch 2: val loss 0.4963686466217041 Epoch 3: train loss 0.440447069131411 Epoch 3: val loss 0.4852082133293152 Epoch 4: train loss 0.4269398978123298 Epoch 4: val loss 0.4961696267127991 Epoch 5: train loss 0.4502862531405229 Epoch 5: val loss 0.4672524333000183 Epoch 6: train loss 0.4272853388236119 Epoch 6: val loss 0.4531145691871643 Epoch 7: train loss 0.4009385659144475 Epoch 7: val loss 0.462512731552124
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6872546076774597 Epoch 0: val loss 0.6729146242141724 Epoch 1: train loss 0.6504114324396307 Epoch 1: val loss 0.6495714783668518 Epoch 2: train loss 0.6288782466541637 Epoch 2: val loss 0.6377313733100891 Epoch 3: train loss 0.6257568381049416 Epoch 3: val loss 0.6288405656814575 Epoch 4: train loss 0.6066132567145608 Epoch 4: val loss 0.6265808343887329 Epoch 5: train loss 0.5975377234545621 Epoch 5: val loss 0.6298906803131104 Epoch 6: train loss 0.5885502398014069 Epoch 6: val loss 0.6262856721878052 Epoch 7: train loss 0.5645554065704346 Epoch 7: val loss 0.6213488578796387 Epoch 8: train loss 0.5505453862927177 Epoch 8: val loss 0.6136021614074707 Epoch 9: train loss 0.5356548970395868 Epoch 9: val loss 0.6080173254013062 Epoch 10: train loss 0.5075297626582059 Epoch 10: val loss 0.6079730987548828 Epoch 11: train loss 0.5094016492366791 Epoch 11: val loss 0.6110787987709045 Epoch 12: train loss 0.5004292807795785 Epoch 12: val loss 0.6120744943618774 Epoch 13: train loss 0.5083533688025041 Epoch 13: val loss 0.6145468354225159 Epoch 14: train loss 0.5176692605018616 Epoch 14: val loss 0.6137259006500244 Epoch 15: train loss 0.5109400965950706 Epoch 15: val loss 0.614727258682251 Epoch 16: train loss 0.484781723130833 Epoch 16: val loss 0.6097655892372131 Epoch 17: train loss 0.4908615973862735 Epoch 17: val loss 0.6169141530990601 Epoch 18: train loss 0.4565965072675185 Epoch 18: val loss 0.6155787110328674 Epoch 19: train loss 0.44880025495182385 Epoch 19: val loss 0.6084643602371216 Epoch 20: train loss 0.4455967870625583 Epoch 20: val loss 0.6080418825149536 Epoch 21: train loss 0.4500370513309132 Epoch 21: val loss 0.6108483076095581 Epoch 22: train loss 0.45252984220331366 Epoch 22: val loss 0.6151058673858643 Epoch 23: train loss 0.44983358816667035 Epoch 23: val loss 0.6086040735244751 Epoch 24: train loss 0.4548487094315616 Epoch 24: val loss 0.6104668378829956
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7081869678063826 Epoch 0: val loss 0.6585128903388977 Epoch 1: train loss 0.6583382812413302 Epoch 1: val loss 0.6398021578788757 Epoch 2: train loss 0.6495026675137606 Epoch 2: val loss 0.6248543858528137 Epoch 3: train loss 0.6343555504625494 Epoch 3: val loss 0.6153258085250854 Epoch 4: train loss 0.6266312192786824 Epoch 4: val loss 0.6092029213905334 Epoch 5: train loss 0.6172461590983651 Epoch 5: val loss 0.6040545105934143 Epoch 6: train loss 0.606498425657099 Epoch 6: val loss 0.5999366641044617 Epoch 7: train loss 0.5995551130988381 Epoch 7: val loss 0.5974323153495789 Epoch 8: train loss 0.5812408436428417 Epoch 8: val loss 0.5988078117370605 Epoch 9: train loss 0.5796263759786432 Epoch 9: val loss 0.5950095057487488 Epoch 10: train loss 0.5717045881531455 Epoch 10: val loss 0.5951408743858337 Epoch 11: train loss 0.5639649006453428 Epoch 11: val loss 0.5918736457824707 Epoch 12: train loss 0.5638207630677656 Epoch 12: val loss 0.5951195359230042 Epoch 13: train loss 0.5608488808978688 Epoch 13: val loss 0.5852224826812744 Epoch 14: train loss 0.5444425967606631 Epoch 14: val loss 0.5835765600204468 Epoch 15: train loss 0.5382346456701105 Epoch 15: val loss 0.5841953754425049 Epoch 16: train loss 0.5296296341852709 Epoch 16: val loss 0.5771896243095398 Epoch 17: train loss 0.5502287610010668 Epoch 17: val loss 0.5829629302024841 Epoch 18: train loss 0.5108461921865289 Epoch 18: val loss 0.5880402326583862 Epoch 19: train loss 0.5056283988735892 Epoch 19: val loss 0.578082263469696 Epoch 20: train loss 0.5083758587186987 Epoch 20: val loss 0.5745513439178467 Epoch 21: train loss 0.5158806849609722 Epoch 21: val loss 0.5745075941085815 Epoch 22: train loss 0.4840486293489283 Epoch 22: val loss 0.5751175880432129 Epoch 23: train loss 0.46552134914831683 Epoch 23: val loss 0.579106867313385 Epoch 24: train loss 0.4892241765152324 Epoch 24: val loss 0.5721143484115601
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7053799358281222 Epoch 0: val loss 0.6777501106262207 Epoch 1: train loss 0.662269960750233 Epoch 1: val loss 0.65940922498703 Epoch 2: train loss 0.6443321054632013 Epoch 2: val loss 0.64546799659729 Epoch 3: train loss 0.6295611641623757 Epoch 3: val loss 0.6297740340232849 Epoch 4: train loss 0.6189401149749756 Epoch 4: val loss 0.6184344291687012 Epoch 5: train loss 0.5999134562232278 Epoch 5: val loss 0.6140221953392029 Epoch 6: train loss 0.5887664637782357 Epoch 6: val loss 0.6160210371017456 Epoch 7: train loss 0.572266085581346 Epoch 7: val loss 0.6137964725494385 Epoch 8: train loss 0.5520736791870811 Epoch 8: val loss 0.6093703508377075 Epoch 9: train loss 0.5571096404032274 Epoch 9: val loss 0.6000951528549194 Epoch 10: train loss 0.5172922259027307 Epoch 10: val loss 0.5996197462081909 Epoch 11: train loss 0.544865136796778 Epoch 11: val loss 0.5837228894233704 Epoch 12: train loss 0.516551751982082 Epoch 12: val loss 0.5816904902458191 Epoch 13: train loss 0.5254783657464114 Epoch 13: val loss 0.5812302827835083 Epoch 14: train loss 0.5038944564082406 Epoch 14: val loss 0.5772243142127991 Epoch 15: train loss 0.5011911419304934 Epoch 15: val loss 0.5727847814559937 Epoch 16: train loss 0.49253432046283374 Epoch 16: val loss 0.5787071585655212 Epoch 17: train loss 0.46387038176709955 Epoch 17: val loss 0.574303925037384 Epoch 18: train loss 0.4613214135169983 Epoch 18: val loss 0.5696669220924377 Epoch 19: train loss 0.4585318619554693 Epoch 19: val loss 0.575505793094635 Epoch 20: train loss 0.4565453746102073 Epoch 20: val loss 0.5672001242637634 Epoch 21: train loss 0.462790695103732 Epoch 21: val loss 0.5644845366477966 Epoch 22: train loss 0.4393239671533758 Epoch 22: val loss 0.563688337802887 Epoch 23: train loss 0.42265396497466345 Epoch 23: val loss 0.5884112119674683 Epoch 24: train loss 0.4373016926375302 Epoch 24: val loss 0.5825330018997192
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6794481765140187 Epoch 0: val loss 0.6830875277519226 Epoch 1: train loss 0.6446276307106018 Epoch 1: val loss 0.6793914437294006 Epoch 2: train loss 0.6144823215224526 Epoch 2: val loss 0.6844289302825928 Epoch 3: train loss 0.6040339686653831 Epoch 3: val loss 0.676240086555481 Epoch 4: train loss 0.588870492848483 Epoch 4: val loss 0.6695961356163025 Epoch 5: train loss 0.5726234614849091 Epoch 5: val loss 0.6706638932228088 Epoch 6: train loss 0.5563981316306374 Epoch 6: val loss 0.6710761785507202 Epoch 7: train loss 0.5435033576055006 Epoch 7: val loss 0.6765920519828796 Epoch 8: train loss 0.5491904182867571 Epoch 8: val loss 0.6734752058982849 Epoch 9: train loss 0.5395494347268884 Epoch 9: val loss 0.6788735389709473 Epoch 10: train loss 0.5326685905456543 Epoch 10: val loss 0.6908578276634216 Epoch 11: train loss 0.5307087193835865 Epoch 11: val loss 0.693328320980072 Epoch 12: train loss 0.5021951794624329 Epoch 12: val loss 0.7017945647239685 Epoch 13: train loss 0.486256249926307 Epoch 13: val loss 0.7172979712486267 Epoch 14: train loss 0.48423346877098083 Epoch 14: val loss 0.7250493764877319 Epoch 15: train loss 0.5097267221320759 Epoch 15: val loss 0.7216264009475708 Epoch 16: train loss 0.4769620488990437 Epoch 16: val loss 0.6989290714263916 Epoch 17: train loss 0.47624110362746497 Epoch 17: val loss 0.7139735221862793 Epoch 18: train loss 0.47091343186118384 Epoch 18: val loss 0.7162550687789917 Epoch 19: train loss 0.470731494101611 Epoch 19: val loss 0.7262088060379028 Epoch 20: train loss 0.473380294713107 Epoch 20: val loss 0.7256923317909241 Epoch 21: train loss 0.45160221511667425 Epoch 21: val loss 0.7368819713592529 Epoch 22: train loss 0.4501900456168435 Epoch 22: val loss 0.7219591736793518 Epoch 23: train loss 0.43780408935113385 Epoch 23: val loss 0.7106119990348816 Epoch 24: train loss 0.41893592747774994 Epoch 24: val loss 0.7149505615234375
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6893431226412455 Epoch 0: val loss 0.6636577248573303 Epoch 1: train loss 0.6458544452985128 Epoch 1: val loss 0.6363920569419861 Epoch 2: train loss 0.6192128499348958 Epoch 2: val loss 0.6114559769630432 Epoch 3: train loss 0.60947026014328 Epoch 3: val loss 0.5965927243232727 Epoch 4: train loss 0.6026460846265157 Epoch 4: val loss 0.577706515789032 Epoch 5: train loss 0.5764959077040355 Epoch 5: val loss 0.5653913021087646 Epoch 6: train loss 0.5667704999446869 Epoch 6: val loss 0.5546317100524902 Epoch 7: train loss 0.5599927683671315 Epoch 7: val loss 0.5383616089820862 Epoch 8: train loss 0.5499127825101217 Epoch 8: val loss 0.5324112176895142 Epoch 9: train loss 0.5461829682191213 Epoch 9: val loss 0.5191658139228821 Epoch 10: train loss 0.5366660356521606 Epoch 10: val loss 0.5090224146842957 Epoch 11: train loss 0.5353392859299978 Epoch 11: val loss 0.5143761038780212 Epoch 12: train loss 0.5283897558848063 Epoch 12: val loss 0.5022134780883789 Epoch 13: train loss 0.49402740597724915 Epoch 13: val loss 0.4998511075973511 Epoch 14: train loss 0.5172300199667613 Epoch 14: val loss 0.5027474761009216 Epoch 15: train loss 0.48266421755154926 Epoch 15: val loss 0.5034217834472656 Epoch 16: train loss 0.47685641050338745 Epoch 16: val loss 0.49860870838165283 Epoch 17: train loss 0.46234341859817507 Epoch 17: val loss 0.5002943277359009 Epoch 18: train loss 0.4824414054552714 Epoch 18: val loss 0.4957328736782074 Epoch 19: train loss 0.4643593966960907 Epoch 19: val loss 0.5049110651016235 Epoch 20: train loss 0.474536257982254 Epoch 20: val loss 0.49515995383262634 Epoch 21: train loss 0.4451324939727783 Epoch 21: val loss 0.49923235177993774 Epoch 22: train loss 0.43094303806622825 Epoch 22: val loss 0.4977187514305115
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6928158303101858 Epoch 0: val loss 0.6903474926948547 Epoch 1: train loss 0.6636526783307394 Epoch 1: val loss 0.6751500964164734 Epoch 2: train loss 0.6391901324192683 Epoch 2: val loss 0.6534175872802734 Epoch 3: train loss 0.6276555806398392 Epoch 3: val loss 0.6278697848320007 Epoch 4: train loss 0.5986145585775375 Epoch 4: val loss 0.6072517037391663 Epoch 5: train loss 0.5813348690668741 Epoch 5: val loss 0.59517902135849 Epoch 6: train loss 0.5606118366122246 Epoch 6: val loss 0.5859609246253967 Epoch 7: train loss 0.5514257848262787 Epoch 7: val loss 0.5820753574371338 Epoch 8: train loss 0.5524809285998344 Epoch 8: val loss 0.5786781907081604 Epoch 9: train loss 0.5449665635824203 Epoch 9: val loss 0.5797625184059143 Epoch 10: train loss 0.5341246773799261 Epoch 10: val loss 0.5795072913169861 Epoch 11: train loss 0.5179296756784121 Epoch 11: val loss 0.571053683757782 Epoch 12: train loss 0.5406217674414316 Epoch 12: val loss 0.5709512829780579 Epoch 13: train loss 0.5149907742937406 Epoch 13: val loss 0.5851989388465881 Epoch 14: train loss 0.5178447663784027 Epoch 14: val loss 0.5865786075592041 Epoch 15: train loss 0.5112142240007719 Epoch 15: val loss 0.5895516872406006 Epoch 16: train loss 0.49597906072934467 Epoch 16: val loss 0.5741856694221497 Epoch 17: train loss 0.4923913776874542 Epoch 17: val loss 0.5747399926185608 Epoch 18: train loss 0.5046982914209366 Epoch 18: val loss 0.5956076979637146 Epoch 19: train loss 0.46985448400179547 Epoch 19: val loss 0.5789129137992859 Epoch 20: train loss 0.4736651008327802 Epoch 20: val loss 0.577098548412323 Epoch 21: train loss 0.47093935310840607 Epoch 21: val loss 0.5862114429473877 Epoch 22: train loss 0.4751313105225563 Epoch 22: val loss 0.6099045276641846 Epoch 23: train loss 0.4628542313973109 Epoch 23: val loss 0.592433750629425 Epoch 24: train loss 0.4536796410878499 Epoch 24: val loss 0.5896270275115967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.688127393523852 Epoch 0: val loss 0.68694007396698 Epoch 1: train loss 0.6606193482875824 Epoch 1: val loss 0.678777813911438 Epoch 2: train loss 0.651963397860527 Epoch 2: val loss 0.6693931221961975 Epoch 3: train loss 0.628847469886144 Epoch 3: val loss 0.6569825410842896 Epoch 4: train loss 0.6059214373429617 Epoch 4: val loss 0.6518669724464417 Epoch 5: train loss 0.5961465636889139 Epoch 5: val loss 0.6528920531272888 Epoch 6: train loss 0.5815506974856058 Epoch 6: val loss 0.648256778717041 Epoch 7: train loss 0.5756328006585439 Epoch 7: val loss 0.6426039934158325 Epoch 8: train loss 0.5669673507412275 Epoch 8: val loss 0.6443963646888733 Epoch 9: train loss 0.5628007128834724 Epoch 9: val loss 0.6319594383239746 Epoch 10: train loss 0.5519216085473696 Epoch 10: val loss 0.6297758221626282 Epoch 11: train loss 0.5694015845656395 Epoch 11: val loss 0.6205433011054993 Epoch 12: train loss 0.5475510880351067 Epoch 12: val loss 0.6229556798934937 Epoch 13: train loss 0.5435748572150866 Epoch 13: val loss 0.610920786857605 Epoch 14: train loss 0.5247496838370959 Epoch 14: val loss 0.6086727976799011 Epoch 15: train loss 0.5249185735980669 Epoch 15: val loss 0.5994954109191895 Epoch 16: train loss 0.5158068363865217 Epoch 16: val loss 0.5950223207473755 Epoch 17: train loss 0.5050896555185318 Epoch 17: val loss 0.5945194363594055 Epoch 18: train loss 0.5120631928245226 Epoch 18: val loss 0.6036601662635803 Epoch 19: train loss 0.49758779754241306 Epoch 19: val loss 0.5904137492179871 Epoch 20: train loss 0.49694372713565826 Epoch 20: val loss 0.599713146686554 Epoch 21: train loss 0.5049797942241033 Epoch 21: val loss 0.589637041091919 Epoch 22: train loss 0.47656302402416867 Epoch 22: val loss 0.5795878767967224 Epoch 23: train loss 0.4847365543246269 Epoch 23: val loss 0.5853408575057983 Epoch 24: train loss 0.4769698729117711 Epoch 24: val loss 0.5716959834098816
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.68582351009051 Epoch 0: val loss 0.6710290908813477 Epoch 1: train loss 0.6639189819494883 Epoch 1: val loss 0.6486275792121887 Epoch 2: train loss 0.6419825901587805 Epoch 2: val loss 0.6396641135215759 Epoch 3: train loss 0.6110994964838028 Epoch 3: val loss 0.6341308951377869 Epoch 4: train loss 0.5966957286000252 Epoch 4: val loss 0.6209822297096252 Epoch 5: train loss 0.5923180679480234 Epoch 5: val loss 0.6102694272994995 Epoch 6: train loss 0.5587478230396906 Epoch 6: val loss 0.602228581905365 Epoch 7: train loss 0.5657578756411871 Epoch 7: val loss 0.5986040830612183 Epoch 8: train loss 0.5602679997682571 Epoch 8: val loss 0.6026103496551514 Epoch 9: train loss 0.5534425477186838 Epoch 9: val loss 0.6035953760147095 Epoch 10: train loss 0.53426310668389 Epoch 10: val loss 0.6046782732009888 Epoch 11: train loss 0.5236983671784401 Epoch 11: val loss 0.609488844871521 Epoch 12: train loss 0.5319399436314901 Epoch 12: val loss 0.6108281016349792 Epoch 13: train loss 0.5269044190645218 Epoch 13: val loss 0.6339611411094666 Epoch 14: train loss 0.5272086163361868 Epoch 14: val loss 0.6415175199508667 Epoch 15: train loss 0.505698728064696 Epoch 15: val loss 0.6424819231033325 Epoch 16: train loss 0.5226064895590147 Epoch 16: val loss 0.6498665809631348 Epoch 17: train loss 0.49062137802441913 Epoch 17: val loss 0.6501107811927795 Epoch 18: train loss 0.48500896990299225 Epoch 18: val loss 0.6699205040931702 Epoch 19: train loss 0.48313380777835846 Epoch 19: val loss 0.6540148258209229 Epoch 20: train loss 0.45226679742336273 Epoch 20: val loss 0.6651536226272583 Epoch 21: train loss 0.46255849798520404 Epoch 21: val loss 0.6645076870918274 Epoch 22: train loss 0.4576413035392761 Epoch 22: val loss 0.6879029870033264 Epoch 23: train loss 0.48895173519849777 Epoch 23: val loss 0.6693831086158752 Epoch 24: train loss 0.44822532683610916 Epoch 24: val loss 0.6827874779701233
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7106489936510721 Epoch 0: val loss 0.6846258044242859 Epoch 1: train loss 0.683325986067454 Epoch 1: val loss 0.6797181367874146 Epoch 2: train loss 0.6607696712017059 Epoch 2: val loss 0.6779856085777283 Epoch 3: train loss 0.6445532490809759 Epoch 3: val loss 0.6755574345588684 Epoch 4: train loss 0.6136328478654226 Epoch 4: val loss 0.6730654239654541 Epoch 5: train loss 0.5907032191753387 Epoch 5: val loss 0.6731069087982178 Epoch 6: train loss 0.5976618304848671 Epoch 6: val loss 0.6691113114356995 Epoch 7: train loss 0.5915427257617315 Epoch 7: val loss 0.6665667295455933 Epoch 8: train loss 0.5773401359717051 Epoch 8: val loss 0.6648192405700684 Epoch 9: train loss 0.5516619260112444 Epoch 9: val loss 0.660911500453949 Epoch 10: train loss 0.5497498785456022 Epoch 10: val loss 0.660394549369812 Epoch 11: train loss 0.5356064314643542 Epoch 11: val loss 0.6647577881813049 Epoch 12: train loss 0.5299826214710871 Epoch 12: val loss 0.6676942110061646 Epoch 13: train loss 0.5143908113241196 Epoch 13: val loss 0.673304557800293 Epoch 14: train loss 0.5142398724953333 Epoch 14: val loss 0.6737781763076782 Epoch 15: train loss 0.4962441672881444 Epoch 15: val loss 0.6838098764419556 Epoch 16: train loss 0.5058055395881335 Epoch 16: val loss 0.6813561320304871 Epoch 17: train loss 0.4898448387781779 Epoch 17: val loss 0.6695265769958496 Epoch 18: train loss 0.4779824862877528 Epoch 18: val loss 0.6727045178413391 Epoch 19: train loss 0.48682016134262085 Epoch 19: val loss 0.6747503876686096 Epoch 20: train loss 0.4982740084330241 Epoch 20: val loss 0.6871325373649597 Epoch 21: train loss 0.46775835504134494 Epoch 21: val loss 0.6921694278717041 Epoch 22: train loss 0.49184343963861465 Epoch 22: val loss 0.6888406872749329 Epoch 23: train loss 0.4761025980114937 Epoch 23: val loss 0.6743787527084351 Epoch 24: train loss 0.471816065410773 Epoch 24: val loss 0.6877337694168091
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925585567951202 Epoch 0: val loss 0.6817157864570618 Epoch 1: train loss 0.6585058271884918 Epoch 1: val loss 0.6592608094215393 Epoch 2: train loss 0.6400286853313446 Epoch 2: val loss 0.6315209269523621 Epoch 3: train loss 0.6156229861080647 Epoch 3: val loss 0.6202911734580994 Epoch 4: train loss 0.6041194293648005 Epoch 4: val loss 0.595553457736969 Epoch 5: train loss 0.5965148713439703 Epoch 5: val loss 0.6040855050086975 Epoch 6: train loss 0.5747245848178864 Epoch 6: val loss 0.5986294746398926 Epoch 7: train loss 0.5722562931478024 Epoch 7: val loss 0.5898265838623047 Epoch 8: train loss 0.5682891011238098 Epoch 8: val loss 0.5925136804580688 Epoch 9: train loss 0.555184880271554 Epoch 9: val loss 0.5890952348709106 Epoch 10: train loss 0.5482750274240971 Epoch 10: val loss 0.5867476463317871 Epoch 11: train loss 0.545344976708293 Epoch 11: val loss 0.5952356457710266 Epoch 12: train loss 0.5275594089180231 Epoch 12: val loss 0.5876063108444214 Epoch 13: train loss 0.5288419481366873 Epoch 13: val loss 0.5866053700447083 Epoch 14: train loss 0.5415105633437634 Epoch 14: val loss 0.5912476181983948 Epoch 15: train loss 0.5072388965636492 Epoch 15: val loss 0.5911948084831238
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001542647679647 Epoch 0: val loss 0.6780269742012024 Epoch 1: train loss 0.6693828205267588 Epoch 1: val loss 0.6671027541160583 Epoch 2: train loss 0.6525790840387344 Epoch 2: val loss 0.6589690446853638 Epoch 3: train loss 0.6368475755055746 Epoch 3: val loss 0.6489537954330444 Epoch 4: train loss 0.6367172946532568 Epoch 4: val loss 0.6471750140190125 Epoch 5: train loss 0.6101270119349161 Epoch 5: val loss 0.6463757753372192 Epoch 6: train loss 0.6137041275699934 Epoch 6: val loss 0.6491736769676208 Epoch 7: train loss 0.5811816255251566 Epoch 7: val loss 0.639841616153717 Epoch 8: train loss 0.5900614634156227 Epoch 8: val loss 0.6448436975479126 Epoch 9: train loss 0.5840904215971628 Epoch 9: val loss 0.6448874473571777 Epoch 10: train loss 0.5829401314258575 Epoch 10: val loss 0.657383382320404 Epoch 11: train loss 0.5713148812452952 Epoch 11: val loss 0.648109495639801 Epoch 12: train loss 0.5607893615961075 Epoch 12: val loss 0.6529427170753479 Epoch 13: train loss 0.5608372315764427 Epoch 13: val loss 0.6728320121765137 Epoch 14: train loss 0.5666273683309555 Epoch 14: val loss 0.6744731068611145 Epoch 15: train loss 0.54416873306036 Epoch 15: val loss 0.6753079891204834 Epoch 16: train loss 0.5589798092842102 Epoch 16: val loss 0.6701496243476868 Epoch 17: train loss 0.5561631247401237 Epoch 17: val loss 0.6659694910049438 Epoch 18: train loss 0.5270134334762892 Epoch 18: val loss 0.6665068864822388 Epoch 19: train loss 0.5610174089670181 Epoch 19: val loss 0.6725752949714661 Epoch 20: train loss 0.526356615126133 Epoch 20: val loss 0.677656888961792 Epoch 21: train loss 0.5283353328704834 Epoch 21: val loss 0.6850862503051758 Epoch 22: train loss 0.5370941261450449 Epoch 22: val loss 0.6910713911056519 Epoch 23: train loss 0.5159747650225958 Epoch 23: val loss 0.6903538107872009 Epoch 24: train loss 0.5268372843662897 Epoch 24: val loss 0.6812030673027039
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6887383063634237 Epoch 0: val loss 0.6833603978157043 Epoch 1: train loss 0.6822416335344315 Epoch 1: val loss 0.6745138168334961 Epoch 2: train loss 0.6674671769142151 Epoch 2: val loss 0.6695337891578674 Epoch 3: train loss 0.6659977485736212 Epoch 3: val loss 0.6678656935691833 Epoch 4: train loss 0.6503192583719889 Epoch 4: val loss 0.666624128818512 Epoch 5: train loss 0.627808079123497 Epoch 5: val loss 0.6638262867927551 Epoch 6: train loss 0.6204728086789449 Epoch 6: val loss 0.6591923832893372 Epoch 7: train loss 0.6011258711417516 Epoch 7: val loss 0.6602464318275452 Epoch 8: train loss 0.5946927318970362 Epoch 8: val loss 0.6702359914779663 Epoch 9: train loss 0.5898728147149086 Epoch 9: val loss 0.6636585593223572 Epoch 10: train loss 0.5833922897775968 Epoch 10: val loss 0.6626138091087341 Epoch 11: train loss 0.568923664589723 Epoch 11: val loss 0.6700716018676758 Epoch 12: train loss 0.5890418489774069 Epoch 12: val loss 0.6695860028266907 Epoch 13: train loss 0.5599059363206228 Epoch 13: val loss 0.657267153263092 Epoch 14: train loss 0.5482229739427567 Epoch 14: val loss 0.6594976186752319 Epoch 15: train loss 0.5543883418043455 Epoch 15: val loss 0.659787654876709 Epoch 16: train loss 0.5510433788100878 Epoch 16: val loss 0.6636661291122437 Epoch 17: train loss 0.5503814568122228 Epoch 17: val loss 0.6710205078125 Epoch 18: train loss 0.5461457595229149 Epoch 18: val loss 0.6675282120704651 Epoch 19: train loss 0.5399319479862849 Epoch 19: val loss 0.6630311012268066 Epoch 20: train loss 0.545936311284701 Epoch 20: val loss 0.6633195877075195 Epoch 21: train loss 0.5276684438188871 Epoch 21: val loss 0.6491934657096863 Epoch 22: train loss 0.544063058992227 Epoch 22: val loss 0.6545527577400208 Epoch 23: train loss 0.5167608062426249 Epoch 23: val loss 0.6560717225074768 Epoch 24: train loss 0.5281953886151314 Epoch 24: val loss 0.6617523431777954
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947161853313446 Epoch 0: val loss 0.6618419885635376 Epoch 1: train loss 0.6855621586243311 Epoch 1: val loss 0.656825065612793 Epoch 2: train loss 0.6736405690511068 Epoch 2: val loss 0.653188169002533 Epoch 3: train loss 0.6511442959308624 Epoch 3: val loss 0.6513193845748901 Epoch 4: train loss 0.6276932309071223 Epoch 4: val loss 0.6460856795310974 Epoch 5: train loss 0.6173214713732401 Epoch 5: val loss 0.6456307172775269 Epoch 6: train loss 0.62017589310805 Epoch 6: val loss 0.6539425849914551 Epoch 7: train loss 0.6024637669324875 Epoch 7: val loss 0.6560212969779968 Epoch 8: train loss 0.6046166519323984 Epoch 8: val loss 0.6570040583610535 Epoch 9: train loss 0.5938895891110102 Epoch 9: val loss 0.6607750654220581 Epoch 10: train loss 0.6078853930036227 Epoch 10: val loss 0.6595751047134399 Epoch 11: train loss 0.5807831188042959 Epoch 11: val loss 0.6612704396247864 Epoch 12: train loss 0.5784091353416443 Epoch 12: val loss 0.6589425802230835 Epoch 13: train loss 0.5776084065437317 Epoch 13: val loss 0.6579108834266663 Epoch 14: train loss 0.5791419943173727 Epoch 14: val loss 0.6571252942085266 Epoch 15: train loss 0.5789429272214571 Epoch 15: val loss 0.6560893654823303 Epoch 16: train loss 0.5531631484627724 Epoch 16: val loss 0.6654248237609863 Epoch 17: train loss 0.5664128934343656 Epoch 17: val loss 0.6629782319068909 Epoch 18: train loss 0.5690262441833814 Epoch 18: val loss 0.6707824468612671 Epoch 19: train loss 0.5481623187661171 Epoch 19: val loss 0.6690093874931335 Epoch 20: train loss 0.5487179209788641 Epoch 20: val loss 0.6655321717262268 Epoch 21: train loss 0.5414005294442177 Epoch 21: val loss 0.6700353622436523 Epoch 22: train loss 0.5506965443491936 Epoch 22: val loss 0.6712125539779663 Epoch 23: train loss 0.5324984192848206 Epoch 23: val loss 0.6737378835678101 Epoch 24: train loss 0.5349395250280699 Epoch 24: val loss 0.6774943470954895
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.712793638308843 Epoch 0: val loss 0.6906545758247375 Epoch 1: train loss 0.6794390032688776 Epoch 1: val loss 0.6795290112495422 Epoch 2: train loss 0.6604907214641571 Epoch 2: val loss 0.6671335101127625 Epoch 3: train loss 0.6517340987920761 Epoch 3: val loss 0.6516571640968323 Epoch 4: train loss 0.6275746524333954 Epoch 4: val loss 0.6463093161582947 Epoch 5: train loss 0.6191114435593287 Epoch 5: val loss 0.6507037281990051 Epoch 6: train loss 0.6019338766733805 Epoch 6: val loss 0.6310655474662781 Epoch 7: train loss 0.6120566576719284 Epoch 7: val loss 0.6238078474998474 Epoch 8: train loss 0.6146720200777054 Epoch 8: val loss 0.6266743540763855 Epoch 9: train loss 0.6069380939006805 Epoch 9: val loss 0.6337981224060059 Epoch 10: train loss 0.595076913634936 Epoch 10: val loss 0.6349553465843201 Epoch 11: train loss 0.5819378147522608 Epoch 11: val loss 0.6391227841377258 Epoch 12: train loss 0.5900607258081436 Epoch 12: val loss 0.6410509347915649 Epoch 13: train loss 0.5832934578259786 Epoch 13: val loss 0.6423174142837524 Epoch 14: train loss 0.5699917674064636 Epoch 14: val loss 0.6416301131248474 Epoch 15: train loss 0.5812822207808495 Epoch 15: val loss 0.6512460708618164 Epoch 16: train loss 0.5831276029348373 Epoch 16: val loss 0.6449728608131409 Epoch 17: train loss 0.5457803905010223 Epoch 17: val loss 0.6453097462654114 Epoch 18: train loss 0.5464896087845167 Epoch 18: val loss 0.6483312249183655 Epoch 19: train loss 0.5534784098466238 Epoch 19: val loss 0.6611033082008362 Epoch 20: train loss 0.5429814085364342 Epoch 20: val loss 0.6639732718467712 Epoch 21: train loss 0.5482901657621065 Epoch 21: val loss 0.6453436017036438 Epoch 22: train loss 0.5441421593228976 Epoch 22: val loss 0.6469327211380005 Epoch 23: train loss 0.5435261751214663 Epoch 23: val loss 0.6535362601280212 Epoch 24: train loss 0.508045511941115 Epoch 24: val loss 0.665368914604187
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002146281301975 Epoch 0: val loss 0.6910061836242676 Epoch 1: train loss 0.6817593574523926 Epoch 1: val loss 0.6824621558189392 Epoch 2: train loss 0.6586233228445053 Epoch 2: val loss 0.6651178598403931 Epoch 3: train loss 0.6373006887733936 Epoch 3: val loss 0.6452862620353699 Epoch 4: train loss 0.6330743581056595 Epoch 4: val loss 0.6268137693405151 Epoch 5: train loss 0.6115792412310839 Epoch 5: val loss 0.6107264757156372 Epoch 6: train loss 0.6298091672360897 Epoch 6: val loss 0.6100534796714783 Epoch 7: train loss 0.6010361611843109 Epoch 7: val loss 0.6087997555732727 Epoch 8: train loss 0.6050198525190353 Epoch 8: val loss 0.6070678234100342 Epoch 9: train loss 0.6050822157412767 Epoch 9: val loss 0.6197189688682556 Epoch 10: train loss 0.5792920626699924 Epoch 10: val loss 0.6070047616958618 Epoch 11: train loss 0.5932559836655855 Epoch 11: val loss 0.6094379425048828 Epoch 12: train loss 0.5840056985616684 Epoch 12: val loss 0.6106493473052979 Epoch 13: train loss 0.560400104150176 Epoch 13: val loss 0.6190849542617798 Epoch 14: train loss 0.5710536427795887 Epoch 14: val loss 0.613926112651825
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7081136324188926 Epoch 0: val loss 0.6634411811828613 Epoch 1: train loss 0.6807472272352739 Epoch 1: val loss 0.6482266187667847 Epoch 2: train loss 0.6656420664353804 Epoch 2: val loss 0.6384941339492798 Epoch 3: train loss 0.6585102514787153 Epoch 3: val loss 0.6423322558403015 Epoch 4: train loss 0.6400879458947615 Epoch 4: val loss 0.633523166179657 Epoch 5: train loss 0.6319111423058943 Epoch 5: val loss 0.6290249228477478 Epoch 6: train loss 0.6307652592658997 Epoch 6: val loss 0.6254763007164001 Epoch 7: train loss 0.6217792901125822 Epoch 7: val loss 0.6370513439178467 Epoch 8: train loss 0.6080045754259283 Epoch 8: val loss 0.6275742650032043 Epoch 9: train loss 0.6293102394450795 Epoch 9: val loss 0.6324782371520996 Epoch 10: train loss 0.6124615940180692 Epoch 10: val loss 0.6247371435165405 Epoch 11: train loss 0.6032931100238453 Epoch 11: val loss 0.6165134906768799 Epoch 12: train loss 0.6074376106262207 Epoch 12: val loss 0.6261244416236877 Epoch 13: train loss 0.6004963625561107 Epoch 13: val loss 0.6155126690864563 Epoch 14: train loss 0.5971521139144897 Epoch 14: val loss 0.6271956562995911 Epoch 15: train loss 0.5970233082771301 Epoch 15: val loss 0.6058131456375122 Epoch 16: train loss 0.5866126065904443 Epoch 16: val loss 0.6123701333999634 Epoch 17: train loss 0.5879764448512684 Epoch 17: val loss 0.6067554354667664 Epoch 18: train loss 0.578401654958725 Epoch 18: val loss 0.5986701846122742 Epoch 19: train loss 0.5840624516660516 Epoch 19: val loss 0.6011563539505005 Epoch 20: train loss 0.5747302039103075 Epoch 20: val loss 0.5951559543609619 Epoch 21: train loss 0.5700821713967756 Epoch 21: val loss 0.5981107354164124 Epoch 22: train loss 0.5708492046052759 Epoch 22: val loss 0.5936242938041687 Epoch 23: train loss 0.5700102719393644 Epoch 23: val loss 0.5890814065933228 Epoch 24: train loss 0.5509420335292816 Epoch 24: val loss 0.5796267986297607
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.673433780670166 Epoch 0: val loss 0.6702132821083069 Epoch 1: train loss 0.6502381779930808 Epoch 1: val loss 0.6647329926490784 Epoch 2: train loss 0.6403610110282898 Epoch 2: val loss 0.666796863079071 Epoch 3: train loss 0.6218187646432356 Epoch 3: val loss 0.6687799692153931 Epoch 4: train loss 0.6208087801933289 Epoch 4: val loss 0.6739174723625183 Epoch 5: train loss 0.6075412034988403 Epoch 5: val loss 0.6780775189399719 Epoch 6: train loss 0.5958331796255979 Epoch 6: val loss 0.6879465579986572 Epoch 7: train loss 0.5765555744821375 Epoch 7: val loss 0.6918822526931763 Epoch 8: train loss 0.5835815072059631 Epoch 8: val loss 0.6967070698738098 Epoch 9: train loss 0.5741376145319506 Epoch 9: val loss 0.708634614944458 Epoch 10: train loss 0.5624175884506919 Epoch 10: val loss 0.7142768502235413 Epoch 11: train loss 0.5475764545527372 Epoch 11: val loss 0.7285739183425903 Epoch 12: train loss 0.5447246838699688 Epoch 12: val loss 0.7302628755569458 Epoch 13: train loss 0.5450985458764163 Epoch 13: val loss 0.742405116558075 Epoch 14: train loss 0.5164581753990867 Epoch 14: val loss 0.7467541694641113 Epoch 15: train loss 0.5223077914931558 Epoch 15: val loss 0.7574304938316345 Epoch 16: train loss 0.5125387419353832 Epoch 16: val loss 0.7791428565979004 Epoch 17: train loss 0.4943169788880782 Epoch 17: val loss 0.7896618843078613 Epoch 18: train loss 0.5071955404498361 Epoch 18: val loss 0.7958956956863403 Epoch 19: train loss 0.48566618290814484 Epoch 19: val loss 0.7891837358474731 Epoch 20: train loss 0.4755244092507796 Epoch 20: val loss 0.7919620871543884 Epoch 21: train loss 0.4684399366378784 Epoch 21: val loss 0.786159098148346 Epoch 22: train loss 0.4806961850686507 Epoch 22: val loss 0.7950290441513062 Epoch 23: train loss 0.45735912973230536 Epoch 23: val loss 0.8178167939186096 Epoch 24: train loss 0.46888127652081574 Epoch 24: val loss 0.8076614141464233
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6787819428877397 Epoch 0: val loss 0.6710255146026611 Epoch 1: train loss 0.664608050476421 Epoch 1: val loss 0.6714308261871338 Epoch 2: train loss 0.6617032452063127 Epoch 2: val loss 0.671698808670044 Epoch 3: train loss 0.6498740044507113 Epoch 3: val loss 0.6741852760314941 Epoch 4: train loss 0.6448267698287964 Epoch 4: val loss 0.6742798089981079 Epoch 5: train loss 0.6226694909009066 Epoch 5: val loss 0.6727692484855652 Epoch 6: train loss 0.6237941059199247 Epoch 6: val loss 0.6695657968521118 Epoch 7: train loss 0.6140899766575206 Epoch 7: val loss 0.6634069681167603 Epoch 8: train loss 0.5957984707572244 Epoch 8: val loss 0.6570995450019836 Epoch 9: train loss 0.5888523838736794 Epoch 9: val loss 0.651828944683075 Epoch 10: train loss 0.5785274830731478 Epoch 10: val loss 0.6521936058998108 Epoch 11: train loss 0.573099060492082 Epoch 11: val loss 0.6440443396568298 Epoch 12: train loss 0.5746340480717745 Epoch 12: val loss 0.6530373692512512 Epoch 13: train loss 0.551147073507309 Epoch 13: val loss 0.6569907069206238 Epoch 14: train loss 0.5668961405754089 Epoch 14: val loss 0.6465840935707092 Epoch 15: train loss 0.5454137975519354 Epoch 15: val loss 0.6403781175613403 Epoch 16: train loss 0.5262513594193892 Epoch 16: val loss 0.6472059488296509 Epoch 17: train loss 0.5081813172860579 Epoch 17: val loss 0.6551575660705566 Epoch 18: train loss 0.5211605321277272 Epoch 18: val loss 0.6450121998786926 Epoch 19: train loss 0.5312749391252344 Epoch 19: val loss 0.6418706774711609 Epoch 20: train loss 0.516693879257549 Epoch 20: val loss 0.6391369700431824 Epoch 21: train loss 0.48802679777145386 Epoch 21: val loss 0.6549953818321228 Epoch 22: train loss 0.5108062001791868 Epoch 22: val loss 0.658715009689331 Epoch 23: train loss 0.49518540501594543 Epoch 23: val loss 0.6550374627113342 Epoch 24: train loss 0.5264405716549266 Epoch 24: val loss 0.663955569267273
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6694386547262018 Epoch 0: val loss 0.682138979434967 Epoch 1: train loss 0.6496001536195929 Epoch 1: val loss 0.6685861945152283 Epoch 2: train loss 0.6300386461344633 Epoch 2: val loss 0.6727147698402405 Epoch 3: train loss 0.6252171668139371 Epoch 3: val loss 0.6721151471138 Epoch 4: train loss 0.6281443780118768 Epoch 4: val loss 0.6665735244750977 Epoch 5: train loss 0.6175169565460898 Epoch 5: val loss 0.6631786227226257 Epoch 6: train loss 0.616048205982555 Epoch 6: val loss 0.6580821871757507 Epoch 7: train loss 0.598186427896673 Epoch 7: val loss 0.6507920026779175 Epoch 8: train loss 0.6038929278200323 Epoch 8: val loss 0.6567821502685547 Epoch 9: train loss 0.5972251512787559 Epoch 9: val loss 0.6524127721786499 Epoch 10: train loss 0.5995531027967279 Epoch 10: val loss 0.650870144367218 Epoch 11: train loss 0.586639482866634 Epoch 11: val loss 0.656387984752655 Epoch 12: train loss 0.5950637893243269 Epoch 12: val loss 0.6517536044120789 Epoch 13: train loss 0.5814041170206937 Epoch 13: val loss 0.644291877746582 Epoch 14: train loss 0.5743153203617443 Epoch 14: val loss 0.6350889801979065 Epoch 15: train loss 0.5651373267173767 Epoch 15: val loss 0.6327556371688843 Epoch 16: train loss 0.5621078149838881 Epoch 16: val loss 0.6259389519691467 Epoch 17: train loss 0.553237952969291 Epoch 17: val loss 0.6292480230331421 Epoch 18: train loss 0.5488975427367471 Epoch 18: val loss 0.6315615773200989 Epoch 19: train loss 0.5480711920694872 Epoch 19: val loss 0.6288638114929199 Epoch 20: train loss 0.523332492871718 Epoch 20: val loss 0.6285711526870728 Epoch 21: train loss 0.5371314476836812 Epoch 21: val loss 0.6268627047538757 Epoch 22: train loss 0.5268790478056128 Epoch 22: val loss 0.6305170655250549 Epoch 23: train loss 0.5219945067709143 Epoch 23: val loss 0.6283559799194336 Epoch 24: train loss 0.5232724439014088 Epoch 24: val loss 0.6180773973464966
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6861705660820008 Epoch 0: val loss 0.6970080733299255 Epoch 1: train loss 0.6503041505813598 Epoch 1: val loss 0.6881958246231079 Epoch 2: train loss 0.6346887270609538 Epoch 2: val loss 0.6774852871894836 Epoch 3: train loss 0.6221205234527588 Epoch 3: val loss 0.6731225848197937 Epoch 4: train loss 0.6148659308751424 Epoch 4: val loss 0.6680958867073059 Epoch 5: train loss 0.6254833857218425 Epoch 5: val loss 0.6738055944442749 Epoch 6: train loss 0.612904715538025 Epoch 6: val loss 0.6585968136787415 Epoch 7: train loss 0.6336819807688395 Epoch 7: val loss 0.6574237942695618 Epoch 8: train loss 0.599279260635376 Epoch 8: val loss 0.6656668782234192 Epoch 9: train loss 0.5935649752616883 Epoch 9: val loss 0.6566146612167358 Epoch 10: train loss 0.5703296224276225 Epoch 10: val loss 0.6634013056755066 Epoch 11: train loss 0.5738628268241882 Epoch 11: val loss 0.6655237674713135 Epoch 12: train loss 0.5783334294954936 Epoch 12: val loss 0.6597455143928528 Epoch 13: train loss 0.5688970983028412 Epoch 13: val loss 0.6593229174613953 Epoch 14: train loss 0.5783271829287211 Epoch 14: val loss 0.6683695316314697 Epoch 15: train loss 0.5687312026818593 Epoch 15: val loss 0.6582051515579224 Epoch 16: train loss 0.5458834687868754 Epoch 16: val loss 0.654329240322113 Epoch 17: train loss 0.5536011636257172 Epoch 17: val loss 0.6585447192192078 Epoch 18: train loss 0.5364775915940603 Epoch 18: val loss 0.6370903253555298
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6880689079944904 Epoch 0: val loss 0.6830525994300842 Epoch 1: train loss 0.6765231306736286 Epoch 1: val loss 0.678037703037262 Epoch 2: train loss 0.6518473716882559 Epoch 2: val loss 0.6797010898590088 Epoch 3: train loss 0.6383758003895099 Epoch 3: val loss 0.6774604916572571 Epoch 4: train loss 0.62816249865752 Epoch 4: val loss 0.6783208847045898 Epoch 5: train loss 0.6148666097567632 Epoch 5: val loss 0.683668851852417 Epoch 6: train loss 0.6158817502168509 Epoch 6: val loss 0.6749591827392578 Epoch 7: train loss 0.5937634844046372 Epoch 7: val loss 0.6887550950050354 Epoch 8: train loss 0.5829229286083808 Epoch 8: val loss 0.6993550062179565 Epoch 9: train loss 0.5745548903942108 Epoch 9: val loss 0.7069116234779358 Epoch 10: train loss 0.5667151510715485 Epoch 10: val loss 0.7178707122802734 Epoch 11: train loss 0.5562344560256371 Epoch 11: val loss 0.72232985496521 Epoch 12: train loss 0.5641446709632874 Epoch 12: val loss 0.722969114780426 Epoch 13: train loss 0.5716248452663422 Epoch 13: val loss 0.7288051247596741 Epoch 14: train loss 0.5404538443455329 Epoch 14: val loss 0.7297196984291077 Epoch 15: train loss 0.5614374600923978 Epoch 15: val loss 0.7353035807609558 Epoch 16: train loss 0.5260426585490887 Epoch 16: val loss 0.7326749563217163 Epoch 17: train loss 0.538049571789228 Epoch 17: val loss 0.7465111613273621 Epoch 18: train loss 0.5331815962608044 Epoch 18: val loss 0.7427718043327332 Epoch 19: train loss 0.5408279299736023 Epoch 19: val loss 0.7481232285499573 Epoch 20: train loss 0.516617490695073 Epoch 20: val loss 0.7357422709465027 Epoch 21: train loss 0.5324604006913992 Epoch 21: val loss 0.7485280632972717 Epoch 22: train loss 0.5038452056738046 Epoch 22: val loss 0.7617810368537903 Epoch 23: train loss 0.50455186687983 Epoch 23: val loss 0.7667627930641174 Epoch 24: train loss 0.5144818791976342 Epoch 24: val loss 0.7704143524169922
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.703103400193728 Epoch 0: val loss 0.6601504683494568 Epoch 1: train loss 0.6815866827964783 Epoch 1: val loss 0.6496239900588989 Epoch 2: train loss 0.6721323820260855 Epoch 2: val loss 0.6330944299697876 Epoch 3: train loss 0.6597973016592172 Epoch 3: val loss 0.62925124168396 Epoch 4: train loss 0.6437066380794232 Epoch 4: val loss 0.6191113591194153 Epoch 5: train loss 0.6394867438536423 Epoch 5: val loss 0.611428439617157 Epoch 6: train loss 0.6478571387437674 Epoch 6: val loss 0.6067053079605103 Epoch 7: train loss 0.6339620305941656 Epoch 7: val loss 0.6021164059638977 Epoch 8: train loss 0.6404720178017249 Epoch 8: val loss 0.6068626046180725 Epoch 9: train loss 0.6209218272796044 Epoch 9: val loss 0.6023553609848022 Epoch 10: train loss 0.6143209567436805 Epoch 10: val loss 0.5951961874961853 Epoch 11: train loss 0.6043658577478849 Epoch 11: val loss 0.5938550233840942 Epoch 12: train loss 0.6161286097306472 Epoch 12: val loss 0.5871869325637817 Epoch 13: train loss 0.5938983972256 Epoch 13: val loss 0.5863091349601746 Epoch 14: train loss 0.5912474462619195 Epoch 14: val loss 0.6029109954833984 Epoch 15: train loss 0.5942818660002488 Epoch 15: val loss 0.6028615236282349 Epoch 16: train loss 0.6056475547643808 Epoch 16: val loss 0.5857949256896973 Epoch 17: train loss 0.5917617311844459 Epoch 17: val loss 0.5882116556167603 Epoch 18: train loss 0.5786755337164953 Epoch 18: val loss 0.580172061920166 Epoch 19: train loss 0.580740206516706 Epoch 19: val loss 0.5794808864593506 Epoch 20: train loss 0.5781531998744378 Epoch 20: val loss 0.5801611542701721 Epoch 21: train loss 0.5660793506182157 Epoch 21: val loss 0.5790444612503052 Epoch 22: train loss 0.5582935397441571 Epoch 22: val loss 0.5787525177001953 Epoch 23: train loss 0.5408710080843705 Epoch 23: val loss 0.58499675989151 Epoch 24: train loss 0.5412807006102341 Epoch 24: val loss 0.5826047658920288
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6868944351489727 Epoch 0: val loss 0.6878767013549805 Epoch 1: train loss 0.6659714808830848 Epoch 1: val loss 0.6850932836532593 Epoch 2: train loss 0.6318830297543452 Epoch 2: val loss 0.6851871609687805 Epoch 3: train loss 0.6380595885790311 Epoch 3: val loss 0.6868982315063477 Epoch 4: train loss 0.6182225071466886 Epoch 4: val loss 0.6904134154319763 Epoch 5: train loss 0.5968992962287023 Epoch 5: val loss 0.7067320942878723 Epoch 6: train loss 0.6039614539880019 Epoch 6: val loss 0.72203528881073 Epoch 7: train loss 0.6034542345083677 Epoch 7: val loss 0.7197232246398926 Epoch 8: train loss 0.5920496124487656 Epoch 8: val loss 0.7147842049598694 Epoch 9: train loss 0.5844003489384284 Epoch 9: val loss 0.7276979684829712 Epoch 10: train loss 0.5723004111876855 Epoch 10: val loss 0.7316921949386597 Epoch 11: train loss 0.5644577466524564 Epoch 11: val loss 0.7310407757759094 Epoch 12: train loss 0.5580938022870284 Epoch 12: val loss 0.7165627479553223 Epoch 13: train loss 0.5522343928997333 Epoch 13: val loss 0.7365120649337769 Epoch 14: train loss 0.5218725617115314 Epoch 14: val loss 0.733738899230957 Epoch 15: train loss 0.561917795584752 Epoch 15: val loss 0.7391960024833679 Epoch 16: train loss 0.5587665828374716 Epoch 16: val loss 0.7367665767669678 Epoch 17: train loss 0.5307867641632373 Epoch 17: val loss 0.7454902529716492 Epoch 18: train loss 0.539080791748487 Epoch 18: val loss 0.7535411715507507 Epoch 19: train loss 0.5363384095522074 Epoch 19: val loss 0.7540897727012634 Epoch 20: train loss 0.5254790049332839 Epoch 20: val loss 0.7563958764076233 Epoch 21: train loss 0.5322601222074949 Epoch 21: val loss 0.7568111419677734 Epoch 22: train loss 0.4923638174167046 Epoch 22: val loss 0.7547689080238342 Epoch 23: train loss 0.5050373719288752 Epoch 23: val loss 0.7808094620704651 Epoch 24: train loss 0.5094184302366697 Epoch 24: val loss 0.7701126337051392
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890096022532537 Epoch 0: val loss 0.6932618618011475 Epoch 1: train loss 0.6731765591181241 Epoch 1: val loss 0.680691123008728 Epoch 2: train loss 0.6568854588728684 Epoch 2: val loss 0.6751682162284851 Epoch 3: train loss 0.6319076602275555 Epoch 3: val loss 0.6783518195152283 Epoch 4: train loss 0.6280270631496723 Epoch 4: val loss 0.679841935634613 Epoch 5: train loss 0.6261816758375901 Epoch 5: val loss 0.6783958077430725 Epoch 6: train loss 0.6093792388072381 Epoch 6: val loss 0.6752357482910156 Epoch 7: train loss 0.6065942553373483 Epoch 7: val loss 0.6708436608314514 Epoch 8: train loss 0.5943640837302575 Epoch 8: val loss 0.6679904460906982 Epoch 9: train loss 0.5919566269104297 Epoch 9: val loss 0.6665349006652832 Epoch 10: train loss 0.5916069172895871 Epoch 10: val loss 0.6675667762756348 Epoch 11: train loss 0.5876243985616244 Epoch 11: val loss 0.6739028096199036 Epoch 12: train loss 0.5855738474772527 Epoch 12: val loss 0.6770823001861572 Epoch 13: train loss 0.5497184877212231 Epoch 13: val loss 0.6720337271690369 Epoch 14: train loss 0.5653328001499176 Epoch 14: val loss 0.6717207431793213 Epoch 15: train loss 0.5577169198256272 Epoch 15: val loss 0.6695950627326965 Epoch 16: train loss 0.5771196645039779 Epoch 16: val loss 0.667138397693634 Epoch 17: train loss 0.5513076828076289 Epoch 17: val loss 0.6650059819221497 Epoch 18: train loss 0.5433414922310755 Epoch 18: val loss 0.6830791234970093 Epoch 19: train loss 0.5441765922766465 Epoch 19: val loss 0.6799072027206421 Epoch 20: train loss 0.5354922941097846 Epoch 20: val loss 0.6805416345596313 Epoch 21: train loss 0.5429211327662835 Epoch 21: val loss 0.6916823983192444 Epoch 22: train loss 0.5403259579951947 Epoch 22: val loss 0.7061296105384827 Epoch 23: train loss 0.515559047460556 Epoch 23: val loss 0.6909166574478149 Epoch 24: train loss 0.5197220971951118 Epoch 24: val loss 0.6864920258522034
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983558570637423 Epoch 0: val loss 0.6721563339233398 Epoch 1: train loss 0.6561399873565225 Epoch 1: val loss 0.6660027503967285 Epoch 2: train loss 0.6436238429125618 Epoch 2: val loss 0.6551253199577332 Epoch 3: train loss 0.6367394152809592 Epoch 3: val loss 0.6501607894897461 Epoch 4: train loss 0.628742582657758 Epoch 4: val loss 0.6524758338928223 Epoch 5: train loss 0.6243590011316187 Epoch 5: val loss 0.6485163569450378 Epoch 6: train loss 0.6018507761113784 Epoch 6: val loss 0.6493569612503052 Epoch 7: train loss 0.6007672513232512 Epoch 7: val loss 0.6530569195747375 Epoch 8: train loss 0.5977028818691478 Epoch 8: val loss 0.6601076126098633 Epoch 9: train loss 0.5815140464726616 Epoch 9: val loss 0.6632606983184814 Epoch 10: train loss 0.5771697899874519 Epoch 10: val loss 0.6660891771316528 Epoch 11: train loss 0.577921178411035 Epoch 11: val loss 0.6761441826820374 Epoch 12: train loss 0.5746114341651692 Epoch 12: val loss 0.6780328154563904 Epoch 13: train loss 0.5827068896854625 Epoch 13: val loss 0.6727078557014465
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6907113691171011 Epoch 0: val loss 0.6914098858833313 Epoch 1: train loss 0.689096932609876 Epoch 1: val loss 0.6855866312980652 Epoch 2: train loss 0.6721341957648596 Epoch 2: val loss 0.6814709305763245 Epoch 3: train loss 0.6607246746619543 Epoch 3: val loss 0.6779738664627075 Epoch 4: train loss 0.6691279113292694 Epoch 4: val loss 0.680632472038269 Epoch 5: train loss 0.6710536181926727 Epoch 5: val loss 0.6787135601043701 Epoch 6: train loss 0.6687972744305929 Epoch 6: val loss 0.6755192875862122 Epoch 7: train loss 0.6536637544631958 Epoch 7: val loss 0.6767368912696838 Epoch 8: train loss 0.6601026207208633 Epoch 8: val loss 0.6742289662361145 Epoch 9: train loss 0.641653706630071 Epoch 9: val loss 0.6761810183525085 Epoch 10: train loss 0.6409039000670115 Epoch 10: val loss 0.6800423860549927 Epoch 11: train loss 0.632444421450297 Epoch 11: val loss 0.6754343509674072 Epoch 12: train loss 0.6366852074861526 Epoch 12: val loss 0.673579216003418 Epoch 13: train loss 0.6390677789847056 Epoch 13: val loss 0.6681573390960693 Epoch 14: train loss 0.634464959303538 Epoch 14: val loss 0.6680834293365479 Epoch 15: train loss 0.6446210294961929 Epoch 15: val loss 0.6632946729660034 Epoch 16: train loss 0.6277801791826884 Epoch 16: val loss 0.6619807481765747 Epoch 17: train loss 0.6221471776564916 Epoch 17: val loss 0.6554819345474243 Epoch 18: train loss 0.6402777284383774 Epoch 18: val loss 0.6528993844985962 Epoch 19: train loss 0.6215440332889557 Epoch 19: val loss 0.6542041301727295 Epoch 20: train loss 0.6252414286136627 Epoch 20: val loss 0.6560974717140198 Epoch 21: train loss 0.6013236542542776 Epoch 21: val loss 0.6559244394302368 Epoch 22: train loss 0.603275661667188 Epoch 22: val loss 0.6562022566795349 Epoch 23: train loss 0.6004909500479698 Epoch 23: val loss 0.6450393795967102 Epoch 24: train loss 0.5899310906728109 Epoch 24: val loss 0.6426098346710205
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6737090994914373 Epoch 0: val loss 0.6980199813842773 Epoch 1: train loss 0.6533229102691015 Epoch 1: val loss 0.7088150978088379 Epoch 2: train loss 0.6450370500485102 Epoch 2: val loss 0.7224997878074646 Epoch 3: train loss 0.6394196252028147 Epoch 3: val loss 0.7367802858352661 Epoch 4: train loss 0.6242547283569971 Epoch 4: val loss 0.7523265480995178 Epoch 5: train loss 0.6258322993914286 Epoch 5: val loss 0.7614028453826904 Epoch 6: train loss 0.6290997813145319 Epoch 6: val loss 0.7662953734397888 Epoch 7: train loss 0.6032988801598549 Epoch 7: val loss 0.769317626953125 Epoch 8: train loss 0.6006184617678324 Epoch 8: val loss 0.7818681001663208 Epoch 9: train loss 0.6131932338078817 Epoch 9: val loss 0.7804479598999023 Epoch 10: train loss 0.6164222707351049 Epoch 10: val loss 0.774667501449585 Epoch 11: train loss 0.599535658955574 Epoch 11: val loss 0.7786549925804138 Epoch 12: train loss 0.5902303953965505 Epoch 12: val loss 0.7772248387336731 Epoch 13: train loss 0.5770411243041357 Epoch 13: val loss 0.7854880690574646 Epoch 14: train loss 0.5765237386027972 Epoch 14: val loss 0.7903159856796265 Epoch 15: train loss 0.5771326720714569 Epoch 15: val loss 0.7882249355316162 Epoch 16: train loss 0.5690011580785116 Epoch 16: val loss 0.7985973954200745 Epoch 17: train loss 0.5720131273070971 Epoch 17: val loss 0.8070827722549438 Epoch 18: train loss 0.5494834333658218 Epoch 18: val loss 0.8097593784332275 Epoch 19: train loss 0.5392569204171499 Epoch 19: val loss 0.8132358193397522 Epoch 20: train loss 0.5480980227390925 Epoch 20: val loss 0.8237727284431458 Epoch 21: train loss 0.5333631138006846 Epoch 21: val loss 0.8350207209587097 Epoch 22: train loss 0.5305676832795143 Epoch 22: val loss 0.8145020008087158 Epoch 23: train loss 0.5369013696908951 Epoch 23: val loss 0.8238937258720398 Epoch 24: train loss 0.5396685401598612 Epoch 24: val loss 0.8406763076782227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799168686072031 Epoch 0: val loss 0.6995319724082947 Epoch 1: train loss 0.6658593068520228 Epoch 1: val loss 0.7051604986190796 Epoch 2: train loss 0.6597680995861689 Epoch 2: val loss 0.7044612169265747 Epoch 3: train loss 0.6523750225702921 Epoch 3: val loss 0.7023988366127014 Epoch 4: train loss 0.643919363617897 Epoch 4: val loss 0.7033020257949829 Epoch 5: train loss 0.6422161857287089 Epoch 5: val loss 0.7041953802108765 Epoch 6: train loss 0.6409772783517838 Epoch 6: val loss 0.7033688426017761 Epoch 7: train loss 0.6375276297330856 Epoch 7: val loss 0.7024151086807251 Epoch 8: train loss 0.622384657462438 Epoch 8: val loss 0.7029814720153809 Epoch 9: train loss 0.6215053449074427 Epoch 9: val loss 0.7024498581886292 Epoch 10: train loss 0.6301541974147161 Epoch 10: val loss 0.6992952823638916 Epoch 11: train loss 0.6119844267765681 Epoch 11: val loss 0.7023481726646423 Epoch 12: train loss 0.6135396758715311 Epoch 12: val loss 0.701090931892395 Epoch 13: train loss 0.5899119426806768 Epoch 13: val loss 0.6990692019462585 Epoch 14: train loss 0.5965575327475866 Epoch 14: val loss 0.7024341225624084 Epoch 15: train loss 0.5897857795159022 Epoch 15: val loss 0.7054256200790405 Epoch 16: train loss 0.5792302538951238 Epoch 16: val loss 0.6948638558387756 Epoch 17: train loss 0.5782267500956854 Epoch 17: val loss 0.7014346718788147 Epoch 18: train loss 0.572700505455335 Epoch 18: val loss 0.7113693356513977 Epoch 19: train loss 0.5734420865774155 Epoch 19: val loss 0.709071159362793 Epoch 20: train loss 0.5847574124733607 Epoch 20: val loss 0.7134894728660583 Epoch 21: train loss 0.550914059082667 Epoch 21: val loss 0.6991763710975647 Epoch 22: train loss 0.5663876459002495 Epoch 22: val loss 0.6897615790367126 Epoch 23: train loss 0.550957165658474 Epoch 23: val loss 0.6925944089889526 Epoch 24: train loss 0.5437676161527634 Epoch 24: val loss 0.7046060562133789
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7032478898763657 Epoch 0: val loss 0.6843024492263794 Epoch 1: train loss 0.6767641206582388 Epoch 1: val loss 0.6853672862052917 Epoch 2: train loss 0.6777318815390269 Epoch 2: val loss 0.6867706179618835 Epoch 3: train loss 0.6639405886332194 Epoch 3: val loss 0.6879356503486633 Epoch 4: train loss 0.6551350802183151 Epoch 4: val loss 0.6891546845436096 Epoch 5: train loss 0.6493910700082779 Epoch 5: val loss 0.6941976547241211 Epoch 6: train loss 0.6415826976299286 Epoch 6: val loss 0.6917365193367004 Epoch 7: train loss 0.6238767802715302 Epoch 7: val loss 0.6927779912948608 Epoch 8: train loss 0.6311094562212626 Epoch 8: val loss 0.6982904076576233 Epoch 9: train loss 0.619992991288503 Epoch 9: val loss 0.6996738910675049 Epoch 10: train loss 0.6307086646556854 Epoch 10: val loss 0.7015677690505981 Epoch 11: train loss 0.6270001083612442 Epoch 11: val loss 0.7060292363166809 Epoch 12: train loss 0.6032763868570328 Epoch 12: val loss 0.7088673114776611 Epoch 13: train loss 0.5884746710459391 Epoch 13: val loss 0.7197876572608948 Epoch 14: train loss 0.595599594215552 Epoch 14: val loss 0.7254937291145325 Epoch 15: train loss 0.590701108177503 Epoch 15: val loss 0.7264063358306885 Epoch 16: train loss 0.5799636989831924 Epoch 16: val loss 0.7239768505096436 Epoch 17: train loss 0.6026876966158549 Epoch 17: val loss 0.7247690558433533 Epoch 18: train loss 0.5823721339305242 Epoch 18: val loss 0.7322397828102112 Epoch 19: train loss 0.5692750712235769 Epoch 19: val loss 0.7396515607833862 Epoch 20: train loss 0.5534560258189837 Epoch 20: val loss 0.737375795841217 Epoch 21: train loss 0.5552718912561735 Epoch 21: val loss 0.7394109964370728 Epoch 22: train loss 0.5669626916448275 Epoch 22: val loss 0.7441017031669617 Epoch 23: train loss 0.5554663861791292 Epoch 23: val loss 0.7459124326705933 Epoch 24: train loss 0.5381925031542778 Epoch 24: val loss 0.7525049448013306
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7085864841938019 Epoch 0: val loss 0.6878287196159363 Epoch 1: train loss 0.683537982404232 Epoch 1: val loss 0.6853311061859131 Epoch 2: train loss 0.6817977912724018 Epoch 2: val loss 0.6853145956993103 Epoch 3: train loss 0.6815192475914955 Epoch 3: val loss 0.6806677579879761 Epoch 4: train loss 0.6635498180985451 Epoch 4: val loss 0.67551189661026 Epoch 5: train loss 0.6573421880602837 Epoch 5: val loss 0.675851047039032 Epoch 6: train loss 0.6624721363186836 Epoch 6: val loss 0.6707413792610168 Epoch 7: train loss 0.6400916241109371 Epoch 7: val loss 0.666801929473877 Epoch 8: train loss 0.6334887892007828 Epoch 8: val loss 0.668861448764801 Epoch 9: train loss 0.6449218615889549 Epoch 9: val loss 0.6678274273872375 Epoch 10: train loss 0.6345030479133129 Epoch 10: val loss 0.6743953824043274 Epoch 11: train loss 0.6132996156811714 Epoch 11: val loss 0.6762847900390625 Epoch 12: train loss 0.6348533108830452 Epoch 12: val loss 0.6743032932281494 Epoch 13: train loss 0.6293410919606686 Epoch 13: val loss 0.6761188507080078 Epoch 14: train loss 0.6034600753337145 Epoch 14: val loss 0.6740284562110901 Epoch 15: train loss 0.6167862676084042 Epoch 15: val loss 0.6721709966659546 Epoch 16: train loss 0.6068829745054245 Epoch 16: val loss 0.6735984683036804 Epoch 17: train loss 0.5929906964302063 Epoch 17: val loss 0.6803300976753235
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
17 Epoch 0: train loss 0.6911895871162415 Epoch 0: val loss 0.6543309092521667 Epoch 1: train loss 0.6300702520779201 Epoch 1: val loss 0.6482585072517395 Epoch 2: train loss 0.6438565339360919 Epoch 2: val loss 0.6362163424491882 Epoch 3: train loss 0.6361895714487348 Epoch 3: val loss 0.6225223541259766 Epoch 4: train loss 0.5931847521236965 Epoch 4: val loss 0.6212005615234375 Epoch 5: train loss 0.5366430623190743 Epoch 5: val loss 0.6151149272918701 Epoch 6: train loss 0.5440913268498012 Epoch 6: val loss 0.6135305762290955 Epoch 7: train loss 0.5681053868361882 Epoch 7: val loss 0.6165841817855835 Epoch 8: train loss 0.6122151826109204 Epoch 8: val loss 0.605949342250824 Epoch 9: train loss 0.5390661912305015 Epoch 9: val loss 0.6065064072608948 Epoch 10: train loss 0.5731544068881443 Epoch 10: val loss 0.6055198907852173 Epoch 11: train loss 0.5608329347201756 Epoch 11: val loss 0.5981185436248779 Epoch 12: train loss 0.5484095088073185 Epoch 12: val loss 0.6094822287559509 Epoch 13: train loss 0.4848847474370684 Epoch 13: val loss 0.6181026697158813 Epoch 14: train loss 0.48463509338242666 Epoch 14: val loss 0.6167430281639099 Epoch 15: train loss 0.47995668223925997 Epoch 15: val loss 0.6046605706214905 Epoch 16: train loss 0.5294206483023507 Epoch 16: val loss 0.6036476492881775 Epoch 17: train loss 0.4971282865319933 Epoch 17: val loss 0.5938954949378967 Epoch 18: train loss 0.5199622213840485 Epoch 18: val loss 0.5961950421333313 Epoch 19: train loss 0.5264239438942501 Epoch 19: val loss 0.6060484647750854 Epoch 20: train loss 0.4772158222539084 Epoch 20: val loss 0.6286941766738892 Epoch 21: train loss 0.4554928072861263 Epoch 21: val loss 0.6720476746559143 Epoch 22: train loss 0.47205932225499836 Epoch 22: val loss 0.7037826776504517 Epoch 23: train loss 0.49260413646698 Epoch 23: val loss 0.6865444779396057 Epoch 24: train loss 0.470174925667899 Epoch 24: val loss 0.6776198148727417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6778342383248466 Epoch 0: val loss 0.6324005126953125 Epoch 1: train loss 0.6848066023417881 Epoch 1: val loss 0.602157711982727 Epoch 2: train loss 0.5958483304296222 Epoch 2: val loss 0.590671956539154 Epoch 3: train loss 0.6050083296639579 Epoch 3: val loss 0.5787296891212463 Epoch 4: train loss 0.5938710187162671 Epoch 4: val loss 0.5751151442527771 Epoch 5: train loss 0.5687013438769749 Epoch 5: val loss 0.5743153691291809 Epoch 6: train loss 0.5508357584476471 Epoch 6: val loss 0.5727275013923645 Epoch 7: train loss 0.5744531835828509 Epoch 7: val loss 0.5711915493011475 Epoch 8: train loss 0.5790631089891706 Epoch 8: val loss 0.5717400908470154 Epoch 9: train loss 0.49970452913216185 Epoch 9: val loss 0.5789728164672852 Epoch 10: train loss 0.5041509611266 Epoch 10: val loss 0.5836740732192993 Epoch 11: train loss 0.5139761439391545 Epoch 11: val loss 0.5864342451095581 Epoch 12: train loss 0.5394203237124852 Epoch 12: val loss 0.5906577110290527 Epoch 13: train loss 0.5637534260749817 Epoch 13: val loss 0.5915699601173401 Epoch 14: train loss 0.5231947685991015 Epoch 14: val loss 0.5929016470909119 Epoch 15: train loss 0.5396565837519509 Epoch 15: val loss 0.5983482599258423 Epoch 16: train loss 0.5399671239512307 Epoch 16: val loss 0.5970141291618347 Epoch 17: train loss 0.5182502908366067 Epoch 17: val loss 0.5896487832069397 Epoch 18: train loss 0.4738825942788805 Epoch 18: val loss 0.5904350876808167 Epoch 19: train loss 0.47618299296924044 Epoch 19: val loss 0.5945357084274292 Epoch 20: train loss 0.48270500557763235 Epoch 20: val loss 0.5994790196418762 Epoch 21: train loss 0.47595913069588797 Epoch 21: val loss 0.598556637763977 Epoch 22: train loss 0.4470478424004146 Epoch 22: val loss 0.6005005836486816 Epoch 23: train loss 0.438491301877158 Epoch 23: val loss 0.6031796932220459 Epoch 24: train loss 0.47078794666699003 Epoch 24: val loss 0.6093981862068176
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6517870766775948 Epoch 0: val loss 0.605129599571228 Epoch 1: train loss 0.6009641460009983 Epoch 1: val loss 0.5832209587097168 Epoch 2: train loss 0.5719164907932281 Epoch 2: val loss 0.5747366547584534 Epoch 3: train loss 0.5458456362996783 Epoch 3: val loss 0.5799709558486938 Epoch 4: train loss 0.5430930597441537 Epoch 4: val loss 0.5795658230781555 Epoch 5: train loss 0.5153903067111969 Epoch 5: val loss 0.5836930274963379 Epoch 6: train loss 0.570204074893679 Epoch 6: val loss 0.580044150352478 Epoch 7: train loss 0.5358786072049823 Epoch 7: val loss 0.5906298160552979 Epoch 8: train loss 0.5350187505994525 Epoch 8: val loss 0.5958468317985535 Epoch 9: train loss 0.514963469335011 Epoch 9: val loss 0.5918843746185303 Epoch 10: train loss 0.5213712411267417 Epoch 10: val loss 0.5988626480102539 Epoch 11: train loss 0.513330489397049 Epoch 11: val loss 0.5970199704170227 Epoch 12: train loss 0.4820162568773542 Epoch 12: val loss 0.600629448890686 Epoch 13: train loss 0.5364881796496255 Epoch 13: val loss 0.5934622883796692 Epoch 14: train loss 0.5441730831350599 Epoch 14: val loss 0.5910629630088806 Epoch 15: train loss 0.4798394186156137 Epoch 15: val loss 0.5843794941902161 Epoch 16: train loss 0.46613055041858126 Epoch 16: val loss 0.5887731313705444 Epoch 17: train loss 0.5328583036150251 Epoch 17: val loss 0.592982292175293 Epoch 18: train loss 0.4757417823587145 Epoch 18: val loss 0.600814163684845 Epoch 19: train loss 0.4384531932217734 Epoch 19: val loss 0.5865503549575806 Epoch 20: train loss 0.5007134548255375 Epoch 20: val loss 0.5791866779327393 Epoch 21: train loss 0.47184292333466665 Epoch 21: val loss 0.5714794993400574 Epoch 22: train loss 0.4565503554684775 Epoch 22: val loss 0.5784033536911011 Epoch 23: train loss 0.43674475806100027 Epoch 23: val loss 0.5819070935249329 Epoch 24: train loss 0.4282974302768707 Epoch 24: val loss 0.5925243496894836
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6803090742656163 Epoch 0: val loss 0.643540620803833 Epoch 1: train loss 0.6128813794681004 Epoch 1: val loss 0.6199640035629272 Epoch 2: train loss 0.5837007292679378 Epoch 2: val loss 0.6094444990158081 Epoch 3: train loss 0.6097757986613682 Epoch 3: val loss 0.6039946675300598 Epoch 4: train loss 0.5793343952723912 Epoch 4: val loss 0.6055020689964294 Epoch 5: train loss 0.5531432756355831 Epoch 5: val loss 0.6119733452796936 Epoch 6: train loss 0.5551029443740845 Epoch 6: val loss 0.6157870888710022 Epoch 7: train loss 0.533391854592732 Epoch 7: val loss 0.612085223197937 Epoch 8: train loss 0.4927788036210196 Epoch 8: val loss 0.6126245856285095 Epoch 9: train loss 0.5264963209629059 Epoch 9: val loss 0.6156354546546936 Epoch 10: train loss 0.46951617087636677 Epoch 10: val loss 0.6189203858375549 Epoch 11: train loss 0.5747231372765133 Epoch 11: val loss 0.6163036823272705 Epoch 12: train loss 0.49151829310825895 Epoch 12: val loss 0.6134518384933472 Epoch 13: train loss 0.4675012507608959 Epoch 13: val loss 0.6157278418540955 Epoch 14: train loss 0.51083362528256 Epoch 14: val loss 0.6165051460266113 Epoch 15: train loss 0.4639926425048283 Epoch 15: val loss 0.6144334077835083 Epoch 16: train loss 0.48488359791891916 Epoch 16: val loss 0.6168885827064514 Epoch 17: train loss 0.47841923577444895 Epoch 17: val loss 0.6200751662254333 Epoch 18: train loss 0.4553280174732208 Epoch 18: val loss 0.6212301850318909 Epoch 19: train loss 0.47999551040785654 Epoch 19: val loss 0.6251166462898254 Epoch 20: train loss 0.43759119297776905 Epoch 20: val loss 0.6249961256980896 Epoch 21: train loss 0.4764920728547232 Epoch 21: val loss 0.6304020881652832 Epoch 22: train loss 0.44130031977381023 Epoch 22: val loss 0.6365553140640259 Epoch 23: train loss 0.528300689799445 Epoch 23: val loss 0.6387521624565125 Epoch 24: train loss 0.4495352123464857 Epoch 24: val loss 0.643163800239563
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7080210314856635 Epoch 0: val loss 0.6135365962982178 Epoch 1: train loss 0.5911464095115662 Epoch 1: val loss 0.5706674456596375 Epoch 2: train loss 0.6102224191029867 Epoch 2: val loss 0.5626561641693115 Epoch 3: train loss 0.5567704869641198 Epoch 3: val loss 0.5552999973297119 Epoch 4: train loss 0.5628062817785475 Epoch 4: val loss 0.5567170977592468 Epoch 5: train loss 0.5386032693915896 Epoch 5: val loss 0.567985475063324 Epoch 6: train loss 0.5430760350492265 Epoch 6: val loss 0.5901191234588623 Epoch 7: train loss 0.5610619816515181 Epoch 7: val loss 0.6059848666191101
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6615536361932755 Epoch 0: val loss 0.6264504194259644 Epoch 1: train loss 0.6084340214729309 Epoch 1: val loss 0.5899572968482971 Epoch 2: train loss 0.5681316293776035 Epoch 2: val loss 0.5564490556716919 Epoch 3: train loss 0.5449229180812836 Epoch 3: val loss 0.5352708101272583 Epoch 4: train loss 0.5313830152153969 Epoch 4: val loss 0.5233666896820068 Epoch 5: train loss 0.5228380337357521 Epoch 5: val loss 0.520625650882721 Epoch 6: train loss 0.5125685222446918 Epoch 6: val loss 0.5268898606300354 Epoch 7: train loss 0.49817320331931114 Epoch 7: val loss 0.5373140573501587 Epoch 8: train loss 0.47133784741163254 Epoch 8: val loss 0.5396605134010315 Epoch 9: train loss 0.4991363473236561 Epoch 9: val loss 0.5430678129196167 Epoch 10: train loss 0.46793216839432716 Epoch 10: val loss 0.533859133720398 Epoch 11: train loss 0.4746127091348171 Epoch 11: val loss 0.5332003831863403 Epoch 12: train loss 0.46395590901374817 Epoch 12: val loss 0.5400117635726929 Epoch 13: train loss 0.46123044192790985 Epoch 13: val loss 0.5386268496513367 Epoch 14: train loss 0.44047287851572037 Epoch 14: val loss 0.5419973731040955 Epoch 15: train loss 0.43418775126338005 Epoch 15: val loss 0.5486453771591187 Epoch 16: train loss 0.4599521644413471 Epoch 16: val loss 0.5599524974822998 Epoch 17: train loss 0.4324626177549362 Epoch 17: val loss 0.5498508810997009 Epoch 18: train loss 0.41965796053409576 Epoch 18: val loss 0.5522196888923645 Epoch 19: train loss 0.4081896170973778 Epoch 19: val loss 0.5579290986061096 Epoch 20: train loss 0.4083368666470051 Epoch 20: val loss 0.5666021108627319 Epoch 21: train loss 0.4185815565288067 Epoch 21: val loss 0.5966033935546875 Epoch 22: train loss 0.37412721663713455 Epoch 22: val loss 0.5976792573928833 Epoch 23: train loss 0.3996497690677643 Epoch 23: val loss 0.5971235036849976 Epoch 24: train loss 0.36620497703552246 Epoch 24: val loss 0.5850751996040344
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6686297133564949 Epoch 0: val loss 0.6427088975906372 Epoch 1: train loss 0.6154427155852318 Epoch 1: val loss 0.6055532693862915 Epoch 2: train loss 0.5912919640541077 Epoch 2: val loss 0.5703800320625305 Epoch 3: train loss 0.5308258235454559 Epoch 3: val loss 0.5318130850791931 Epoch 4: train loss 0.5104195177555084 Epoch 4: val loss 0.5143037438392639 Epoch 5: train loss 0.5014316141605377 Epoch 5: val loss 0.5126500129699707 Epoch 6: train loss 0.47599922865629196 Epoch 6: val loss 0.5086902379989624 Epoch 7: train loss 0.4938770979642868 Epoch 7: val loss 0.512179970741272 Epoch 8: train loss 0.47814812883734703 Epoch 8: val loss 0.509952187538147 Epoch 9: train loss 0.46444324776530266 Epoch 9: val loss 0.5058560371398926 Epoch 10: train loss 0.4669533856213093 Epoch 10: val loss 0.5072940587997437 Epoch 11: train loss 0.46240509301424026 Epoch 11: val loss 0.5019985437393188 Epoch 12: train loss 0.4537319913506508 Epoch 12: val loss 0.4944807291030884 Epoch 13: train loss 0.4586459919810295 Epoch 13: val loss 0.49951106309890747 Epoch 14: train loss 0.43648307770490646 Epoch 14: val loss 0.4977495074272156 Epoch 15: train loss 0.4194905012845993 Epoch 15: val loss 0.4945020079612732 Epoch 16: train loss 0.42400241270661354 Epoch 16: val loss 0.48888999223709106 Epoch 17: train loss 0.42119573429226875 Epoch 17: val loss 0.4903322756290436 Epoch 18: train loss 0.4328237399458885 Epoch 18: val loss 0.49394625425338745 Epoch 19: train loss 0.40401993691921234 Epoch 19: val loss 0.4897131025791168 Epoch 20: train loss 0.40789181739091873 Epoch 20: val loss 0.4821813106536865 Epoch 21: train loss 0.38185736909508705 Epoch 21: val loss 0.4885627031326294 Epoch 22: train loss 0.4031090661883354 Epoch 22: val loss 0.49779826402664185 Epoch 23: train loss 0.39754894003272057 Epoch 23: val loss 0.500964343547821 Epoch 24: train loss 0.3772645853459835 Epoch 24: val loss 0.4880947768688202
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6870635747909546 Epoch 0: val loss 0.6796675324440002 Epoch 1: train loss 0.6214171275496483 Epoch 1: val loss 0.6522844433784485 Epoch 2: train loss 0.5744684636592865 Epoch 2: val loss 0.620857298374176 Epoch 3: train loss 0.5395168513059616 Epoch 3: val loss 0.591127336025238 Epoch 4: train loss 0.5120125412940979 Epoch 4: val loss 0.5696356296539307 Epoch 5: train loss 0.46887803822755814 Epoch 5: val loss 0.562786877155304 Epoch 6: train loss 0.4717371352016926 Epoch 6: val loss 0.5610925555229187 Epoch 7: train loss 0.46874313801527023 Epoch 7: val loss 0.5609107613563538 Epoch 8: train loss 0.47865569218993187 Epoch 8: val loss 0.5583634376525879 Epoch 9: train loss 0.4554426409304142 Epoch 9: val loss 0.5571285486221313 Epoch 10: train loss 0.4807681106030941 Epoch 10: val loss 0.5575680732727051 Epoch 11: train loss 0.4429738521575928 Epoch 11: val loss 0.558411180973053 Epoch 12: train loss 0.41286683455109596 Epoch 12: val loss 0.5635144114494324 Epoch 13: train loss 0.42159852758049965 Epoch 13: val loss 0.5653029084205627 Epoch 14: train loss 0.4465256705880165 Epoch 14: val loss 0.5682702660560608 Epoch 15: train loss 0.4213436581194401 Epoch 15: val loss 0.5706621408462524 Epoch 16: train loss 0.40258701145648956 Epoch 16: val loss 0.5747342109680176 Epoch 17: train loss 0.4096481055021286 Epoch 17: val loss 0.574692964553833 Epoch 18: train loss 0.39104608818888664 Epoch 18: val loss 0.5760956406593323 Epoch 19: train loss 0.41945885866880417 Epoch 19: val loss 0.576239824295044 Epoch 20: train loss 0.3924020938575268 Epoch 20: val loss 0.5804136991500854 Epoch 21: train loss 0.3965366333723068 Epoch 21: val loss 0.5873072743415833 Epoch 22: train loss 0.36450666934251785 Epoch 22: val loss 0.5992706418037415 Epoch 23: train loss 0.35183723643422127 Epoch 23: val loss 0.6072349548339844 Epoch 24: train loss 0.3532082065939903 Epoch 24: val loss 0.6151875853538513
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6904390975832939 Epoch 0: val loss 0.6523830890655518 Epoch 1: train loss 0.6383146196603775 Epoch 1: val loss 0.617999792098999 Epoch 2: train loss 0.5777225494384766 Epoch 2: val loss 0.5867972373962402 Epoch 3: train loss 0.5642233081161976 Epoch 3: val loss 0.5574420690536499 Epoch 4: train loss 0.5335106290876865 Epoch 4: val loss 0.5419054627418518 Epoch 5: train loss 0.49878333136439323 Epoch 5: val loss 0.5328190326690674 Epoch 6: train loss 0.49665240570902824 Epoch 6: val loss 0.5292221903800964 Epoch 7: train loss 0.48304274678230286 Epoch 7: val loss 0.523469865322113 Epoch 8: train loss 0.4770253226161003 Epoch 8: val loss 0.5211684703826904 Epoch 9: train loss 0.47165025770664215 Epoch 9: val loss 0.5229674577713013 Epoch 10: train loss 0.461917232722044 Epoch 10: val loss 0.526776909828186 Epoch 11: train loss 0.45773978531360626 Epoch 11: val loss 0.5342140793800354 Epoch 12: train loss 0.4284585006535053 Epoch 12: val loss 0.5422155857086182 Epoch 13: train loss 0.4579467177391052 Epoch 13: val loss 0.5399004817008972 Epoch 14: train loss 0.4633031114935875 Epoch 14: val loss 0.5456839799880981 Epoch 15: train loss 0.42700220271945 Epoch 15: val loss 0.5430808663368225 Epoch 16: train loss 0.4192245379090309 Epoch 16: val loss 0.5456846356391907 Epoch 17: train loss 0.4234420731663704 Epoch 17: val loss 0.5520259141921997 Epoch 18: train loss 0.40237022191286087 Epoch 18: val loss 0.5530106425285339 Epoch 19: train loss 0.41616514325141907 Epoch 19: val loss 0.5572249889373779 Epoch 20: train loss 0.39652417227625847 Epoch 20: val loss 0.5568205714225769 Epoch 21: train loss 0.39929652214050293 Epoch 21: val loss 0.5666159391403198 Epoch 22: train loss 0.40136756002902985 Epoch 22: val loss 0.5752639770507812 Epoch 23: train loss 0.3754127733409405 Epoch 23: val loss 0.5710499286651611 Epoch 24: train loss 0.36477608419954777 Epoch 24: val loss 0.5613409876823425
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.674541787667708 Epoch 0: val loss 0.6449688673019409 Epoch 1: train loss 0.5969940207221291 Epoch 1: val loss 0.6090680360794067 Epoch 2: train loss 0.5574201182885603 Epoch 2: val loss 0.5737972259521484 Epoch 3: train loss 0.5031232535839081 Epoch 3: val loss 0.5592647790908813 Epoch 4: train loss 0.5197499882091176 Epoch 4: val loss 0.5514324903488159 Epoch 5: train loss 0.47237514094872907 Epoch 5: val loss 0.5449137687683105 Epoch 6: train loss 0.46981981667605316 Epoch 6: val loss 0.5417227149009705 Epoch 7: train loss 0.4663258194923401 Epoch 7: val loss 0.5391488075256348 Epoch 8: train loss 0.4753193963657726 Epoch 8: val loss 0.5434070825576782 Epoch 9: train loss 0.4598195959221233 Epoch 9: val loss 0.5406180024147034 Epoch 10: train loss 0.4509385661645369 Epoch 10: val loss 0.5422545671463013 Epoch 11: train loss 0.4451376741582697 Epoch 11: val loss 0.5419417023658752 Epoch 12: train loss 0.4351152019067244 Epoch 12: val loss 0.5401736497879028 Epoch 13: train loss 0.4251360568133267 Epoch 13: val loss 0.5511288642883301 Epoch 14: train loss 0.43763586607846344 Epoch 14: val loss 0.5612909197807312 Epoch 15: train loss 0.42717306180433795 Epoch 15: val loss 0.5566638112068176 Epoch 16: train loss 0.4337098625573245 Epoch 16: val loss 0.5523355007171631 Epoch 17: train loss 0.421074701981111 Epoch 17: val loss 0.5469889640808105
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6776222944259643 Epoch 0: val loss 0.610811710357666 Epoch 1: train loss 0.6039327383041382 Epoch 1: val loss 0.5687951445579529 Epoch 2: train loss 0.5585563600063324 Epoch 2: val loss 0.5433246493339539 Epoch 3: train loss 0.544325765967369 Epoch 3: val loss 0.5275164246559143 Epoch 4: train loss 0.5102546751499176 Epoch 4: val loss 0.5283565521240234 Epoch 5: train loss 0.5048446208238602 Epoch 5: val loss 0.535171627998352 Epoch 6: train loss 0.5070969194173813 Epoch 6: val loss 0.5313198566436768 Epoch 7: train loss 0.512694701552391 Epoch 7: val loss 0.5346465706825256 Epoch 8: train loss 0.4778334051370621 Epoch 8: val loss 0.5453624725341797 Epoch 9: train loss 0.5080372422933579 Epoch 9: val loss 0.5437545776367188 Epoch 10: train loss 0.4964552283287048 Epoch 10: val loss 0.5534745454788208 Epoch 11: train loss 0.4830446779727936 Epoch 11: val loss 0.5505920052528381 Epoch 12: train loss 0.4885024964809418 Epoch 12: val loss 0.5513827204704285 Epoch 13: train loss 0.4886590361595154 Epoch 13: val loss 0.5563786029815674 Epoch 14: train loss 0.4641993373632431 Epoch 14: val loss 0.569983720779419 Epoch 15: train loss 0.44427446126937864 Epoch 15: val loss 0.5831443667411804 Epoch 16: train loss 0.4837180584669113 Epoch 16: val loss 0.596997857093811 Epoch 17: train loss 0.4652418941259384 Epoch 17: val loss 0.5922877788543701 Epoch 18: train loss 0.44885767698287965 Epoch 18: val loss 0.5915582776069641 Epoch 19: train loss 0.44019185900688174 Epoch 19: val loss 0.5895003080368042 Epoch 20: train loss 0.4583049088716507 Epoch 20: val loss 0.5972261428833008 Epoch 21: train loss 0.45649910271167754 Epoch 21: val loss 0.6025853157043457 Epoch 22: train loss 0.42300496250391006 Epoch 22: val loss 0.6208634376525879 Epoch 23: train loss 0.44632611572742464 Epoch 23: val loss 0.6355202198028564 Epoch 24: train loss 0.4416937530040741 Epoch 24: val loss 0.5990517139434814
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6571585595607757 Epoch 0: val loss 0.6412053108215332 Epoch 1: train loss 0.5966945171356202 Epoch 1: val loss 0.6012658476829529 Epoch 2: train loss 0.5502313107252121 Epoch 2: val loss 0.575098991394043 Epoch 3: train loss 0.5052876472473145 Epoch 3: val loss 0.5677810907363892 Epoch 4: train loss 0.5064059048891068 Epoch 4: val loss 0.574694037437439 Epoch 5: train loss 0.5174463391304016 Epoch 5: val loss 0.5686777234077454 Epoch 6: train loss 0.5008293092250824 Epoch 6: val loss 0.5646548867225647 Epoch 7: train loss 0.48698432445526124 Epoch 7: val loss 0.5603878498077393 Epoch 8: train loss 0.4809485912322998 Epoch 8: val loss 0.5605217218399048 Epoch 9: train loss 0.4528897762298584 Epoch 9: val loss 0.5567882657051086 Epoch 10: train loss 0.4441710591316223 Epoch 10: val loss 0.5575622916221619 Epoch 11: train loss 0.4405878156423569 Epoch 11: val loss 0.5622796416282654 Epoch 12: train loss 0.4531752377748489 Epoch 12: val loss 0.5493371486663818 Epoch 13: train loss 0.43797666728496554 Epoch 13: val loss 0.5499847531318665 Epoch 14: train loss 0.4474827766418457 Epoch 14: val loss 0.5654637217521667 Epoch 15: train loss 0.44137177169322966 Epoch 15: val loss 0.5571768283843994 Epoch 16: train loss 0.43045357763767245 Epoch 16: val loss 0.5622351169586182 Epoch 17: train loss 0.41503843665122986 Epoch 17: val loss 0.571225106716156 Epoch 18: train loss 0.4193783774971962 Epoch 18: val loss 0.5739763379096985 Epoch 19: train loss 0.40788835287094116 Epoch 19: val loss 0.5787539482116699 Epoch 20: train loss 0.4291702449321747 Epoch 20: val loss 0.5793967843055725 Epoch 21: train loss 0.42191557586193085 Epoch 21: val loss 0.5708624124526978 Epoch 22: train loss 0.38506509363651276 Epoch 22: val loss 0.5687981247901917 Epoch 23: train loss 0.38882737755775454 Epoch 23: val loss 0.5881122350692749 Epoch 24: train loss 0.39596320390701295 Epoch 24: val loss 0.5903897285461426
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6533596634864807 Epoch 0: val loss 0.6036291122436523 Epoch 1: train loss 0.5740014374256134 Epoch 1: val loss 0.565062940120697 Epoch 2: train loss 0.5608322083950043 Epoch 2: val loss 0.5421868562698364 Epoch 3: train loss 0.537299194931984 Epoch 3: val loss 0.5376599431037903 Epoch 4: train loss 0.5233921349048615 Epoch 4: val loss 0.5386685729026794 Epoch 5: train loss 0.5092456579208374 Epoch 5: val loss 0.5401090979576111 Epoch 6: train loss 0.5202266931533813 Epoch 6: val loss 0.543870210647583 Epoch 7: train loss 0.49133750796318054 Epoch 7: val loss 0.5436197519302368 Epoch 8: train loss 0.5002617806196212 Epoch 8: val loss 0.5412098169326782 Epoch 9: train loss 0.4931634247303009 Epoch 9: val loss 0.5418202877044678 Epoch 10: train loss 0.47976704239845275 Epoch 10: val loss 0.5531267523765564 Epoch 11: train loss 0.45185987651348114 Epoch 11: val loss 0.5479655265808105 Epoch 12: train loss 0.47367164492607117 Epoch 12: val loss 0.5568957328796387 Epoch 13: train loss 0.45147634446620943 Epoch 13: val loss 0.5576601624488831 Epoch 14: train loss 0.4326458364725113 Epoch 14: val loss 0.5444105863571167 Epoch 15: train loss 0.4640780955553055 Epoch 15: val loss 0.5380884408950806 Epoch 16: train loss 0.44321917593479154 Epoch 16: val loss 0.5491628050804138 Epoch 17: train loss 0.40435783565044403 Epoch 17: val loss 0.5421183109283447 Epoch 18: train loss 0.42132238745689393 Epoch 18: val loss 0.536817729473114 Epoch 19: train loss 0.4314382642507553 Epoch 19: val loss 0.536521852016449 Epoch 20: train loss 0.4171172469854355 Epoch 20: val loss 0.5376102924346924 Epoch 21: train loss 0.4203003138303757 Epoch 21: val loss 0.5470779538154602 Epoch 22: train loss 0.40269110202789304 Epoch 22: val loss 0.5604164600372314 Epoch 23: train loss 0.3926779866218567 Epoch 23: val loss 0.5453251004219055 Epoch 24: train loss 0.3947132915258408 Epoch 24: val loss 0.5475757122039795
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6512191534042359 Epoch 0: val loss 0.6091867089271545 Epoch 1: train loss 0.5708687245845795 Epoch 1: val loss 0.5692899823188782 Epoch 2: train loss 0.5386697202920914 Epoch 2: val loss 0.5664902329444885 Epoch 3: train loss 0.5243837714195252 Epoch 3: val loss 0.5763199329376221 Epoch 4: train loss 0.49119384288787843 Epoch 4: val loss 0.5686477422714233 Epoch 5: train loss 0.4723456084728241 Epoch 5: val loss 0.5789724588394165 Epoch 6: train loss 0.5210687547922135 Epoch 6: val loss 0.5813593864440918 Epoch 7: train loss 0.4877647668123245 Epoch 7: val loss 0.5883775949478149 Epoch 8: train loss 0.4750441998243332 Epoch 8: val loss 0.5862701535224915 Epoch 9: train loss 0.4942970484495163 Epoch 9: val loss 0.5795044898986816 Epoch 10: train loss 0.45390415489673613 Epoch 10: val loss 0.5857464075088501 Epoch 11: train loss 0.4571231693029404 Epoch 11: val loss 0.582740068435669 Epoch 12: train loss 0.4539484441280365 Epoch 12: val loss 0.5873427391052246 Epoch 13: train loss 0.4410754770040512 Epoch 13: val loss 0.5795629024505615 Epoch 14: train loss 0.41904882788658143 Epoch 14: val loss 0.5862584114074707 Epoch 15: train loss 0.44671830236911775 Epoch 15: val loss 0.5851360559463501 Epoch 16: train loss 0.4211284264922142 Epoch 16: val loss 0.5788909792900085 Epoch 17: train loss 0.41388543844223025 Epoch 17: val loss 0.576102614402771 Epoch 18: train loss 0.41246808469295504 Epoch 18: val loss 0.5926588177680969 Epoch 19: train loss 0.4116425558924675 Epoch 19: val loss 0.5849950909614563 Epoch 20: train loss 0.41949017345905304 Epoch 20: val loss 0.5946748852729797 Epoch 21: train loss 0.4154548794031143 Epoch 21: val loss 0.6133214831352234 Epoch 22: train loss 0.3733053281903267 Epoch 22: val loss 0.6100464463233948 Epoch 23: train loss 0.3875619888305664 Epoch 23: val loss 0.6046673655509949 Epoch 24: train loss 0.37821717858314513 Epoch 24: val loss 0.6006579399108887
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6746999300443209 Epoch 0: val loss 0.6354894638061523 Epoch 1: train loss 0.6126272953473605 Epoch 1: val loss 0.592965304851532 Epoch 2: train loss 0.5591596273275522 Epoch 2: val loss 0.5653687119483948 Epoch 3: train loss 0.5394938267194308 Epoch 3: val loss 0.549994170665741 Epoch 4: train loss 0.5158624969995939 Epoch 4: val loss 0.549365758895874 Epoch 5: train loss 0.5090656922413752 Epoch 5: val loss 0.5339168906211853 Epoch 6: train loss 0.5074561605086694 Epoch 6: val loss 0.5267239212989807 Epoch 7: train loss 0.5058933954972488 Epoch 7: val loss 0.5309003591537476 Epoch 8: train loss 0.47915647350824797 Epoch 8: val loss 0.5239870548248291 Epoch 9: train loss 0.47338810104590195 Epoch 9: val loss 0.5191816687583923 Epoch 10: train loss 0.4868583885522989 Epoch 10: val loss 0.5209806561470032 Epoch 11: train loss 0.46942298916669994 Epoch 11: val loss 0.5232924818992615 Epoch 12: train loss 0.46934521886018604 Epoch 12: val loss 0.519618034362793 Epoch 13: train loss 0.46715607322179353 Epoch 13: val loss 0.512429416179657 Epoch 14: train loss 0.46420706235445464 Epoch 14: val loss 0.5112139582633972 Epoch 15: train loss 0.46597760686507594 Epoch 15: val loss 0.512715756893158
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6939000818464491 Epoch 0: val loss 0.6857984662055969 Epoch 1: train loss 0.6743356784184774 Epoch 1: val loss 0.6799283623695374 Epoch 2: train loss 0.6626137362586128 Epoch 2: val loss 0.6670153141021729 Epoch 3: train loss 0.6454515722062852 Epoch 3: val loss 0.658270537853241 Epoch 4: train loss 0.6300777395566305 Epoch 4: val loss 0.6518988013267517 Epoch 5: train loss 0.6204263899061415 Epoch 5: val loss 0.6458211541175842 Epoch 6: train loss 0.5957625442081027 Epoch 6: val loss 0.6402411460876465 Epoch 7: train loss 0.5814641581641303 Epoch 7: val loss 0.6344677805900574 Epoch 8: train loss 0.5713444418377347 Epoch 8: val loss 0.632403552532196 Epoch 9: train loss 0.5643532143698798 Epoch 9: val loss 0.6329883933067322 Epoch 10: train loss 0.5553578171465132 Epoch 10: val loss 0.6336885094642639 Epoch 11: train loss 0.5475595692793528 Epoch 11: val loss 0.6260365843772888 Epoch 12: train loss 0.512154221534729 Epoch 12: val loss 0.6184291243553162 Epoch 13: train loss 0.4889483650525411 Epoch 13: val loss 0.6178588271141052 Epoch 14: train loss 0.5101723372936249 Epoch 14: val loss 0.621317982673645 Epoch 15: train loss 0.49494313531451756 Epoch 15: val loss 0.6322377920150757 Epoch 16: train loss 0.4812697602642907 Epoch 16: val loss 0.6283412575721741 Epoch 17: train loss 0.4780572321679857 Epoch 17: val loss 0.627653181552887 Epoch 18: train loss 0.47737641135851544 Epoch 18: val loss 0.6325139999389648 Epoch 19: train loss 0.44894583026568097 Epoch 19: val loss 0.6387823224067688 Epoch 20: train loss 0.4470203220844269 Epoch 20: val loss 0.6477535367012024 Epoch 21: train loss 0.4435361623764038 Epoch 21: val loss 0.6521552205085754 Epoch 22: train loss 0.43841097089979386 Epoch 22: val loss 0.6543828845024109 Epoch 23: train loss 0.4039210047986772 Epoch 23: val loss 0.6523140072822571 Epoch 24: train loss 0.4094068970945146 Epoch 24: val loss 0.6721342206001282
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930318673451742 Epoch 0: val loss 0.6693542003631592 Epoch 1: train loss 0.6771176987224155 Epoch 1: val loss 0.6513741612434387 Epoch 2: train loss 0.6347783803939819 Epoch 2: val loss 0.639323890209198 Epoch 3: train loss 0.6194676558176676 Epoch 3: val loss 0.6291930079460144 Epoch 4: train loss 0.6081553763813443 Epoch 4: val loss 0.6255180239677429 Epoch 5: train loss 0.5879957609706454 Epoch 5: val loss 0.6200935244560242 Epoch 6: train loss 0.5793342921468947 Epoch 6: val loss 0.6159151196479797 Epoch 7: train loss 0.558923085530599 Epoch 7: val loss 0.6198788285255432 Epoch 8: train loss 0.5395534104771085 Epoch 8: val loss 0.6188223361968994 Epoch 9: train loss 0.5373567442099253 Epoch 9: val loss 0.6183862686157227 Epoch 10: train loss 0.5244583619965447 Epoch 10: val loss 0.6239965558052063 Epoch 11: train loss 0.5068540175755819 Epoch 11: val loss 0.6284738779067993 Epoch 12: train loss 0.5190291901429495 Epoch 12: val loss 0.6236055493354797 Epoch 13: train loss 0.5081782870822482 Epoch 13: val loss 0.6237902641296387 Epoch 14: train loss 0.4931453764438629 Epoch 14: val loss 0.6289989948272705 Epoch 15: train loss 0.4781549639172024 Epoch 15: val loss 0.6378526091575623 Epoch 16: train loss 0.4913497765858968 Epoch 16: val loss 0.64178466796875 Epoch 17: train loss 0.4723599354426066 Epoch 17: val loss 0.6354829668998718 Epoch 18: train loss 0.4693145718839433 Epoch 18: val loss 0.6366839408874512 Epoch 19: train loss 0.4474002487129635 Epoch 19: val loss 0.6470085978507996 Epoch 20: train loss 0.485565013355679 Epoch 20: val loss 0.6544532179832458 Epoch 21: train loss 0.43690557612313163 Epoch 21: val loss 0.6738129258155823 Epoch 22: train loss 0.4603550003634559 Epoch 22: val loss 0.6882052421569824 Epoch 23: train loss 0.47055604060490924 Epoch 23: val loss 0.6796560883522034 Epoch 24: train loss 0.45370286371972823 Epoch 24: val loss 0.6632676720619202
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972018678983053 Epoch 0: val loss 0.6678762435913086 Epoch 1: train loss 0.6720266805754768 Epoch 1: val loss 0.6511555910110474 Epoch 2: train loss 0.6482498513327705 Epoch 2: val loss 0.6466676592826843 Epoch 3: train loss 0.6243894563780891 Epoch 3: val loss 0.6405275464057922 Epoch 4: train loss 0.6139455570114983 Epoch 4: val loss 0.6415308117866516 Epoch 5: train loss 0.6021263069576688 Epoch 5: val loss 0.642081081867218 Epoch 6: train loss 0.5869317087862227 Epoch 6: val loss 0.6427578926086426 Epoch 7: train loss 0.5669205553001828 Epoch 7: val loss 0.6442617774009705 Epoch 8: train loss 0.5663648247718811 Epoch 8: val loss 0.6480791568756104 Epoch 9: train loss 0.5607906116379632 Epoch 9: val loss 0.6457690596580505 Epoch 10: train loss 0.5535690420203738 Epoch 10: val loss 0.6438563466072083 Epoch 11: train loss 0.5373879439300961 Epoch 11: val loss 0.6416751742362976 Epoch 12: train loss 0.5503770245446099 Epoch 12: val loss 0.6392616629600525 Epoch 13: train loss 0.5308251414034102 Epoch 13: val loss 0.6508527398109436 Epoch 14: train loss 0.5417485435803732 Epoch 14: val loss 0.6652112603187561 Epoch 15: train loss 0.5127182470427619 Epoch 15: val loss 0.6501002907752991 Epoch 16: train loss 0.5111175411277347 Epoch 16: val loss 0.6341524720191956 Epoch 17: train loss 0.4858362211121453 Epoch 17: val loss 0.6370040774345398 Epoch 18: train loss 0.5047456324100494 Epoch 18: val loss 0.6459893584251404 Epoch 19: train loss 0.47958940929836696 Epoch 19: val loss 0.6457399725914001 Epoch 20: train loss 0.48780113458633423 Epoch 20: val loss 0.6535016298294067 Epoch 21: train loss 0.46767808662520516 Epoch 21: val loss 0.6537151336669922 Epoch 22: train loss 0.4870886570877499 Epoch 22: val loss 0.6575356125831604 Epoch 23: train loss 0.4654572870996263 Epoch 23: val loss 0.6669438481330872 Epoch 24: train loss 0.4601648847262065 Epoch 24: val loss 0.6667366623878479
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6812764869795905 Epoch 0: val loss 0.6661837697029114 Epoch 1: train loss 0.6634533802668253 Epoch 1: val loss 0.643913984298706 Epoch 2: train loss 0.6411109566688538 Epoch 2: val loss 0.6214945316314697 Epoch 3: train loss 0.627294487423367 Epoch 3: val loss 0.6004823446273804 Epoch 4: train loss 0.6203755868805779 Epoch 4: val loss 0.5891983509063721 Epoch 5: train loss 0.6028763718075223 Epoch 5: val loss 0.5861280560493469 Epoch 6: train loss 0.5966961052682664 Epoch 6: val loss 0.5692919492721558 Epoch 7: train loss 0.5770569675498538 Epoch 7: val loss 0.5601801872253418 Epoch 8: train loss 0.5603103703922696 Epoch 8: val loss 0.558927059173584 Epoch 9: train loss 0.5392371382978227 Epoch 9: val loss 0.5607845187187195 Epoch 10: train loss 0.5404143300321367 Epoch 10: val loss 0.5484263300895691 Epoch 11: train loss 0.5392244557539622 Epoch 11: val loss 0.5452888607978821 Epoch 12: train loss 0.5397836863994598 Epoch 12: val loss 0.5452308058738708 Epoch 13: train loss 0.5320549143685235 Epoch 13: val loss 0.5469039678573608 Epoch 14: train loss 0.5179138316048516 Epoch 14: val loss 0.5541208386421204 Epoch 15: train loss 0.5205637845728133 Epoch 15: val loss 0.5724712610244751 Epoch 16: train loss 0.4916978047953712 Epoch 16: val loss 0.5643131136894226 Epoch 17: train loss 0.4864722556538052 Epoch 17: val loss 0.5652487277984619 Epoch 18: train loss 0.48776715331607395 Epoch 18: val loss 0.5711432099342346 Epoch 19: train loss 0.450285189681583 Epoch 19: val loss 0.5808833241462708 Epoch 20: train loss 0.47167572047975326 Epoch 20: val loss 0.5777319073677063 Epoch 21: train loss 0.45270218782954746 Epoch 21: val loss 0.5982349514961243 Epoch 22: train loss 0.44378329316775006 Epoch 22: val loss 0.6038581728935242 Epoch 23: train loss 0.4337293538782332 Epoch 23: val loss 0.6121281385421753 Epoch 24: train loss 0.4486636022726695 Epoch 24: val loss 0.6205103993415833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.701597864429156 Epoch 0: val loss 0.6767528057098389 Epoch 1: train loss 0.6795010169347128 Epoch 1: val loss 0.6592051982879639 Epoch 2: train loss 0.6551720052957535 Epoch 2: val loss 0.6417309045791626 Epoch 3: train loss 0.6168840875228246 Epoch 3: val loss 0.6268189549446106 Epoch 4: train loss 0.6070307989915212 Epoch 4: val loss 0.601726770401001 Epoch 5: train loss 0.5923608789841334 Epoch 5: val loss 0.5856937766075134 Epoch 6: train loss 0.5761125286420187 Epoch 6: val loss 0.5809789896011353 Epoch 7: train loss 0.5625330731272697 Epoch 7: val loss 0.5776764154434204 Epoch 8: train loss 0.5467582692702612 Epoch 8: val loss 0.5729803442955017 Epoch 9: train loss 0.5436798656980196 Epoch 9: val loss 0.5735341310501099 Epoch 10: train loss 0.5217780197660128 Epoch 10: val loss 0.5694707632064819 Epoch 11: train loss 0.5354563022653261 Epoch 11: val loss 0.5669151544570923 Epoch 12: train loss 0.5036712711056074 Epoch 12: val loss 0.562166690826416 Epoch 13: train loss 0.5178114473819733 Epoch 13: val loss 0.5756381154060364 Epoch 14: train loss 0.5122933983802795 Epoch 14: val loss 0.5697521567344666 Epoch 15: train loss 0.4952753037214279 Epoch 15: val loss 0.5644433498382568 Epoch 16: train loss 0.5188768853743871 Epoch 16: val loss 0.5685012936592102
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7048025889830156 Epoch 0: val loss 0.6642448902130127 Epoch 1: train loss 0.6856166991320524 Epoch 1: val loss 0.6515434384346008 Epoch 2: train loss 0.6374889720569957 Epoch 2: val loss 0.636245846748352 Epoch 3: train loss 0.6296567429195751 Epoch 3: val loss 0.6112940907478333 Epoch 4: train loss 0.5907153703949668 Epoch 4: val loss 0.610887348651886 Epoch 5: train loss 0.5746544111858715 Epoch 5: val loss 0.5927705764770508 Epoch 6: train loss 0.5508403263308785 Epoch 6: val loss 0.5953076481819153 Epoch 7: train loss 0.5728713111443953 Epoch 7: val loss 0.5767806172370911 Epoch 8: train loss 0.5547030595215884 Epoch 8: val loss 0.5698768496513367 Epoch 9: train loss 0.5612932579083876 Epoch 9: val loss 0.558489978313446 Epoch 10: train loss 0.5182922184467316 Epoch 10: val loss 0.5559452772140503 Epoch 11: train loss 0.50715186921033 Epoch 11: val loss 0.5435423851013184 Epoch 12: train loss 0.5280476944013075 Epoch 12: val loss 0.5361171364784241 Epoch 13: train loss 0.4884605732831088 Epoch 13: val loss 0.5460617542266846 Epoch 14: train loss 0.47854250940409576 Epoch 14: val loss 0.5339123010635376 Epoch 15: train loss 0.4619223448363217 Epoch 15: val loss 0.5168230533599854 Epoch 16: train loss 0.4936277595433322 Epoch 16: val loss 0.5128799676895142 Epoch 17: train loss 0.44762350754304364 Epoch 17: val loss 0.509454607963562 Epoch 18: train loss 0.4595171863382513 Epoch 18: val loss 0.5027284026145935 Epoch 19: train loss 0.46033282442526385 Epoch 19: val loss 0.5072340369224548 Epoch 20: train loss 0.42854040319269354 Epoch 20: val loss 0.4916673004627228 Epoch 21: train loss 0.43870949203317816 Epoch 21: val loss 0.49705928564071655 Epoch 22: train loss 0.44026058641347016 Epoch 22: val loss 0.5222194790840149 Epoch 23: train loss 0.4215690791606903 Epoch 23: val loss 0.499136745929718 Epoch 24: train loss 0.4257673594084653 Epoch 24: val loss 0.4820493161678314
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022634527900002 Epoch 0: val loss 0.7070031762123108 Epoch 1: train loss 0.613625938242132 Epoch 1: val loss 0.6888681054115295 Epoch 2: train loss 0.601340423930775 Epoch 2: val loss 0.6859962940216064 Epoch 3: train loss 0.5868127589876001 Epoch 3: val loss 0.7049119472503662 Epoch 4: train loss 0.5505497103387659 Epoch 4: val loss 0.7195324301719666 Epoch 5: train loss 0.5347786166451194 Epoch 5: val loss 0.7021707892417908 Epoch 6: train loss 0.5564575899731029 Epoch 6: val loss 0.7053548693656921 Epoch 7: train loss 0.539812445640564 Epoch 7: val loss 0.7047173976898193 Epoch 8: train loss 0.5265101221474734 Epoch 8: val loss 0.6885884404182434 Epoch 9: train loss 0.5144453942775726 Epoch 9: val loss 0.6619672179222107 Epoch 10: train loss 0.5353346494111147 Epoch 10: val loss 0.6669939160346985 Epoch 11: train loss 0.5141396983103319 Epoch 11: val loss 0.6703850030899048 Epoch 12: train loss 0.532290751283819 Epoch 12: val loss 0.6950389742851257 Epoch 13: train loss 0.4747077524662018 Epoch 13: val loss 0.6606059074401855 Epoch 14: train loss 0.5080223110589114 Epoch 14: val loss 0.6686643958091736 Epoch 15: train loss 0.516760530796918 Epoch 15: val loss 0.6797280311584473 Epoch 16: train loss 0.45468919385563245 Epoch 16: val loss 0.6547924876213074 Epoch 17: train loss 0.4535200135274367 Epoch 17: val loss 0.6522239446640015 Epoch 18: train loss 0.4546334147453308 Epoch 18: val loss 0.6786908507347107 Epoch 19: train loss 0.43486941673538904 Epoch 19: val loss 0.6862146258354187 Epoch 20: train loss 0.44463435357267206 Epoch 20: val loss 0.6642566919326782 Epoch 21: train loss 0.44656099514527753 Epoch 21: val loss 0.6561039090156555 Epoch 22: train loss 0.4165239008990201 Epoch 22: val loss 0.6522603034973145 Epoch 23: train loss 0.4309275502508337 Epoch 23: val loss 0.6644699573516846 Epoch 24: train loss 0.41396418484774505 Epoch 24: val loss 0.6632860898971558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6632483818314292 Epoch 0: val loss 0.6441035866737366 Epoch 1: train loss 0.6223663687705994 Epoch 1: val loss 0.6187430620193481 Epoch 2: train loss 0.5791271220554005 Epoch 2: val loss 0.5925713181495667 Epoch 3: train loss 0.5894275172190233 Epoch 3: val loss 0.5873335003852844 Epoch 4: train loss 0.5492503399198706 Epoch 4: val loss 0.5888142585754395 Epoch 5: train loss 0.5431193655187433 Epoch 5: val loss 0.5881727337837219 Epoch 6: train loss 0.5390472872690721 Epoch 6: val loss 0.5855162739753723 Epoch 7: train loss 0.5375406471165743 Epoch 7: val loss 0.5872449278831482 Epoch 8: train loss 0.5223057595166293 Epoch 8: val loss 0.5841010808944702 Epoch 9: train loss 0.5261525782671842 Epoch 9: val loss 0.5971776247024536 Epoch 10: train loss 0.5091802098534324 Epoch 10: val loss 0.5816425085067749 Epoch 11: train loss 0.4880123192613775 Epoch 11: val loss 0.5781876444816589 Epoch 12: train loss 0.4802008027380163 Epoch 12: val loss 0.6001032590866089 Epoch 13: train loss 0.47508048198439856 Epoch 13: val loss 0.5863913893699646 Epoch 14: train loss 0.46722064505923877 Epoch 14: val loss 0.5963149070739746 Epoch 15: train loss 0.45643857934258203 Epoch 15: val loss 0.6073950529098511 Epoch 16: train loss 0.4572641876610843 Epoch 16: val loss 0.6040656566619873 Epoch 17: train loss 0.43629457733847876 Epoch 17: val loss 0.5957981944084167 Epoch 18: train loss 0.4386888932098042 Epoch 18: val loss 0.5967465043067932 Epoch 19: train loss 0.43125468492507935 Epoch 19: val loss 0.6043614745140076 Epoch 20: train loss 0.43720934065905487 Epoch 20: val loss 0.6193799376487732 Epoch 21: train loss 0.41149578853086993 Epoch 21: val loss 0.6198899745941162 Epoch 22: train loss 0.3977100442756306 Epoch 22: val loss 0.6180827617645264 Epoch 23: train loss 0.4163738489151001 Epoch 23: val loss 0.608445942401886 Epoch 24: train loss 0.4104179794138128 Epoch 24: val loss 0.6200322508811951
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6997569582679055 Epoch 0: val loss 0.6688698530197144 Epoch 1: train loss 0.6539031375538219 Epoch 1: val loss 0.6358298659324646 Epoch 2: train loss 0.6205813017758456 Epoch 2: val loss 0.6002979874610901 Epoch 3: train loss 0.6075734902511943 Epoch 3: val loss 0.5853391885757446 Epoch 4: train loss 0.5989403128623962 Epoch 4: val loss 0.57871013879776 Epoch 5: train loss 0.5738601684570312 Epoch 5: val loss 0.5813112854957581 Epoch 6: train loss 0.5715539617971941 Epoch 6: val loss 0.571873664855957 Epoch 7: train loss 0.5440310537815094 Epoch 7: val loss 0.5621639490127563 Epoch 8: train loss 0.5381065796722065 Epoch 8: val loss 0.5718557834625244 Epoch 9: train loss 0.5057549964297902 Epoch 9: val loss 0.5793832540512085 Epoch 10: train loss 0.5333724157376722 Epoch 10: val loss 0.5638660192489624 Epoch 11: train loss 0.5204588689587333 Epoch 11: val loss 0.5542437434196472 Epoch 12: train loss 0.5084967721592296 Epoch 12: val loss 0.5732840895652771 Epoch 13: train loss 0.47542240944775666 Epoch 13: val loss 0.5612755417823792 Epoch 14: train loss 0.4664513577114452 Epoch 14: val loss 0.5828766822814941 Epoch 15: train loss 0.4574055617505854 Epoch 15: val loss 0.5919559597969055 Epoch 16: train loss 0.44384526393630286 Epoch 16: val loss 0.5531302094459534 Epoch 17: train loss 0.45557052167979156 Epoch 17: val loss 0.5773983597755432 Epoch 18: train loss 0.480205007574775 Epoch 18: val loss 0.5587732195854187 Epoch 19: train loss 0.4507842118089849 Epoch 19: val loss 0.5820165276527405 Epoch 20: train loss 0.4306738186966289 Epoch 20: val loss 0.562441885471344 Epoch 21: train loss 0.42716268517754297 Epoch 21: val loss 0.5778593420982361 Epoch 22: train loss 0.41586089811541815 Epoch 22: val loss 0.5797010660171509 Epoch 23: train loss 0.4244289045984095 Epoch 23: val loss 0.5841658711433411 Epoch 24: train loss 0.42854930460453033 Epoch 24: val loss 0.5936936736106873
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6820389969008309 Epoch 0: val loss 0.6740977168083191 Epoch 1: train loss 0.6241697072982788 Epoch 1: val loss 0.6341131925582886 Epoch 2: train loss 0.5938295253685543 Epoch 2: val loss 0.621316134929657 Epoch 3: train loss 0.5687967049224036 Epoch 3: val loss 0.6361477971076965 Epoch 4: train loss 0.5660524070262909 Epoch 4: val loss 0.6359858512878418 Epoch 5: train loss 0.5415580315249306 Epoch 5: val loss 0.6365207433700562 Epoch 6: train loss 0.538711490375655 Epoch 6: val loss 0.6460553407669067 Epoch 7: train loss 0.5414771139621735 Epoch 7: val loss 0.6370515823364258 Epoch 8: train loss 0.5249955462557929 Epoch 8: val loss 0.6384440660476685 Epoch 9: train loss 0.5191697329282761 Epoch 9: val loss 0.6568557620048523 Epoch 10: train loss 0.5100496986082622 Epoch 10: val loss 0.6383371949195862 Epoch 11: train loss 0.5067306160926819 Epoch 11: val loss 0.6450849175453186 Epoch 12: train loss 0.4956374764442444 Epoch 12: val loss 0.6471611261367798 Epoch 13: train loss 0.5031543970108032 Epoch 13: val loss 0.6338726878166199 Epoch 14: train loss 0.4739376412970679 Epoch 14: val loss 0.6473091840744019 Epoch 15: train loss 0.47816229718072073 Epoch 15: val loss 0.6553701758384705 Epoch 16: train loss 0.4705568530729839 Epoch 16: val loss 0.6631287336349487 Epoch 17: train loss 0.489951599921499 Epoch 17: val loss 0.6474356055259705 Epoch 18: train loss 0.4777729149375643 Epoch 18: val loss 0.6329447031021118 Epoch 19: train loss 0.44949994555541445 Epoch 19: val loss 0.6364231109619141 Epoch 20: train loss 0.45672365171568735 Epoch 20: val loss 0.647709310054779 Epoch 21: train loss 0.4531660122530801 Epoch 21: val loss 0.6665628552436829 Epoch 22: train loss 0.43667944627148764 Epoch 22: val loss 0.653571605682373 Epoch 23: train loss 0.4414047045367105 Epoch 23: val loss 0.6701783537864685
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909383800294664 Epoch 0: val loss 0.6914414167404175 Epoch 1: train loss 0.6761406130260892 Epoch 1: val loss 0.6955786943435669 Epoch 2: train loss 0.6514314081933763 Epoch 2: val loss 0.6865478157997131 Epoch 3: train loss 0.6337995396720039 Epoch 3: val loss 0.673628568649292 Epoch 4: train loss 0.6348089244630601 Epoch 4: val loss 0.6737004518508911 Epoch 5: train loss 0.6096645063824124 Epoch 5: val loss 0.6782814264297485 Epoch 6: train loss 0.6023578710026212 Epoch 6: val loss 0.6826260685920715 Epoch 7: train loss 0.5955982936753167 Epoch 7: val loss 0.6752405166625977 Epoch 8: train loss 0.5899601115120782 Epoch 8: val loss 0.6817194819450378 Epoch 9: train loss 0.5884276032447815 Epoch 9: val loss 0.6770645380020142 Epoch 10: train loss 0.5609044664435916 Epoch 10: val loss 0.6732577681541443 Epoch 11: train loss 0.5695604119035933 Epoch 11: val loss 0.6683831214904785 Epoch 12: train loss 0.5607481665081449 Epoch 12: val loss 0.6769381165504456 Epoch 13: train loss 0.5463539858659109 Epoch 13: val loss 0.6717216372489929 Epoch 14: train loss 0.5599483549594879 Epoch 14: val loss 0.6734165549278259 Epoch 15: train loss 0.5406259397665659 Epoch 15: val loss 0.6725389361381531 Epoch 16: train loss 0.504718992445204 Epoch 16: val loss 0.6874812841415405 Epoch 17: train loss 0.49423214462068343 Epoch 17: val loss 0.6946216821670532 Epoch 18: train loss 0.49035999841160244 Epoch 18: val loss 0.6942678093910217 Epoch 19: train loss 0.48423070046636796 Epoch 19: val loss 0.6905830502510071 Epoch 20: train loss 0.4825746715068817 Epoch 20: val loss 0.7055991291999817 Epoch 21: train loss 0.4773518476221297 Epoch 21: val loss 0.6931513547897339 Epoch 22: train loss 0.4613722562789917 Epoch 22: val loss 0.707471489906311 Epoch 23: train loss 0.46897612346543205 Epoch 23: val loss 0.7222151756286621 Epoch 24: train loss 0.46638940771420795 Epoch 24: val loss 0.7276671528816223
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6666982505056593 Epoch 0: val loss 0.6699876189231873 Epoch 1: train loss 0.658492280377282 Epoch 1: val loss 0.6558122634887695 Epoch 2: train loss 0.6231807933913337 Epoch 2: val loss 0.6506383419036865 Epoch 3: train loss 0.6176097525490655 Epoch 3: val loss 0.6499347686767578 Epoch 4: train loss 0.6220924920505948 Epoch 4: val loss 0.6483396887779236 Epoch 5: train loss 0.5913524230321249 Epoch 5: val loss 0.6513734459877014 Epoch 6: train loss 0.600686596499549 Epoch 6: val loss 0.6511789560317993 Epoch 7: train loss 0.5925496220588684 Epoch 7: val loss 0.6535108089447021 Epoch 8: train loss 0.5681841572125753 Epoch 8: val loss 0.6560691595077515 Epoch 9: train loss 0.5524848931365542 Epoch 9: val loss 0.6623623967170715 Epoch 10: train loss 0.5637588500976562 Epoch 10: val loss 0.6795883774757385 Epoch 11: train loss 0.528960194852617 Epoch 11: val loss 0.6687278747558594 Epoch 12: train loss 0.5214923156632317 Epoch 12: val loss 0.6641026139259338 Epoch 13: train loss 0.5320671631230248 Epoch 13: val loss 0.6739943027496338 Epoch 14: train loss 0.5263165566656325 Epoch 14: val loss 0.6896927356719971 Epoch 15: train loss 0.52363653977712 Epoch 15: val loss 0.7002657651901245 Epoch 16: train loss 0.5065764387448629 Epoch 16: val loss 0.7033987045288086 Epoch 17: train loss 0.49607216980722213 Epoch 17: val loss 0.694738507270813 Epoch 18: train loss 0.48508061634169686 Epoch 18: val loss 0.6940045952796936 Epoch 19: train loss 0.4626668261157142 Epoch 19: val loss 0.7292393445968628 Epoch 20: train loss 0.46911444928910995 Epoch 20: val loss 0.7468372583389282 Epoch 21: train loss 0.43914200199974907 Epoch 21: val loss 0.7377651929855347 Epoch 22: train loss 0.47904954022831386 Epoch 22: val loss 0.7347662448883057 Epoch 23: train loss 0.44865984718004864 Epoch 23: val loss 0.7319830060005188 Epoch 24: train loss 0.4438372916645474 Epoch 24: val loss 0.7469857931137085
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686212400595347 Epoch 0: val loss 0.6761767864227295 Epoch 1: train loss 0.6517976191308763 Epoch 1: val loss 0.6727561950683594 Epoch 2: train loss 0.6138360334767236 Epoch 2: val loss 0.6761049628257751 Epoch 3: train loss 0.6139995919333564 Epoch 3: val loss 0.6746050715446472 Epoch 4: train loss 0.5961017343733046 Epoch 4: val loss 0.6799516081809998 Epoch 5: train loss 0.5837903420130411 Epoch 5: val loss 0.6775564551353455 Epoch 6: train loss 0.5720842017067803 Epoch 6: val loss 0.6582872867584229 Epoch 7: train loss 0.5689933366245694 Epoch 7: val loss 0.6550431251525879 Epoch 8: train loss 0.5524716311030917 Epoch 8: val loss 0.6482097506523132 Epoch 9: train loss 0.5515092545085483 Epoch 9: val loss 0.6394627690315247 Epoch 10: train loss 0.5422115921974182 Epoch 10: val loss 0.6306211948394775 Epoch 11: train loss 0.5276020169258118 Epoch 11: val loss 0.6348007917404175 Epoch 12: train loss 0.5389766262637244 Epoch 12: val loss 0.6360119581222534 Epoch 13: train loss 0.5362227261066437 Epoch 13: val loss 0.6432048678398132 Epoch 14: train loss 0.5080604222085741 Epoch 14: val loss 0.6434574127197266 Epoch 15: train loss 0.48993247747421265 Epoch 15: val loss 0.6217225193977356 Epoch 16: train loss 0.47573060790697735 Epoch 16: val loss 0.62921541929245 Epoch 17: train loss 0.46526210175620186 Epoch 17: val loss 0.6404004096984863 Epoch 18: train loss 0.46184002028571236 Epoch 18: val loss 0.636119544506073 Epoch 19: train loss 0.4729455742571089 Epoch 19: val loss 0.6248667240142822 Epoch 20: train loss 0.5024028884039985 Epoch 20: val loss 0.6702250838279724 Epoch 21: train loss 0.4327097800042894 Epoch 21: val loss 0.645845890045166 Epoch 22: train loss 0.46032510532273185 Epoch 22: val loss 0.6361096501350403 Epoch 23: train loss 0.48005595803260803 Epoch 23: val loss 0.6629565954208374 Epoch 24: train loss 0.45888840158780414 Epoch 24: val loss 0.6385648846626282
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6999831199645996 Epoch 0: val loss 0.6696454286575317 Epoch 1: train loss 0.6765068703227572 Epoch 1: val loss 0.6477129459381104 Epoch 2: train loss 0.6393666532304552 Epoch 2: val loss 0.639861524105072 Epoch 3: train loss 0.6402765446239047 Epoch 3: val loss 0.6335116624832153 Epoch 4: train loss 0.6136017839113871 Epoch 4: val loss 0.6193184852600098 Epoch 5: train loss 0.6114907198482089 Epoch 5: val loss 0.6075853705406189 Epoch 6: train loss 0.6141342487600114 Epoch 6: val loss 0.6015154719352722 Epoch 7: train loss 0.5843406385845609 Epoch 7: val loss 0.6008831858634949 Epoch 8: train loss 0.5613227188587189 Epoch 8: val loss 0.5905527472496033 Epoch 9: train loss 0.5823552509148916 Epoch 9: val loss 0.5815420150756836 Epoch 10: train loss 0.5619196361965604 Epoch 10: val loss 0.5589098930358887 Epoch 11: train loss 0.5656719009081522 Epoch 11: val loss 0.5472374558448792 Epoch 12: train loss 0.5364890628390842 Epoch 12: val loss 0.541244626045227 Epoch 13: train loss 0.5602213111188676 Epoch 13: val loss 0.5450302958488464 Epoch 14: train loss 0.5349869098928239 Epoch 14: val loss 0.5488578081130981 Epoch 15: train loss 0.5440672437349955 Epoch 15: val loss 0.5441750884056091 Epoch 16: train loss 0.5195520752006106 Epoch 16: val loss 0.540704607963562 Epoch 17: train loss 0.5265495181083679 Epoch 17: val loss 0.5289025902748108 Epoch 18: train loss 0.5143015219105614 Epoch 18: val loss 0.5216022729873657 Epoch 19: train loss 0.5304963224463992 Epoch 19: val loss 0.5129588842391968 Epoch 20: train loss 0.5261031885941824 Epoch 20: val loss 0.5352612137794495 Epoch 21: train loss 0.5176316599051157 Epoch 21: val loss 0.5287225246429443 Epoch 22: train loss 0.5185323986742232 Epoch 22: val loss 0.5135601162910461 Epoch 23: train loss 0.5064213507705264 Epoch 23: val loss 0.5017184615135193 Epoch 24: train loss 0.5138146115673913 Epoch 24: val loss 0.5088728070259094
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.685035432378451 Epoch 0: val loss 0.6594352126121521 Epoch 1: train loss 0.6606006373961767 Epoch 1: val loss 0.64154052734375 Epoch 2: train loss 0.6214552025000254 Epoch 2: val loss 0.6340009570121765 Epoch 3: train loss 0.6288579006989797 Epoch 3: val loss 0.6293988227844238 Epoch 4: train loss 0.6071742425362269 Epoch 4: val loss 0.6285538673400879 Epoch 5: train loss 0.6042971263329188 Epoch 5: val loss 0.6266567707061768 Epoch 6: train loss 0.5831914395093918 Epoch 6: val loss 0.6277501583099365 Epoch 7: train loss 0.584960880378882 Epoch 7: val loss 0.6264808773994446 Epoch 8: train loss 0.5605858688553175 Epoch 8: val loss 0.6134862303733826 Epoch 9: train loss 0.5610639626781145 Epoch 9: val loss 0.6182971000671387 Epoch 10: train loss 0.5591731568177541 Epoch 10: val loss 0.6391410827636719 Epoch 11: train loss 0.5493758047620455 Epoch 11: val loss 0.6074865460395813 Epoch 12: train loss 0.5607488974928856 Epoch 12: val loss 0.6068251729011536 Epoch 13: train loss 0.5249302883942922 Epoch 13: val loss 0.613914430141449 Epoch 14: train loss 0.520698736111323 Epoch 14: val loss 0.6342286467552185 Epoch 15: train loss 0.5139481648802757 Epoch 15: val loss 0.6288178563117981 Epoch 16: train loss 0.5091396346688271 Epoch 16: val loss 0.6117022037506104 Epoch 17: train loss 0.4951427827278773 Epoch 17: val loss 0.6257420778274536 Epoch 18: train loss 0.510544387002786 Epoch 18: val loss 0.6101933717727661 Epoch 19: train loss 0.49141163378953934 Epoch 19: val loss 0.5957029461860657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789341866970062 Epoch 0: val loss 0.6487188339233398 Epoch 1: train loss 0.5902150452136994 Epoch 1: val loss 0.5984631180763245 Epoch 2: train loss 0.531740403175354 Epoch 2: val loss 0.5488006472587585 Epoch 3: train loss 0.4307828590273857 Epoch 3: val loss 0.48800939321517944 Epoch 4: train loss 0.3928769946098328 Epoch 4: val loss 0.45742031931877136 Epoch 5: train loss 0.44085179567337035 Epoch 5: val loss 0.47211623191833496 Epoch 6: train loss 0.46446154415607455 Epoch 6: val loss 0.4691452085971832 Epoch 7: train loss 0.39902602732181547 Epoch 7: val loss 0.45074814558029175 Epoch 8: train loss 0.3768987193703651 Epoch 8: val loss 0.4566892981529236 Epoch 9: train loss 0.4505405306816101 Epoch 9: val loss 0.46019208431243896 Epoch 10: train loss 0.36813491880893706 Epoch 10: val loss 0.4608871042728424 Epoch 11: train loss 0.3636562779545784 Epoch 11: val loss 0.4775077700614929 Epoch 12: train loss 0.34248906522989275 Epoch 12: val loss 0.48188555240631104 Epoch 13: train loss 0.3690841943025589 Epoch 13: val loss 0.48100385069847107 Epoch 14: train loss 0.31680427193641664 Epoch 14: val loss 0.49194490909576416 Epoch 15: train loss 0.3423451140522957 Epoch 15: val loss 0.5001254081726074 Epoch 16: train loss 0.3304236546158791 Epoch 16: val loss 0.5069848895072937 Epoch 17: train loss 0.3333536133170128 Epoch 17: val loss 0.4980179965496063 Epoch 18: train loss 0.31327064633369445 Epoch 18: val loss 0.5176303386688232 Epoch 19: train loss 0.310718435049057 Epoch 19: val loss 0.5121582746505737 Epoch 20: train loss 0.304825758934021 Epoch 20: val loss 0.5243931412696838 Epoch 21: train loss 0.276860611140728 Epoch 21: val loss 0.5412337779998779 Epoch 22: train loss 0.29072173237800597 Epoch 22: val loss 0.5397371053695679 Epoch 23: train loss 0.27098402827978135 Epoch 23: val loss 0.5254915952682495 Epoch 24: train loss 0.3098991170525551 Epoch 24: val loss 0.5274385213851929
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6987866997718811 Epoch 0: val loss 0.6296727061271667 Epoch 1: train loss 0.5940483152866364 Epoch 1: val loss 0.5456334352493286 Epoch 2: train loss 0.5112963944673539 Epoch 2: val loss 0.46721482276916504 Epoch 3: train loss 0.4521181911230087 Epoch 3: val loss 0.42169249057769775 Epoch 4: train loss 0.45926549583673476 Epoch 4: val loss 0.40456101298332214 Epoch 5: train loss 0.4529569149017334 Epoch 5: val loss 0.3949756920337677 Epoch 6: train loss 0.4032591998577118 Epoch 6: val loss 0.3993167579174042 Epoch 7: train loss 0.40166700780391695 Epoch 7: val loss 0.4033220708370209 Epoch 8: train loss 0.36674571335315703 Epoch 8: val loss 0.41026589274406433 Epoch 9: train loss 0.38295709490776064 Epoch 9: val loss 0.40115612745285034 Epoch 10: train loss 0.3940905585885048 Epoch 10: val loss 0.39913660287857056 Epoch 11: train loss 0.3668933674693108 Epoch 11: val loss 0.42363622784614563 Epoch 12: train loss 0.3668908625841141 Epoch 12: val loss 0.4181452691555023 Epoch 13: train loss 0.3460801184177399 Epoch 13: val loss 0.40614867210388184 Epoch 14: train loss 0.36929838359355927 Epoch 14: val loss 0.4111224114894867 Epoch 15: train loss 0.37835489213466644 Epoch 15: val loss 0.40602850914001465 Epoch 16: train loss 0.341450135409832 Epoch 16: val loss 0.40640589594841003 Epoch 17: train loss 0.3878527581691742 Epoch 17: val loss 0.41212645173072815 Epoch 18: train loss 0.32590981721878054 Epoch 18: val loss 0.40841126441955566 Epoch 19: train loss 0.3586844116449356 Epoch 19: val loss 0.4103032052516937 Epoch 20: train loss 0.33921233266592027 Epoch 20: val loss 0.4174419045448303 Epoch 21: train loss 0.3488950043916702 Epoch 21: val loss 0.42119264602661133 Epoch 22: train loss 0.31218025386333464 Epoch 22: val loss 0.4251575469970703 Epoch 23: train loss 0.3341497629880905 Epoch 23: val loss 0.43801864981651306 Epoch 24: train loss 0.295782582461834 Epoch 24: val loss 0.44758087396621704
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6613115966320038 Epoch 0: val loss 0.620786726474762 Epoch 1: train loss 0.5688105404376984 Epoch 1: val loss 0.5451650619506836 Epoch 2: train loss 0.5066026866436004 Epoch 2: val loss 0.4691409170627594 Epoch 3: train loss 0.4299361050128937 Epoch 3: val loss 0.4326711893081665 Epoch 4: train loss 0.478350093960762 Epoch 4: val loss 0.40557971596717834 Epoch 5: train loss 0.3851538047194481 Epoch 5: val loss 0.42042607069015503 Epoch 6: train loss 0.3911561042070389 Epoch 6: val loss 0.41544657945632935 Epoch 7: train loss 0.3740492045879364 Epoch 7: val loss 0.41616490483283997 Epoch 8: train loss 0.4236915081739426 Epoch 8: val loss 0.4124152958393097 Epoch 9: train loss 0.3555507332086563 Epoch 9: val loss 0.42124849557876587 Epoch 10: train loss 0.38993911147117616 Epoch 10: val loss 0.42123642563819885 Epoch 11: train loss 0.36994155645370486 Epoch 11: val loss 0.4204428791999817 Epoch 12: train loss 0.37991442531347275 Epoch 12: val loss 0.42886510491371155 Epoch 13: train loss 0.3951175659894943 Epoch 13: val loss 0.4313246011734009 Epoch 14: train loss 0.3683875650167465 Epoch 14: val loss 0.43969354033470154 Epoch 15: train loss 0.3348901078104973 Epoch 15: val loss 0.4305032193660736 Epoch 16: train loss 0.36909510642290116 Epoch 16: val loss 0.43644848465919495 Epoch 17: train loss 0.3374564677476883 Epoch 17: val loss 0.44101840257644653 Epoch 18: train loss 0.3308643504977226 Epoch 18: val loss 0.44025683403015137 Epoch 19: train loss 0.3469897732138634 Epoch 19: val loss 0.44079458713531494 Epoch 20: train loss 0.3381549149751663 Epoch 20: val loss 0.4531289041042328 Epoch 21: train loss 0.31783839464187624 Epoch 21: val loss 0.46457475423812866 Epoch 22: train loss 0.3285452723503113 Epoch 22: val loss 0.4707954227924347 Epoch 23: train loss 0.3364883497357368 Epoch 23: val loss 0.45856475830078125 Epoch 24: train loss 0.3173083648085594 Epoch 24: val loss 0.4660235047340393
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.643300861120224 Epoch 0: val loss 0.6350377798080444 Epoch 1: train loss 0.5325441509485245 Epoch 1: val loss 0.5709838271141052 Epoch 2: train loss 0.49456581473350525 Epoch 2: val loss 0.5133565664291382 Epoch 3: train loss 0.4112601190805435 Epoch 3: val loss 0.48241978883743286 Epoch 4: train loss 0.38730852156877515 Epoch 4: val loss 0.4630570411682129 Epoch 5: train loss 0.38299724608659746 Epoch 5: val loss 0.4626934826374054 Epoch 6: train loss 0.3757810652256012 Epoch 6: val loss 0.46488890051841736 Epoch 7: train loss 0.37830728888511655 Epoch 7: val loss 0.45674070715904236 Epoch 8: train loss 0.3602920562028885 Epoch 8: val loss 0.4530014991760254 Epoch 9: train loss 0.36059280335903166 Epoch 9: val loss 0.44915953278541565 Epoch 10: train loss 0.3836404964327812 Epoch 10: val loss 0.45022135972976685 Epoch 11: train loss 0.4000627189874649 Epoch 11: val loss 0.4497142732143402 Epoch 12: train loss 0.3986499935388565 Epoch 12: val loss 0.45373570919036865 Epoch 13: train loss 0.339003124833107 Epoch 13: val loss 0.46160298585891724 Epoch 14: train loss 0.367969474196434 Epoch 14: val loss 0.4670335054397583 Epoch 15: train loss 0.33811745792627335 Epoch 15: val loss 0.4590979218482971 Epoch 16: train loss 0.3389127284288406 Epoch 16: val loss 0.46506214141845703 Epoch 17: train loss 0.3361383631825447 Epoch 17: val loss 0.4606509506702423 Epoch 18: train loss 0.315812648832798 Epoch 18: val loss 0.4568958580493927 Epoch 19: train loss 0.3207427814602852 Epoch 19: val loss 0.45810121297836304 Epoch 20: train loss 0.41157941073179244 Epoch 20: val loss 0.4591105878353119 Epoch 21: train loss 0.30939911901950834 Epoch 21: val loss 0.459102600812912 Epoch 22: train loss 0.3810153931379318 Epoch 22: val loss 0.4645676016807556 Epoch 23: train loss 0.31420705914497377 Epoch 23: val loss 0.46398958563804626 Epoch 24: train loss 0.301372941955924 Epoch 24: val loss 0.47300082445144653
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6561283423350408 Epoch 0: val loss 0.621588408946991 Epoch 1: train loss 0.5599117256127871 Epoch 1: val loss 0.5495498180389404 Epoch 2: train loss 0.4630592144452609 Epoch 2: val loss 0.49105221033096313 Epoch 3: train loss 0.444557690849671 Epoch 3: val loss 0.4665789008140564 Epoch 4: train loss 0.48353012250019956 Epoch 4: val loss 0.4640202820301056 Epoch 5: train loss 0.4239071997312399 Epoch 5: val loss 0.4681926369667053
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6829046552831476 Epoch 0: val loss 0.6711599230766296 Epoch 1: train loss 0.6577083630995317 Epoch 1: val loss 0.6548691987991333 Epoch 2: train loss 0.6169937252998352 Epoch 2: val loss 0.6480680108070374 Epoch 3: train loss 0.6319028518416665 Epoch 3: val loss 0.6403912305831909 Epoch 4: train loss 0.6127991026098077 Epoch 4: val loss 0.6257758140563965 Epoch 5: train loss 0.6102689342065291 Epoch 5: val loss 0.6217344403266907 Epoch 6: train loss 0.6034144271503795 Epoch 6: val loss 0.6229611039161682 Epoch 7: train loss 0.5862753391265869 Epoch 7: val loss 0.6231129169464111 Epoch 8: train loss 0.5785038633780046 Epoch 8: val loss 0.6202994585037231 Epoch 9: train loss 0.5970923602581024 Epoch 9: val loss 0.6165320873260498 Epoch 10: train loss 0.5583464042706923 Epoch 10: val loss 0.6135669350624084 Epoch 11: train loss 0.5514014092358676 Epoch 11: val loss 0.6020752191543579 Epoch 12: train loss 0.5562782748179003 Epoch 12: val loss 0.5927950143814087 Epoch 13: train loss 0.5361699895425276 Epoch 13: val loss 0.5912761092185974 Epoch 14: train loss 0.5310733697631143 Epoch 14: val loss 0.5904057025909424 Epoch 15: train loss 0.5143729150295258 Epoch 15: val loss 0.577629804611206 Epoch 16: train loss 0.4927302517674186 Epoch 16: val loss 0.5728610754013062 Epoch 17: train loss 0.5014846704222939 Epoch 17: val loss 0.562317430973053 Epoch 18: train loss 0.48658083514733746 Epoch 18: val loss 0.5613586902618408 Epoch 19: train loss 0.4768199703910134 Epoch 19: val loss 0.5517397522926331 Epoch 20: train loss 0.45193086429075763 Epoch 20: val loss 0.5508565902709961 Epoch 21: train loss 0.4420460489663211 Epoch 21: val loss 0.5463081002235413 Epoch 22: train loss 0.428602243011648 Epoch 22: val loss 0.5664591193199158 Epoch 23: train loss 0.4528315636244687 Epoch 23: val loss 0.5619919896125793 Epoch 24: train loss 0.43720236962491815 Epoch 24: val loss 0.5587436556816101
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6874917583032087 Epoch 0: val loss 0.6659101247787476 Epoch 1: train loss 0.6473476128144697 Epoch 1: val loss 0.6611842513084412 Epoch 2: train loss 0.6311734210361134 Epoch 2: val loss 0.6536346673965454 Epoch 3: train loss 0.6303253390572288 Epoch 3: val loss 0.654530942440033 Epoch 4: train loss 0.6053069748661735 Epoch 4: val loss 0.6608628630638123 Epoch 5: train loss 0.5986207235943187 Epoch 5: val loss 0.6601271629333496 Epoch 6: train loss 0.5857093036174774 Epoch 6: val loss 0.6544360518455505 Epoch 7: train loss 0.5751609910618175 Epoch 7: val loss 0.6609134674072266 Epoch 8: train loss 0.5771561969410289 Epoch 8: val loss 0.6701566576957703 Epoch 9: train loss 0.562756435437636 Epoch 9: val loss 0.6561033725738525 Epoch 10: train loss 0.5596159750765021 Epoch 10: val loss 0.6586112976074219 Epoch 11: train loss 0.5463027060031891 Epoch 11: val loss 0.6649059653282166 Epoch 12: train loss 0.513547805222598 Epoch 12: val loss 0.6526983976364136 Epoch 13: train loss 0.5241299542513761 Epoch 13: val loss 0.6495519876480103 Epoch 14: train loss 0.5220230763608759 Epoch 14: val loss 0.6490362286567688 Epoch 15: train loss 0.5188901343128898 Epoch 15: val loss 0.6607556343078613 Epoch 16: train loss 0.4991812841458754 Epoch 16: val loss 0.6486165523529053 Epoch 17: train loss 0.522424267096953 Epoch 17: val loss 0.6503618955612183 Epoch 18: train loss 0.49972054633227264 Epoch 18: val loss 0.6705614328384399 Epoch 19: train loss 0.48389371687715704 Epoch 19: val loss 0.6510183215141296 Epoch 20: train loss 0.46493827212940564 Epoch 20: val loss 0.6416999101638794 Epoch 21: train loss 0.45627035065130755 Epoch 21: val loss 0.6531467437744141 Epoch 22: train loss 0.465892417864366 Epoch 22: val loss 0.6642436385154724 Epoch 23: train loss 0.46524627913128247 Epoch 23: val loss 0.6560413241386414 Epoch 24: train loss 0.43742748553102667 Epoch 24: val loss 0.664772093296051
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6902123798023571 Epoch 0: val loss 0.6550337076187134 Epoch 1: train loss 0.6506847739219666 Epoch 1: val loss 0.6348440051078796 Epoch 2: train loss 0.6146113926714117 Epoch 2: val loss 0.6259812712669373 Epoch 3: train loss 0.6136608394709501 Epoch 3: val loss 0.6259448528289795 Epoch 4: train loss 0.6035611033439636 Epoch 4: val loss 0.6257717609405518 Epoch 5: train loss 0.5747409815138037 Epoch 5: val loss 0.6262365579605103 Epoch 6: train loss 0.5811666466973044 Epoch 6: val loss 0.6240268349647522 Epoch 7: train loss 0.5456941019405018 Epoch 7: val loss 0.6234291791915894 Epoch 8: train loss 0.5264954404397444 Epoch 8: val loss 0.6295629739761353 Epoch 9: train loss 0.5473080277442932 Epoch 9: val loss 0.6289102435112 Epoch 10: train loss 0.5281437337398529 Epoch 10: val loss 0.6273013949394226 Epoch 11: train loss 0.501234000379389 Epoch 11: val loss 0.6353524923324585 Epoch 12: train loss 0.5222701565785841 Epoch 12: val loss 0.6367531418800354 Epoch 13: train loss 0.4913432841951197 Epoch 13: val loss 0.6418248414993286 Epoch 14: train loss 0.48992895538156683 Epoch 14: val loss 0.6421555876731873 Epoch 15: train loss 0.4710327847437425 Epoch 15: val loss 0.6400915384292603 Epoch 16: train loss 0.45678659731691534 Epoch 16: val loss 0.6533112525939941 Epoch 17: train loss 0.441504567861557 Epoch 17: val loss 0.6534496545791626 Epoch 18: train loss 0.44588578831065784 Epoch 18: val loss 0.6591468453407288 Epoch 19: train loss 0.4345468851653012 Epoch 19: val loss 0.6591512560844421 Epoch 20: train loss 0.43032934719865973 Epoch 20: val loss 0.6725772619247437 Epoch 21: train loss 0.4248491877859289 Epoch 21: val loss 0.6744747757911682 Epoch 22: train loss 0.42627020993015985 Epoch 22: val loss 0.6808246970176697 Epoch 23: train loss 0.4215915853326971 Epoch 23: val loss 0.6837807297706604 Epoch 24: train loss 0.4354753223332492 Epoch 24: val loss 0.6839070320129395
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7122733213684775 Epoch 0: val loss 0.6842460036277771 Epoch 1: train loss 0.67056589234959 Epoch 1: val loss 0.6744018793106079 Epoch 2: train loss 0.6361664804545316 Epoch 2: val loss 0.6647095680236816 Epoch 3: train loss 0.6237010847438466 Epoch 3: val loss 0.6566261053085327 Epoch 4: train loss 0.6111342852765863 Epoch 4: val loss 0.6507354378700256 Epoch 5: train loss 0.6105662773955952 Epoch 5: val loss 0.6368682980537415 Epoch 6: train loss 0.5852440135045485 Epoch 6: val loss 0.6185135841369629 Epoch 7: train loss 0.5845025019212202 Epoch 7: val loss 0.6134727597236633 Epoch 8: train loss 0.5675650157711722 Epoch 8: val loss 0.6134050488471985 Epoch 9: train loss 0.5560000863942233 Epoch 9: val loss 0.6156179308891296 Epoch 10: train loss 0.5272991250861775 Epoch 10: val loss 0.6183518767356873 Epoch 11: train loss 0.5464743348685178 Epoch 11: val loss 0.6233653426170349 Epoch 12: train loss 0.5025849044322968 Epoch 12: val loss 0.5907503962516785 Epoch 13: train loss 0.5115708193995736 Epoch 13: val loss 0.5810765027999878 Epoch 14: train loss 0.5004293647679415 Epoch 14: val loss 0.5766547918319702 Epoch 15: train loss 0.4869991730559956 Epoch 15: val loss 0.5725163221359253 Epoch 16: train loss 0.4737549966031855 Epoch 16: val loss 0.5858568549156189 Epoch 17: train loss 0.4822995960712433 Epoch 17: val loss 0.5759912133216858 Epoch 18: train loss 0.46477821469306946 Epoch 18: val loss 0.6173951625823975 Epoch 19: train loss 0.47238828106360004 Epoch 19: val loss 0.5844151973724365 Epoch 20: train loss 0.46713740717280994 Epoch 20: val loss 0.5772403478622437 Epoch 21: train loss 0.45491749861023645 Epoch 21: val loss 0.5847543478012085 Epoch 22: train loss 0.4385593560608951 Epoch 22: val loss 0.5610447525978088 Epoch 23: train loss 0.43227494846690784 Epoch 23: val loss 0.5800296068191528 Epoch 24: train loss 0.4381996582854878 Epoch 24: val loss 0.5861889123916626
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6891183217366537 Epoch 0: val loss 0.6659891605377197 Epoch 1: train loss 0.6427048007647197 Epoch 1: val loss 0.638073742389679 Epoch 2: train loss 0.6206884662310282 Epoch 2: val loss 0.6194553971290588 Epoch 3: train loss 0.5995827396710713 Epoch 3: val loss 0.6101654767990112 Epoch 4: train loss 0.5948896249135335 Epoch 4: val loss 0.5983332991600037 Epoch 5: train loss 0.5787982761859893 Epoch 5: val loss 0.5899677276611328 Epoch 6: train loss 0.5584684530893962 Epoch 6: val loss 0.5790812373161316 Epoch 7: train loss 0.5516811708609263 Epoch 7: val loss 0.5741689205169678 Epoch 8: train loss 0.5338682115077973 Epoch 8: val loss 0.5689733624458313 Epoch 9: train loss 0.5184160610040028 Epoch 9: val loss 0.5631202459335327 Epoch 10: train loss 0.5121240794658661 Epoch 10: val loss 0.5566018223762512 Epoch 11: train loss 0.5115174333254496 Epoch 11: val loss 0.5458552837371826 Epoch 12: train loss 0.5175024151802063 Epoch 12: val loss 0.5475305914878845 Epoch 13: train loss 0.5071511785189311 Epoch 13: val loss 0.546798825263977 Epoch 14: train loss 0.4735634446144104 Epoch 14: val loss 0.5407491326332092 Epoch 15: train loss 0.4960473537445068 Epoch 15: val loss 0.5374288558959961 Epoch 16: train loss 0.4585971971352895 Epoch 16: val loss 0.5369873642921448 Epoch 17: train loss 0.4575583239396413 Epoch 17: val loss 0.5288273692131042 Epoch 18: train loss 0.45251472989718117 Epoch 18: val loss 0.5257786512374878 Epoch 19: train loss 0.4681382060050964 Epoch 19: val loss 0.5321851372718811 Epoch 20: train loss 0.4215980529785156 Epoch 20: val loss 0.5370298027992249 Epoch 21: train loss 0.44318820436795553 Epoch 21: val loss 0.5234616994857788
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7013902465502421 Epoch 0: val loss 0.6960039734840393 Epoch 1: train loss 0.6852894872426987 Epoch 1: val loss 0.697246789932251 Epoch 2: train loss 0.6676197201013565 Epoch 2: val loss 0.6961444616317749 Epoch 3: train loss 0.6669224699338278 Epoch 3: val loss 0.6896374821662903 Epoch 4: train loss 0.6343452781438828 Epoch 4: val loss 0.6803631782531738 Epoch 5: train loss 0.6127224564552307 Epoch 5: val loss 0.6743888258934021 Epoch 6: train loss 0.592076855401198 Epoch 6: val loss 0.6668096780776978 Epoch 7: train loss 0.5985698948303858 Epoch 7: val loss 0.6663386821746826 Epoch 8: train loss 0.585338905453682 Epoch 8: val loss 0.6537330150604248 Epoch 9: train loss 0.5605902423461279 Epoch 9: val loss 0.6502986550331116 Epoch 10: train loss 0.5416493341326714 Epoch 10: val loss 0.6532643437385559 Epoch 11: train loss 0.5394971519708633 Epoch 11: val loss 0.655640721321106 Epoch 12: train loss 0.526248057683309 Epoch 12: val loss 0.6508695483207703 Epoch 13: train loss 0.5056937585274378 Epoch 13: val loss 0.6620194315910339 Epoch 14: train loss 0.48816803346077603 Epoch 14: val loss 0.6580726504325867 Epoch 15: train loss 0.5034244060516357 Epoch 15: val loss 0.6531645059585571 Epoch 16: train loss 0.4698345089952151 Epoch 16: val loss 0.6429510712623596 Epoch 17: train loss 0.5027779191732407 Epoch 17: val loss 0.6536727547645569 Epoch 18: train loss 0.487237848341465 Epoch 18: val loss 0.6298840045928955 Epoch 19: train loss 0.46639592200517654 Epoch 19: val loss 0.6259024143218994 Epoch 20: train loss 0.4702875092625618 Epoch 20: val loss 0.6289399862289429 Epoch 21: train loss 0.4578391412893931 Epoch 21: val loss 0.6299557089805603 Epoch 22: train loss 0.4533895154794057 Epoch 22: val loss 0.6393908262252808 Epoch 23: train loss 0.46618830412626266 Epoch 23: val loss 0.6420482397079468 Epoch 24: train loss 0.4430676077802976 Epoch 24: val loss 0.6319447755813599
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905511021614075 Epoch 0: val loss 0.6735777258872986 Epoch 1: train loss 0.6764515737692515 Epoch 1: val loss 0.6688141226768494 Epoch 2: train loss 0.6587787220875422 Epoch 2: val loss 0.6570941805839539 Epoch 3: train loss 0.6336287061373392 Epoch 3: val loss 0.6510450839996338 Epoch 4: train loss 0.6264200558265051 Epoch 4: val loss 0.641025185585022 Epoch 5: train loss 0.6029523660739263 Epoch 5: val loss 0.6470319628715515 Epoch 6: train loss 0.596093845864137 Epoch 6: val loss 0.6448048949241638 Epoch 7: train loss 0.5942910189429919 Epoch 7: val loss 0.6405903697013855 Epoch 8: train loss 0.573903443912665 Epoch 8: val loss 0.6581623554229736 Epoch 9: train loss 0.5426043520371119 Epoch 9: val loss 0.6614489555358887 Epoch 10: train loss 0.5588784838716189 Epoch 10: val loss 0.6550905108451843 Epoch 11: train loss 0.5331475088993708 Epoch 11: val loss 0.6627256870269775 Epoch 12: train loss 0.5353392213582993 Epoch 12: val loss 0.6927134394645691 Epoch 13: train loss 0.5273239811261495 Epoch 13: val loss 0.6786620020866394 Epoch 14: train loss 0.504543237388134 Epoch 14: val loss 0.6769068837165833 Epoch 15: train loss 0.5112037907044092 Epoch 15: val loss 0.6879783272743225 Epoch 16: train loss 0.5106015726923943 Epoch 16: val loss 0.7075901627540588 Epoch 17: train loss 0.482454352080822 Epoch 17: val loss 0.7102786898612976 Epoch 18: train loss 0.47122587263584137 Epoch 18: val loss 0.7192436456680298 Epoch 19: train loss 0.4780273536841075 Epoch 19: val loss 0.7308481931686401 Epoch 20: train loss 0.46905171622832614 Epoch 20: val loss 0.7365218997001648 Epoch 21: train loss 0.47470778475205105 Epoch 21: val loss 0.73368901014328 Epoch 22: train loss 0.4769360547264417 Epoch 22: val loss 0.7354456782341003 Epoch 23: train loss 0.45765052487452823 Epoch 23: val loss 0.7354318499565125 Epoch 24: train loss 0.4471430530150731 Epoch 24: val loss 0.7499502301216125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7088470607995987 Epoch 0: val loss 0.6719407439231873 Epoch 1: train loss 0.6886466145515442 Epoch 1: val loss 0.6665323376655579 Epoch 2: train loss 0.6814578324556351 Epoch 2: val loss 0.6562424302101135 Epoch 3: train loss 0.6632211854060491 Epoch 3: val loss 0.6476849913597107 Epoch 4: train loss 0.6536385267972946 Epoch 4: val loss 0.64082932472229 Epoch 5: train loss 0.6414428551991781 Epoch 5: val loss 0.6156991720199585 Epoch 6: train loss 0.614633763829867 Epoch 6: val loss 0.603002667427063 Epoch 7: train loss 0.5972700814406077 Epoch 7: val loss 0.5897928476333618 Epoch 8: train loss 0.5941363871097565 Epoch 8: val loss 0.5734058022499084 Epoch 9: train loss 0.5776172752181689 Epoch 9: val loss 0.5700864195823669 Epoch 10: train loss 0.5906600033243498 Epoch 10: val loss 0.5694118738174438 Epoch 11: train loss 0.5660902683933576 Epoch 11: val loss 0.5620056986808777 Epoch 12: train loss 0.5346305444836617 Epoch 12: val loss 0.5720979571342468 Epoch 13: train loss 0.534791981180509 Epoch 13: val loss 0.5578160881996155 Epoch 14: train loss 0.5435280178984007 Epoch 14: val loss 0.5563848614692688 Epoch 15: train loss 0.5264686594406763 Epoch 15: val loss 0.5643177032470703 Epoch 16: train loss 0.5099729870756468 Epoch 16: val loss 0.5564721822738647 Epoch 17: train loss 0.5383468642830849 Epoch 17: val loss 0.5655407309532166 Epoch 18: train loss 0.5078408097227415 Epoch 18: val loss 0.5681382417678833 Epoch 19: train loss 0.49936501930157345 Epoch 19: val loss 0.5669827461242676 Epoch 20: train loss 0.5122431144118309 Epoch 20: val loss 0.5736021995544434 Epoch 21: train loss 0.4878660514950752 Epoch 21: val loss 0.566653847694397 Epoch 22: train loss 0.4956560383240382 Epoch 22: val loss 0.5673490166664124 Epoch 23: train loss 0.4944486046830813 Epoch 23: val loss 0.5617438554763794 Epoch 24: train loss 0.47755177815755206 Epoch 24: val loss 0.5608835220336914
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.694145455956459 Epoch 0: val loss 0.6693595051765442 Epoch 1: train loss 0.6459883600473404 Epoch 1: val loss 0.6567081809043884 Epoch 2: train loss 0.6304584344228109 Epoch 2: val loss 0.637451171875 Epoch 3: train loss 0.60464180012544 Epoch 3: val loss 0.6284355521202087 Epoch 4: train loss 0.5982825954755148 Epoch 4: val loss 0.6258045434951782 Epoch 5: train loss 0.5699764763315519 Epoch 5: val loss 0.6290842890739441 Epoch 6: train loss 0.5645265877246857 Epoch 6: val loss 0.6360849738121033 Epoch 7: train loss 0.5833476334810257 Epoch 7: val loss 0.624118983745575 Epoch 8: train loss 0.5674759944279989 Epoch 8: val loss 0.6041444540023804 Epoch 9: train loss 0.527958537141482 Epoch 9: val loss 0.6159502863883972 Epoch 10: train loss 0.5381174832582474 Epoch 10: val loss 0.6243091225624084 Epoch 11: train loss 0.5310485909382502 Epoch 11: val loss 0.6203309297561646 Epoch 12: train loss 0.5067957739035288 Epoch 12: val loss 0.6215381026268005 Epoch 13: train loss 0.5315017203489939 Epoch 13: val loss 0.6200704574584961 Epoch 14: train loss 0.507040744026502 Epoch 14: val loss 0.6322782039642334 Epoch 15: train loss 0.48891597986221313 Epoch 15: val loss 0.6023528575897217 Epoch 16: train loss 0.48684360831975937 Epoch 16: val loss 0.608307957649231 Epoch 17: train loss 0.5054226393500963 Epoch 17: val loss 0.631165087223053 Epoch 18: train loss 0.4899394561847051 Epoch 18: val loss 0.614266574382782 Epoch 19: train loss 0.4656399538119634 Epoch 19: val loss 0.614818811416626 Epoch 20: train loss 0.4516228338082631 Epoch 20: val loss 0.6456801891326904 Epoch 21: train loss 0.46118849019209546 Epoch 21: val loss 0.6234859228134155 Epoch 22: train loss 0.46091367055972415 Epoch 22: val loss 0.6311913132667542 Epoch 23: train loss 0.42491791894038516 Epoch 23: val loss 0.6380451917648315 Epoch 24: train loss 0.4360058084130287 Epoch 24: val loss 0.6514595746994019
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6920971721410751 Epoch 0: val loss 0.6950702667236328 Epoch 1: train loss 0.6848882213234901 Epoch 1: val loss 0.678388774394989 Epoch 2: train loss 0.6548954769968987 Epoch 2: val loss 0.6612191796302795 Epoch 3: train loss 0.6308308616280556 Epoch 3: val loss 0.6447370052337646 Epoch 4: train loss 0.6129754446446896 Epoch 4: val loss 0.6178887486457825 Epoch 5: train loss 0.5839409790933132 Epoch 5: val loss 0.6199465990066528 Epoch 6: train loss 0.5795799922198057 Epoch 6: val loss 0.5954387784004211 Epoch 7: train loss 0.5663476120680571 Epoch 7: val loss 0.609860897064209 Epoch 8: train loss 0.558363763615489 Epoch 8: val loss 0.5893396139144897 Epoch 9: train loss 0.5536258015781641 Epoch 9: val loss 0.5898099541664124 Epoch 10: train loss 0.5572274420410395 Epoch 10: val loss 0.5796526074409485 Epoch 11: train loss 0.5310546588152647 Epoch 11: val loss 0.5910593271255493 Epoch 12: train loss 0.5086901895701885 Epoch 12: val loss 0.5825563073158264 Epoch 13: train loss 0.5064238999038935 Epoch 13: val loss 0.5842335224151611 Epoch 14: train loss 0.4879660066217184 Epoch 14: val loss 0.582715630531311 Epoch 15: train loss 0.49496410600841045 Epoch 15: val loss 0.575613796710968 Epoch 16: train loss 0.5016320906579494 Epoch 16: val loss 0.5774012207984924 Epoch 17: train loss 0.4867042824625969 Epoch 17: val loss 0.5939193367958069 Epoch 18: train loss 0.4858758579939604 Epoch 18: val loss 0.5887987017631531
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7082939048608144 Epoch 0: val loss 0.6773973107337952 Epoch 1: train loss 0.6888645241657892 Epoch 1: val loss 0.6679357886314392 Epoch 2: train loss 0.6640145977338155 Epoch 2: val loss 0.6613119840621948 Epoch 3: train loss 0.6591349840164185 Epoch 3: val loss 0.6575074195861816 Epoch 4: train loss 0.6429962317148844 Epoch 4: val loss 0.6498186588287354 Epoch 5: train loss 0.6283709506193796 Epoch 5: val loss 0.6443734765052795 Epoch 6: train loss 0.625739519794782 Epoch 6: val loss 0.6306988596916199 Epoch 7: train loss 0.6080190986394882 Epoch 7: val loss 0.6305615901947021 Epoch 8: train loss 0.5940429915984472 Epoch 8: val loss 0.6450841426849365 Epoch 9: train loss 0.5774339288473129 Epoch 9: val loss 0.6462553143501282 Epoch 10: train loss 0.5764400288462639 Epoch 10: val loss 0.634052574634552 Epoch 11: train loss 0.5882785792152087 Epoch 11: val loss 0.6357195377349854 Epoch 12: train loss 0.5905249367157618 Epoch 12: val loss 0.6405263543128967 Epoch 13: train loss 0.5650536566972733 Epoch 13: val loss 0.6448266506195068 Epoch 14: train loss 0.5630315095186234 Epoch 14: val loss 0.6500653624534607 Epoch 15: train loss 0.5554146120945612 Epoch 15: val loss 0.6487558484077454 Epoch 16: train loss 0.5530832062164942 Epoch 16: val loss 0.6516132950782776 Epoch 17: train loss 0.5458869809905688 Epoch 17: val loss 0.6642885208129883 Epoch 18: train loss 0.5501961087187132 Epoch 18: val loss 0.6448915600776672 Epoch 19: train loss 0.5435922543207804 Epoch 19: val loss 0.6378518342971802 Epoch 20: train loss 0.5261819263299307 Epoch 20: val loss 0.6376285552978516 Epoch 21: train loss 0.5109288344780604 Epoch 21: val loss 0.651890218257904 Epoch 22: train loss 0.5353824918468794 Epoch 22: val loss 0.6548625826835632 Epoch 23: train loss 0.533047320942084 Epoch 23: val loss 0.644364595413208 Epoch 24: train loss 0.5113793263832728 Epoch 24: val loss 0.6633229851722717
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7028020073970159 Epoch 0: val loss 0.6865662932395935 Epoch 1: train loss 0.6848052591085434 Epoch 1: val loss 0.6833757162094116 Epoch 2: train loss 0.6703224927186966 Epoch 2: val loss 0.6775596141815186 Epoch 3: train loss 0.6526120752096176 Epoch 3: val loss 0.6737465858459473 Epoch 4: train loss 0.6436471591393153 Epoch 4: val loss 0.666979968547821 Epoch 5: train loss 0.6356074661016464 Epoch 5: val loss 0.6549030542373657 Epoch 6: train loss 0.6385906090339025 Epoch 6: val loss 0.6506094336509705 Epoch 7: train loss 0.6333624174197515 Epoch 7: val loss 0.6478195190429688 Epoch 8: train loss 0.6260442833105723 Epoch 8: val loss 0.6379140615463257 Epoch 9: train loss 0.6331976825992266 Epoch 9: val loss 0.6348147988319397 Epoch 10: train loss 0.6143206258614858 Epoch 10: val loss 0.6321164965629578 Epoch 11: train loss 0.6076398889223734 Epoch 11: val loss 0.6257939338684082 Epoch 12: train loss 0.5873118167122205 Epoch 12: val loss 0.6316340565681458 Epoch 13: train loss 0.5931079238653183 Epoch 13: val loss 0.6226150989532471 Epoch 14: train loss 0.5899983296791712 Epoch 14: val loss 0.6191750764846802 Epoch 15: train loss 0.5819058691461881 Epoch 15: val loss 0.6126401424407959 Epoch 16: train loss 0.5865826035539309 Epoch 16: val loss 0.6124691963195801 Epoch 17: train loss 0.5627397870024046 Epoch 17: val loss 0.6117272973060608 Epoch 18: train loss 0.5635383153955141 Epoch 18: val loss 0.6229022741317749 Epoch 19: train loss 0.567715123295784 Epoch 19: val loss 0.604240894317627 Epoch 20: train loss 0.5760148242115974 Epoch 20: val loss 0.5992880463600159 Epoch 21: train loss 0.5553347046176592 Epoch 21: val loss 0.6081252098083496 Epoch 22: train loss 0.5465381865700086 Epoch 22: val loss 0.607515275478363 Epoch 23: train loss 0.5300063987572988 Epoch 23: val loss 0.6202176213264465 Epoch 24: train loss 0.5603701621294022 Epoch 24: val loss 0.6185586452484131
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7009789297978083 Epoch 0: val loss 0.6794856786727905 Epoch 1: train loss 0.6603806714216868 Epoch 1: val loss 0.6972095966339111 Epoch 2: train loss 0.6609999636809031 Epoch 2: val loss 0.6723646521568298 Epoch 3: train loss 0.6261609842379888 Epoch 3: val loss 0.6542114615440369 Epoch 4: train loss 0.6126648386319479 Epoch 4: val loss 0.6589125394821167 Epoch 5: train loss 0.6043552060921987 Epoch 5: val loss 0.6560098528862 Epoch 6: train loss 0.6042133172353109 Epoch 6: val loss 0.6684141755104065 Epoch 7: train loss 0.5843549147248268 Epoch 7: val loss 0.6590240001678467 Epoch 8: train loss 0.58489361902078 Epoch 8: val loss 0.6728802919387817 Epoch 9: train loss 0.5594548980394999 Epoch 9: val loss 0.6725034713745117 Epoch 10: train loss 0.5925313830375671 Epoch 10: val loss 0.6775109767913818 Epoch 11: train loss 0.5748408262928327 Epoch 11: val loss 0.6972015500068665 Epoch 12: train loss 0.5528653040528297 Epoch 12: val loss 0.6771528124809265 Epoch 13: train loss 0.5529445211092631 Epoch 13: val loss 0.6861210465431213 Epoch 14: train loss 0.5346998497843742 Epoch 14: val loss 0.6965742707252502 Epoch 15: train loss 0.5156184583902359 Epoch 15: val loss 0.6884922385215759 Epoch 16: train loss 0.5494460687041283 Epoch 16: val loss 0.6888006329536438 Epoch 17: train loss 0.5376109853386879 Epoch 17: val loss 0.7092499732971191 Epoch 18: train loss 0.5245367114742597 Epoch 18: val loss 0.7137908339500427 Epoch 19: train loss 0.5224482690294584 Epoch 19: val loss 0.6936565637588501 Epoch 20: train loss 0.5296448941032091 Epoch 20: val loss 0.6838945746421814 Epoch 21: train loss 0.5240280081828436 Epoch 21: val loss 0.6993939280509949 Epoch 22: train loss 0.5156786193450292 Epoch 22: val loss 0.716387927532196 Epoch 23: train loss 0.5286876931786537 Epoch 23: val loss 0.7213894128799438 Epoch 24: train loss 0.5255994722247124 Epoch 24: val loss 0.7208752632141113
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6915945758422216 Epoch 0: val loss 0.6892658472061157 Epoch 1: train loss 0.6712340315183004 Epoch 1: val loss 0.6875423789024353 Epoch 2: train loss 0.6676297336816788 Epoch 2: val loss 0.683768093585968 Epoch 3: train loss 0.6374700715144476 Epoch 3: val loss 0.6813159584999084 Epoch 4: train loss 0.634113147854805 Epoch 4: val loss 0.6711137294769287 Epoch 5: train loss 0.6214558184146881 Epoch 5: val loss 0.659956693649292 Epoch 6: train loss 0.6254866023858389 Epoch 6: val loss 0.6596699357032776 Epoch 7: train loss 0.5997940724094709 Epoch 7: val loss 0.658860445022583 Epoch 8: train loss 0.5794452826182047 Epoch 8: val loss 0.6631739735603333 Epoch 9: train loss 0.5816144943237305 Epoch 9: val loss 0.6599262356758118 Epoch 10: train loss 0.5793448214729627 Epoch 10: val loss 0.6612711548805237 Epoch 11: train loss 0.5629932085673014 Epoch 11: val loss 0.6708011031150818 Epoch 12: train loss 0.5758200536171595 Epoch 12: val loss 0.6686792373657227 Epoch 13: train loss 0.566888652741909 Epoch 13: val loss 0.6783930063247681 Epoch 14: train loss 0.5598747059702873 Epoch 14: val loss 0.6825270652770996 Epoch 15: train loss 0.540977343916893 Epoch 15: val loss 0.6878679394721985 Epoch 16: train loss 0.5246926496426264 Epoch 16: val loss 0.6968697905540466 Epoch 17: train loss 0.5273739844560623 Epoch 17: val loss 0.6955057382583618 Epoch 18: train loss 0.552838422358036 Epoch 18: val loss 0.6982221007347107 Epoch 19: train loss 0.5224397083123525 Epoch 19: val loss 0.6949505805969238 Epoch 20: train loss 0.5368539243936539 Epoch 20: val loss 0.7060887217521667 Epoch 21: train loss 0.517420212427775 Epoch 21: val loss 0.7020518779754639 Epoch 22: train loss 0.5122144346435865 Epoch 22: val loss 0.7169175148010254 Epoch 23: train loss 0.49746337284644443 Epoch 23: val loss 0.7160162925720215 Epoch 24: train loss 0.5023442457119623 Epoch 24: val loss 0.7140870690345764
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.706681776791811 Epoch 0: val loss 0.6852360963821411 Epoch 1: train loss 0.6674145646393299 Epoch 1: val loss 0.6711665391921997 Epoch 2: train loss 0.6576209701597691 Epoch 2: val loss 0.6548963785171509 Epoch 3: train loss 0.6376544535160065 Epoch 3: val loss 0.6380077600479126 Epoch 4: train loss 0.628348033875227 Epoch 4: val loss 0.616958737373352 Epoch 5: train loss 0.6200466863811016 Epoch 5: val loss 0.6075276732444763 Epoch 6: train loss 0.6048871986567974 Epoch 6: val loss 0.5998069643974304 Epoch 7: train loss 0.5913853272795677 Epoch 7: val loss 0.5977951288223267 Epoch 8: train loss 0.6031029783189297 Epoch 8: val loss 0.6071149706840515 Epoch 9: train loss 0.5945366695523262 Epoch 9: val loss 0.6050376892089844 Epoch 10: train loss 0.6004889532923698 Epoch 10: val loss 0.6063821315765381 Epoch 11: train loss 0.5701186247169971 Epoch 11: val loss 0.6107591390609741 Epoch 12: train loss 0.5575893372297287 Epoch 12: val loss 0.6155935525894165
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7059999054128473 Epoch 0: val loss 0.6759191751480103 Epoch 1: train loss 0.6726426644758745 Epoch 1: val loss 0.6517325043678284 Epoch 2: train loss 0.648295212875713 Epoch 2: val loss 0.6413590312004089 Epoch 3: train loss 0.6514744839885018 Epoch 3: val loss 0.6359209418296814 Epoch 4: train loss 0.6490147926590659 Epoch 4: val loss 0.6372591853141785 Epoch 5: train loss 0.6517783945257013 Epoch 5: val loss 0.6317159533500671 Epoch 6: train loss 0.631416147405451 Epoch 6: val loss 0.6299150586128235 Epoch 7: train loss 0.6251440427520059 Epoch 7: val loss 0.6143947243690491 Epoch 8: train loss 0.6378012949770148 Epoch 8: val loss 0.6211379170417786 Epoch 9: train loss 0.6231504245237871 Epoch 9: val loss 0.6264789700508118 Epoch 10: train loss 0.6183558919213035 Epoch 10: val loss 0.6198570728302002 Epoch 11: train loss 0.6095490265976299 Epoch 11: val loss 0.6183319687843323 Epoch 12: train loss 0.6187417561357672 Epoch 12: val loss 0.638014554977417 Epoch 13: train loss 0.5939456685022875 Epoch 13: val loss 0.6178038716316223 Epoch 14: train loss 0.6052652543241327 Epoch 14: val loss 0.6139500737190247 Epoch 15: train loss 0.5832754075527191 Epoch 15: val loss 0.6302047967910767 Epoch 16: train loss 0.586936051195318 Epoch 16: val loss 0.6392402052879333 Epoch 17: train loss 0.5853228948333047 Epoch 17: val loss 0.6212806105613708 Epoch 18: train loss 0.5610117722641338 Epoch 18: val loss 0.6169737577438354 Epoch 19: train loss 0.5395351973446932 Epoch 19: val loss 0.6195915341377258 Epoch 20: train loss 0.567104076797312 Epoch 20: val loss 0.6241116523742676 Epoch 21: train loss 0.5588865659453652 Epoch 21: val loss 0.6373571157455444 Epoch 22: train loss 0.5351301187818701 Epoch 22: val loss 0.6045717000961304 Epoch 23: train loss 0.5353126742623069 Epoch 23: val loss 0.6164650321006775 Epoch 24: train loss 0.5270883657715537 Epoch 24: val loss 0.6406714916229248
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6919258399443193 Epoch 0: val loss 0.6846815943717957 Epoch 1: train loss 0.6691465648737821 Epoch 1: val loss 0.6814029216766357 Epoch 2: train loss 0.6595827449451793 Epoch 2: val loss 0.682884156703949 Epoch 3: train loss 0.6391463279724121 Epoch 3: val loss 0.6839125156402588 Epoch 4: train loss 0.6331013657829978 Epoch 4: val loss 0.6867448687553406 Epoch 5: train loss 0.6247514540498907 Epoch 5: val loss 0.6871200799942017 Epoch 6: train loss 0.6200274445793845 Epoch 6: val loss 0.6939905285835266 Epoch 7: train loss 0.6185803521763195 Epoch 7: val loss 0.6932686567306519 Epoch 8: train loss 0.6006843772801486 Epoch 8: val loss 0.6972934603691101 Epoch 9: train loss 0.6041504578156904 Epoch 9: val loss 0.7023441791534424 Epoch 10: train loss 0.5890888192436912 Epoch 10: val loss 0.7061599493026733 Epoch 11: train loss 0.598277828910134 Epoch 11: val loss 0.7013821005821228 Epoch 12: train loss 0.5825401273640719 Epoch 12: val loss 0.7015807032585144 Epoch 13: train loss 0.5739423415877603 Epoch 13: val loss 0.7002644538879395 Epoch 14: train loss 0.5723049315539274 Epoch 14: val loss 0.6975670456886292 Epoch 15: train loss 0.5600237575444308 Epoch 15: val loss 0.7072954177856445 Epoch 16: train loss 0.559898785569451 Epoch 16: val loss 0.7034475803375244 Epoch 17: train loss 0.5671872767535123 Epoch 17: val loss 0.7031124234199524 Epoch 18: train loss 0.5442924960093065 Epoch 18: val loss 0.6957278251647949 Epoch 19: train loss 0.512468083338304 Epoch 19: val loss 0.6906651854515076 Epoch 20: train loss 0.5112334002148021 Epoch 20: val loss 0.6956297755241394 Epoch 21: train loss 0.53133824467659 Epoch 21: val loss 0.7020355463027954 Epoch 22: train loss 0.5119999105280096 Epoch 22: val loss 0.6964765787124634 Epoch 23: train loss 0.5088764510371468 Epoch 23: val loss 0.6876524686813354 Epoch 24: train loss 0.49985461072488263 Epoch 24: val loss 0.689821720123291
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883693716742776 Epoch 0: val loss 0.6826947927474976 Epoch 1: train loss 0.6569847031073137 Epoch 1: val loss 0.6738723516464233 Epoch 2: train loss 0.6449773853475397 Epoch 2: val loss 0.665061354637146 Epoch 3: train loss 0.6416803760962053 Epoch 3: val loss 0.6607587933540344 Epoch 4: train loss 0.6327610395171426 Epoch 4: val loss 0.6633128523826599 Epoch 5: train loss 0.6340226314284585 Epoch 5: val loss 0.6543269157409668 Epoch 6: train loss 0.6059424768794667 Epoch 6: val loss 0.6575306057929993 Epoch 7: train loss 0.6135078587315299 Epoch 7: val loss 0.6654316186904907 Epoch 8: train loss 0.6097966811873696 Epoch 8: val loss 0.6559886336326599 Epoch 9: train loss 0.6020187031139027 Epoch 9: val loss 0.6626372933387756 Epoch 10: train loss 0.5998067151416432 Epoch 10: val loss 0.6585196256637573 Epoch 11: train loss 0.5958292890678752 Epoch 11: val loss 0.6498803496360779 Epoch 12: train loss 0.5912971550768072 Epoch 12: val loss 0.6548897624015808 Epoch 13: train loss 0.5939123684709723 Epoch 13: val loss 0.6540085077285767 Epoch 14: train loss 0.5915926044637506 Epoch 14: val loss 0.6554643511772156 Epoch 15: train loss 0.5879160084507682 Epoch 15: val loss 0.6419674158096313 Epoch 16: train loss 0.5827123414386403 Epoch 16: val loss 0.6446044445037842 Epoch 17: train loss 0.5626703609119762 Epoch 17: val loss 0.6471246480941772 Epoch 18: train loss 0.5769188620827415 Epoch 18: val loss 0.6427245140075684 Epoch 19: train loss 0.5603485568003221 Epoch 19: val loss 0.6467040777206421 Epoch 20: train loss 0.5666176297447898 Epoch 20: val loss 0.6517878174781799 Epoch 21: train loss 0.5369612710042433 Epoch 21: val loss 0.6527664065361023 Epoch 22: train loss 0.5364212122830477 Epoch 22: val loss 0.6430209279060364 Epoch 23: train loss 0.5252597982233221 Epoch 23: val loss 0.6460521221160889 Epoch 24: train loss 0.5470243475653909 Epoch 24: val loss 0.6495305895805359
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6707285913554105 Epoch 0: val loss 0.6828063726425171 Epoch 1: train loss 0.6457480625672773 Epoch 1: val loss 0.6875701546669006 Epoch 2: train loss 0.6343057589097456 Epoch 2: val loss 0.6919616460800171 Epoch 3: train loss 0.6238150704990734 Epoch 3: val loss 0.6956782937049866 Epoch 4: train loss 0.6177643104033037 Epoch 4: val loss 0.7161257863044739 Epoch 5: train loss 0.6140537587079135 Epoch 5: val loss 0.714526355266571 Epoch 6: train loss 0.5959684686227278 Epoch 6: val loss 0.7126896381378174 Epoch 7: train loss 0.6027162020856683 Epoch 7: val loss 0.7167667746543884 Epoch 8: train loss 0.5919242013584484 Epoch 8: val loss 0.7128340005874634 Epoch 9: train loss 0.5934487039392645 Epoch 9: val loss 0.7231042981147766 Epoch 10: train loss 0.5726353986696764 Epoch 10: val loss 0.7174811363220215 Epoch 11: train loss 0.5718814378434961 Epoch 11: val loss 0.7142179608345032 Epoch 12: train loss 0.5671225433999841 Epoch 12: val loss 0.7146167159080505 Epoch 13: train loss 0.5500536290082064 Epoch 13: val loss 0.7153945565223694 Epoch 14: train loss 0.5667386705225165 Epoch 14: val loss 0.7316799163818359 Epoch 15: train loss 0.5289568955248053 Epoch 15: val loss 0.7335124015808105 Epoch 16: train loss 0.5101014267314564 Epoch 16: val loss 0.728952944278717 Epoch 17: train loss 0.5272935655984011 Epoch 17: val loss 0.7460877299308777 Epoch 18: train loss 0.5034934417767958 Epoch 18: val loss 0.7457829713821411 Epoch 19: train loss 0.5168665837157856 Epoch 19: val loss 0.7562916874885559 Epoch 20: train loss 0.49206720428033307 Epoch 20: val loss 0.7743741869926453 Epoch 21: train loss 0.49648686159740796 Epoch 21: val loss 0.7577128410339355 Epoch 22: train loss 0.4777818836949088 Epoch 22: val loss 0.7638912796974182 Epoch 23: train loss 0.45110504735599866 Epoch 23: val loss 0.7785136103630066 Epoch 24: train loss 0.4429433670910922 Epoch 24: val loss 0.7860847115516663
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6787681182225546 Epoch 0: val loss 0.6918407678604126 Epoch 1: train loss 0.6541060050328572 Epoch 1: val loss 0.6835881471633911 Epoch 2: train loss 0.6475947300593058 Epoch 2: val loss 0.6798766851425171 Epoch 3: train loss 0.665688137213389 Epoch 3: val loss 0.6788867712020874 Epoch 4: train loss 0.6232002178827921 Epoch 4: val loss 0.6778014302253723 Epoch 5: train loss 0.62729864915212 Epoch 5: val loss 0.6727680563926697 Epoch 6: train loss 0.6246127764383952 Epoch 6: val loss 0.6643068194389343 Epoch 7: train loss 0.5989608685175578 Epoch 7: val loss 0.6561403274536133 Epoch 8: train loss 0.613928739229838 Epoch 8: val loss 0.6489139795303345 Epoch 9: train loss 0.6185011665026346 Epoch 9: val loss 0.6392794847488403 Epoch 10: train loss 0.5873971362908681 Epoch 10: val loss 0.6537268757820129 Epoch 11: train loss 0.587026302019755 Epoch 11: val loss 0.635574996471405 Epoch 12: train loss 0.5812332272529602 Epoch 12: val loss 0.6440982222557068 Epoch 13: train loss 0.5722969333330791 Epoch 13: val loss 0.6433044075965881 Epoch 14: train loss 0.5574417591094971 Epoch 14: val loss 0.6311467289924622 Epoch 15: train loss 0.5419927179813385 Epoch 15: val loss 0.6498680710792542 Epoch 16: train loss 0.5452576915423075 Epoch 16: val loss 0.6449395418167114 Epoch 17: train loss 0.5387528777122498 Epoch 17: val loss 0.634368360042572
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021832236876855 Epoch 0: val loss 0.6700366139411926 Epoch 1: train loss 0.7000900644522446 Epoch 1: val loss 0.6680683493614197 Epoch 2: train loss 0.6819390883812537 Epoch 2: val loss 0.6574608683586121 Epoch 3: train loss 0.666382399889139 Epoch 3: val loss 0.6499626636505127 Epoch 4: train loss 0.6577123770347009 Epoch 4: val loss 0.6411879658699036 Epoch 5: train loss 0.6533443881915166 Epoch 5: val loss 0.6353477835655212 Epoch 6: train loss 0.6421440564669095 Epoch 6: val loss 0.6264528036117554 Epoch 7: train loss 0.6296120010889493 Epoch 7: val loss 0.6191880702972412 Epoch 8: train loss 0.6153080692658057 Epoch 8: val loss 0.6213768124580383 Epoch 9: train loss 0.6193140424214877 Epoch 9: val loss 0.6200451254844666 Epoch 10: train loss 0.594961567566945 Epoch 10: val loss 0.6092944145202637 Epoch 11: train loss 0.605320196885329 Epoch 11: val loss 0.6105716824531555 Epoch 12: train loss 0.6000568454082196 Epoch 12: val loss 0.6190520524978638 Epoch 13: train loss 0.5780739830090449 Epoch 13: val loss 0.6065457463264465 Epoch 14: train loss 0.5838431670115545 Epoch 14: val loss 0.6010216474533081 Epoch 15: train loss 0.5679697829943436 Epoch 15: val loss 0.6024570465087891 Epoch 16: train loss 0.5401971936225891 Epoch 16: val loss 0.5916569232940674 Epoch 17: train loss 0.5631195375552545 Epoch 17: val loss 0.5931952595710754 Epoch 18: train loss 0.5601261189350715 Epoch 18: val loss 0.5938284397125244 Epoch 19: train loss 0.5459514810488775 Epoch 19: val loss 0.5919375419616699 Epoch 20: train loss 0.5421886191918299 Epoch 20: val loss 0.5921319127082825 Epoch 21: train loss 0.552021168745481 Epoch 21: val loss 0.60512375831604 Epoch 22: train loss 0.5631935871564425 Epoch 22: val loss 0.6020545363426208 Epoch 23: train loss 0.5172318197213687 Epoch 23: val loss 0.6002631783485413 Epoch 24: train loss 0.5040752612627469 Epoch 24: val loss 0.6105021834373474
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010384568801293 Epoch 0: val loss 0.6837775111198425 Epoch 1: train loss 0.673144166286175 Epoch 1: val loss 0.670827329158783 Epoch 2: train loss 0.6535262098679175 Epoch 2: val loss 0.661575198173523 Epoch 3: train loss 0.6289946941229013 Epoch 3: val loss 0.6550387740135193 Epoch 4: train loss 0.614920593225039 Epoch 4: val loss 0.6553215980529785 Epoch 5: train loss 0.6167569573108966 Epoch 5: val loss 0.6491597890853882 Epoch 6: train loss 0.6082549507801349 Epoch 6: val loss 0.647230327129364 Epoch 7: train loss 0.5907335556470431 Epoch 7: val loss 0.6442700624465942 Epoch 8: train loss 0.5789971764271076 Epoch 8: val loss 0.6476625800132751 Epoch 9: train loss 0.5757287717782534 Epoch 9: val loss 0.6448008418083191 Epoch 10: train loss 0.5921885967254639 Epoch 10: val loss 0.6479383111000061 Epoch 11: train loss 0.5535269196216877 Epoch 11: val loss 0.650533139705658 Epoch 12: train loss 0.560669903571789 Epoch 12: val loss 0.6482151746749878 Epoch 13: train loss 0.5652043521404266 Epoch 13: val loss 0.6572234034538269 Epoch 14: train loss 0.5413786608439225 Epoch 14: val loss 0.6517914533615112 Epoch 15: train loss 0.5432366270285386 Epoch 15: val loss 0.6620817184448242 Epoch 16: train loss 0.5437781443962684 Epoch 16: val loss 0.6824666857719421 Epoch 17: train loss 0.5431339717828311 Epoch 17: val loss 0.6714149117469788 Epoch 18: train loss 0.5368761626573709 Epoch 18: val loss 0.677749752998352 Epoch 19: train loss 0.5181600359769968 Epoch 19: val loss 0.6974917054176331 Epoch 20: train loss 0.5203488102326026 Epoch 20: val loss 0.68699049949646 Epoch 21: train loss 0.5003439600651081 Epoch 21: val loss 0.6925987005233765 Epoch 22: train loss 0.49768468966850865 Epoch 22: val loss 0.6917654275894165 Epoch 23: train loss 0.5100598197716933 Epoch 23: val loss 0.6845308542251587 Epoch 24: train loss 0.4997587983424847 Epoch 24: val loss 0.6845282316207886
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6842989646471463 Epoch 0: val loss 0.6844034790992737 Epoch 1: train loss 0.6746872250850384 Epoch 1: val loss 0.6753272414207458 Epoch 2: train loss 0.6553024787169236 Epoch 2: val loss 0.6717329621315002 Epoch 3: train loss 0.6342440430934613 Epoch 3: val loss 0.6626712083816528 Epoch 4: train loss 0.6314568611291739 Epoch 4: val loss 0.6566215753555298 Epoch 5: train loss 0.6285480169149545 Epoch 5: val loss 0.6544898748397827 Epoch 6: train loss 0.6021592387786279 Epoch 6: val loss 0.6475290656089783 Epoch 7: train loss 0.603815319446417 Epoch 7: val loss 0.6469361186027527 Epoch 8: train loss 0.5860379154865558 Epoch 8: val loss 0.6526657938957214 Epoch 9: train loss 0.5819075336823096 Epoch 9: val loss 0.6504164934158325 Epoch 10: train loss 0.5631033824040339 Epoch 10: val loss 0.6547185182571411 Epoch 11: train loss 0.5658764059727008 Epoch 11: val loss 0.6586253046989441 Epoch 12: train loss 0.558627195083178 Epoch 12: val loss 0.6579762101173401 Epoch 13: train loss 0.5468753507504096 Epoch 13: val loss 0.6655331254005432 Epoch 14: train loss 0.5447386915867145 Epoch 14: val loss 0.6523018479347229 Epoch 15: train loss 0.5620025144173548 Epoch 15: val loss 0.6580148339271545 Epoch 16: train loss 0.5373083032094516 Epoch 16: val loss 0.6577768921852112 Epoch 17: train loss 0.510243282868312 Epoch 17: val loss 0.6601930260658264 Epoch 18: train loss 0.520387915464548 Epoch 18: val loss 0.6592480540275574 Epoch 19: train loss 0.48101990039532 Epoch 19: val loss 0.6609382033348083 Epoch 20: train loss 0.48398828964966994 Epoch 20: val loss 0.6701849102973938 Epoch 21: train loss 0.4972484318109659 Epoch 21: val loss 0.6813701391220093 Epoch 22: train loss 0.4764585059422713 Epoch 22: val loss 0.6698448657989502 Epoch 23: train loss 0.4903345497754904 Epoch 23: val loss 0.677735447883606 Epoch 24: train loss 0.4659772194348849 Epoch 24: val loss 0.6813563108444214
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7094896252338703 Epoch 0: val loss 0.6812074184417725 Epoch 1: train loss 0.6859704943803641 Epoch 1: val loss 0.6716557741165161 Epoch 2: train loss 0.653382292160621 Epoch 2: val loss 0.6670077443122864 Epoch 3: train loss 0.6406207176355215 Epoch 3: val loss 0.6655701398849487 Epoch 4: train loss 0.631066097662999 Epoch 4: val loss 0.6627643704414368 Epoch 5: train loss 0.6303069591522217 Epoch 5: val loss 0.6579371094703674 Epoch 6: train loss 0.6086692259861872 Epoch 6: val loss 0.6613856554031372 Epoch 7: train loss 0.6031720133928152 Epoch 7: val loss 0.6674654483795166 Epoch 8: train loss 0.6005352391646459 Epoch 8: val loss 0.6669378280639648 Epoch 9: train loss 0.5765725924418523 Epoch 9: val loss 0.6676039099693298 Epoch 10: train loss 0.5794205390490018 Epoch 10: val loss 0.6699531674385071 Epoch 11: train loss 0.5673787318743192 Epoch 11: val loss 0.675094485282898 Epoch 12: train loss 0.5630017335598285 Epoch 12: val loss 0.6734036803245544 Epoch 13: train loss 0.5645090800065261 Epoch 13: val loss 0.6866998076438904 Epoch 14: train loss 0.5495919631077693 Epoch 14: val loss 0.6893020272254944 Epoch 15: train loss 0.5417538468654339 Epoch 15: val loss 0.6842097640037537 Epoch 16: train loss 0.5395959913730621 Epoch 16: val loss 0.6820793151855469 Epoch 17: train loss 0.5525369391991541 Epoch 17: val loss 0.7014397382736206 Epoch 18: train loss 0.5306583436635824 Epoch 18: val loss 0.6982123851776123 Epoch 19: train loss 0.5127600293893081 Epoch 19: val loss 0.7032574415206909 Epoch 20: train loss 0.5181674109055445 Epoch 20: val loss 0.69888836145401 Epoch 21: train loss 0.5139298737049103 Epoch 21: val loss 0.7053002715110779 Epoch 22: train loss 0.5006568798652062 Epoch 22: val loss 0.7336763143539429 Epoch 23: train loss 0.5081204015475053 Epoch 23: val loss 0.7167152166366577 Epoch 24: train loss 0.4999341689623319 Epoch 24: val loss 0.7263194918632507
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6990111540345585 Epoch 0: val loss 0.6973068118095398 Epoch 1: train loss 0.6648582991431741 Epoch 1: val loss 0.6594958901405334 Epoch 2: train loss 0.6509345980251536 Epoch 2: val loss 0.6551114320755005 Epoch 3: train loss 0.634420212577371 Epoch 3: val loss 0.6557285189628601 Epoch 4: train loss 0.6427548703025369 Epoch 4: val loss 0.6384435892105103 Epoch 5: train loss 0.6220122435513664 Epoch 5: val loss 0.6378538608551025 Epoch 6: train loss 0.6150788559633142 Epoch 6: val loss 0.6259168982505798 Epoch 7: train loss 0.6084598513210521 Epoch 7: val loss 0.6307881474494934 Epoch 8: train loss 0.602015544386471 Epoch 8: val loss 0.6285388469696045 Epoch 9: train loss 0.606713684166179 Epoch 9: val loss 0.635357677936554 Epoch 10: train loss 0.5975603356080896 Epoch 10: val loss 0.6230508685112 Epoch 11: train loss 0.5954804034794078 Epoch 11: val loss 0.6333678960800171 Epoch 12: train loss 0.5926209232386421 Epoch 12: val loss 0.6331737637519836 Epoch 13: train loss 0.5724660508772906 Epoch 13: val loss 0.6320452690124512 Epoch 14: train loss 0.5560040684307322 Epoch 14: val loss 0.6311179995536804 Epoch 15: train loss 0.5526592801598942 Epoch 15: val loss 0.6311357021331787 Epoch 16: train loss 0.5482763490256142 Epoch 16: val loss 0.630687415599823 Epoch 17: train loss 0.5457125586621902 Epoch 17: val loss 0.6210995316505432 Epoch 18: train loss 0.5561449755640591 Epoch 18: val loss 0.6357993483543396 Epoch 19: train loss 0.523938329780803 Epoch 19: val loss 0.62493497133255
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6943575988213221 Epoch 0: val loss 0.6913559436798096 Epoch 1: train loss 0.6881450414657593 Epoch 1: val loss 0.6840853691101074 Epoch 2: train loss 0.6705311636130015 Epoch 2: val loss 0.6811716556549072 Epoch 3: train loss 0.6697131892045339 Epoch 3: val loss 0.6808011531829834 Epoch 4: train loss 0.6800876806179682 Epoch 4: val loss 0.6790357232093811 Epoch 5: train loss 0.672918975353241 Epoch 5: val loss 0.6829943060874939 Epoch 6: train loss 0.6601814577976862 Epoch 6: val loss 0.6826729774475098 Epoch 7: train loss 0.633793905377388 Epoch 7: val loss 0.6792914867401123 Epoch 8: train loss 0.6526578863461813 Epoch 8: val loss 0.6785682439804077 Epoch 9: train loss 0.6370363980531693 Epoch 9: val loss 0.6807810068130493 Epoch 10: train loss 0.6387855013211569 Epoch 10: val loss 0.6895965337753296 Epoch 11: train loss 0.63943479458491 Epoch 11: val loss 0.6784631609916687 Epoch 12: train loss 0.6159270654122034 Epoch 12: val loss 0.6747016310691833 Epoch 13: train loss 0.6250654409329096 Epoch 13: val loss 0.6851234436035156 Epoch 14: train loss 0.6217509234944979 Epoch 14: val loss 0.679202139377594 Epoch 15: train loss 0.5899022916952769 Epoch 15: val loss 0.6814004778862 Epoch 16: train loss 0.6014265368382136 Epoch 16: val loss 0.6808000206947327 Epoch 17: train loss 0.6159216910600662 Epoch 17: val loss 0.6855646967887878 Epoch 18: train loss 0.5903574700156847 Epoch 18: val loss 0.686177134513855 Epoch 19: train loss 0.593892365694046 Epoch 19: val loss 0.6851478219032288 Epoch 20: train loss 0.591608797510465 Epoch 20: val loss 0.6830862760543823 Epoch 21: train loss 0.5716496184468269 Epoch 21: val loss 0.6908032894134521 Epoch 22: train loss 0.5902648742000262 Epoch 22: val loss 0.6843380928039551 Epoch 23: train loss 0.5612824360529581 Epoch 23: val loss 0.6888371706008911 Epoch 24: train loss 0.5537911057472229 Epoch 24: val loss 0.6976239085197449
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6970375031232834 Epoch 0: val loss 0.6827512383460999 Epoch 1: train loss 0.687876025835673 Epoch 1: val loss 0.68467116355896 Epoch 2: train loss 0.6849925220012665 Epoch 2: val loss 0.686957836151123 Epoch 3: train loss 0.6624093155066172 Epoch 3: val loss 0.6887120604515076 Epoch 4: train loss 0.6643477479616801 Epoch 4: val loss 0.6903961896896362 Epoch 5: train loss 0.6592550377051035 Epoch 5: val loss 0.6910353302955627 Epoch 6: train loss 0.6481385827064514 Epoch 6: val loss 0.6956949234008789 Epoch 7: train loss 0.6527631084124247 Epoch 7: val loss 0.7009377479553223 Epoch 8: train loss 0.6506670216719309 Epoch 8: val loss 0.700202226638794 Epoch 9: train loss 0.6238909165064493 Epoch 9: val loss 0.6992059350013733 Epoch 10: train loss 0.6389981309572855 Epoch 10: val loss 0.7064619064331055 Epoch 11: train loss 0.6332370390494665 Epoch 11: val loss 0.7029565572738647 Epoch 12: train loss 0.6325233578681946 Epoch 12: val loss 0.7015589475631714 Epoch 13: train loss 0.6058627466360728 Epoch 13: val loss 0.7057920694351196 Epoch 14: train loss 0.5884866416454315 Epoch 14: val loss 0.7030535936355591 Epoch 15: train loss 0.6040683835744858 Epoch 15: val loss 0.7049047350883484 Epoch 16: train loss 0.5886132568120956 Epoch 16: val loss 0.7067763805389404 Epoch 17: train loss 0.5798655500014623 Epoch 17: val loss 0.7091396450996399 Epoch 18: train loss 0.5885442743698756 Epoch 18: val loss 0.7217294573783875 Epoch 19: train loss 0.5690949211517969 Epoch 19: val loss 0.7289853096008301 Epoch 20: train loss 0.5499438842137655 Epoch 20: val loss 0.7236130237579346 Epoch 21: train loss 0.5612423966328303 Epoch 21: val loss 0.7187851667404175 Epoch 22: train loss 0.5410859982172648 Epoch 22: val loss 0.7208871841430664 Epoch 23: train loss 0.5636325478553772 Epoch 23: val loss 0.7443554401397705 Epoch 24: train loss 0.5634167790412903 Epoch 24: val loss 0.722574770450592
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000500510136286 Epoch 0: val loss 0.6921132206916809 Epoch 1: train loss 0.6868433803319931 Epoch 1: val loss 0.6938717365264893 Epoch 2: train loss 0.6840180406967798 Epoch 2: val loss 0.6981050968170166 Epoch 3: train loss 0.6621828774611155 Epoch 3: val loss 0.7062888145446777 Epoch 4: train loss 0.6475583563248316 Epoch 4: val loss 0.7180306315422058 Epoch 5: train loss 0.6489583800236384 Epoch 5: val loss 0.7191489934921265 Epoch 6: train loss 0.6360185891389847 Epoch 6: val loss 0.7272621989250183 Epoch 7: train loss 0.6315062890450159 Epoch 7: val loss 0.7293543219566345 Epoch 8: train loss 0.6278946896394094 Epoch 8: val loss 0.7448342442512512 Epoch 9: train loss 0.6206544737021128 Epoch 9: val loss 0.7403871417045593 Epoch 10: train loss 0.6253728717565536 Epoch 10: val loss 0.7376131415367126 Epoch 11: train loss 0.609113613764445 Epoch 11: val loss 0.7353415489196777 Epoch 12: train loss 0.6069932033618292 Epoch 12: val loss 0.7332318425178528 Epoch 13: train loss 0.6073902050654093 Epoch 13: val loss 0.7438293695449829 Epoch 14: train loss 0.6030836999416351 Epoch 14: val loss 0.7573506832122803 Epoch 15: train loss 0.5816693107287089 Epoch 15: val loss 0.7490947246551514 Epoch 16: train loss 0.592035323381424 Epoch 16: val loss 0.7513530850410461 Epoch 17: train loss 0.5944286783536276 Epoch 17: val loss 0.7404334545135498 Epoch 18: train loss 0.5678074086705843 Epoch 18: val loss 0.7473727464675903 Epoch 19: train loss 0.5775367493430773 Epoch 19: val loss 0.7498572468757629 Epoch 20: train loss 0.5714713583389918 Epoch 20: val loss 0.7391305565834045 Epoch 21: train loss 0.5591104626655579 Epoch 21: val loss 0.7471191883087158 Epoch 22: train loss 0.5782755464315414 Epoch 22: val loss 0.7647549510002136 Epoch 23: train loss 0.5538475314776102 Epoch 23: val loss 0.7519194483757019 Epoch 24: train loss 0.5318997253974279 Epoch 24: val loss 0.7629875540733337
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6861230830351511 Epoch 0: val loss 0.6996082067489624 Epoch 1: train loss 0.6671354671319326 Epoch 1: val loss 0.7019394636154175 Epoch 2: train loss 0.6561292906602224 Epoch 2: val loss 0.7027618885040283 Epoch 3: train loss 0.6503811081250509 Epoch 3: val loss 0.7045370936393738 Epoch 4: train loss 0.6365216126044592 Epoch 4: val loss 0.7082673907279968 Epoch 5: train loss 0.6473307311534882 Epoch 5: val loss 0.7165946960449219 Epoch 6: train loss 0.6420632402102152 Epoch 6: val loss 0.71879643201828 Epoch 7: train loss 0.61551101009051 Epoch 7: val loss 0.722016453742981 Epoch 8: train loss 0.6298121710618337 Epoch 8: val loss 0.7237576842308044 Epoch 9: train loss 0.6004417190949122 Epoch 9: val loss 0.7271882891654968 Epoch 10: train loss 0.6005379309256872 Epoch 10: val loss 0.7374130487442017 Epoch 11: train loss 0.614312008023262 Epoch 11: val loss 0.7482479810714722 Epoch 12: train loss 0.59060999751091 Epoch 12: val loss 0.7530820369720459 Epoch 13: train loss 0.5909576018651327 Epoch 13: val loss 0.7525564432144165 Epoch 14: train loss 0.5874050036072731 Epoch 14: val loss 0.7597895264625549 Epoch 15: train loss 0.5859830131133398 Epoch 15: val loss 0.7720446586608887 Epoch 16: train loss 0.5674707094828287 Epoch 16: val loss 0.7622285485267639 Epoch 17: train loss 0.5848734180132548 Epoch 17: val loss 0.7648999094963074 Epoch 18: train loss 0.5669597759842873 Epoch 18: val loss 0.7686448097229004 Epoch 19: train loss 0.5621297707160314 Epoch 19: val loss 0.7670063376426697 Epoch 20: train loss 0.5816240807374319 Epoch 20: val loss 0.7575175762176514 Epoch 21: train loss 0.5424607396125793 Epoch 21: val loss 0.7588245868682861 Epoch 22: train loss 0.5540526707967123 Epoch 22: val loss 0.7586553692817688 Epoch 23: train loss 0.5265757516026497 Epoch 23: val loss 0.7693825364112854 Epoch 24: train loss 0.5406702508529028 Epoch 24: val loss 0.7627726197242737
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7025981247425079 Epoch 0: val loss 0.690746009349823 Epoch 1: train loss 0.6904934607446194 Epoch 1: val loss 0.6883808374404907 Epoch 2: train loss 0.6790329776704311 Epoch 2: val loss 0.6804532408714294 Epoch 3: train loss 0.6689407899975777 Epoch 3: val loss 0.6762255430221558 Epoch 4: train loss 0.673762708902359 Epoch 4: val loss 0.6774000525474548 Epoch 5: train loss 0.6618785746395588 Epoch 5: val loss 0.6746581196784973 Epoch 6: train loss 0.6559907272458076 Epoch 6: val loss 0.6669809818267822 Epoch 7: train loss 0.6427375786006451 Epoch 7: val loss 0.669427216053009 Epoch 8: train loss 0.6398610807955265 Epoch 8: val loss 0.6589434146881104 Epoch 9: train loss 0.6471134386956692 Epoch 9: val loss 0.6608690023422241 Epoch 10: train loss 0.626857478171587 Epoch 10: val loss 0.6709681749343872 Epoch 11: train loss 0.6286916099488735 Epoch 11: val loss 0.6720148921012878 Epoch 12: train loss 0.6109379678964615 Epoch 12: val loss 0.6683748364448547
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
18 Epoch 0: train loss 0.6854068040847778 Epoch 0: val loss 0.6423214077949524 Epoch 1: train loss 0.600568379674639 Epoch 1: val loss 0.6382859945297241 Epoch 2: train loss 0.6093209641320365 Epoch 2: val loss 0.6528054475784302 Epoch 3: train loss 0.5594405446733747 Epoch 3: val loss 0.6426528692245483 Epoch 4: train loss 0.5418932608195713 Epoch 4: val loss 0.6317712068557739 Epoch 5: train loss 0.5164165879998889 Epoch 5: val loss 0.6151096224784851 Epoch 6: train loss 0.5336483078343528 Epoch 6: val loss 0.6160866618156433 Epoch 7: train loss 0.5280286073684692 Epoch 7: val loss 0.6273261904716492 Epoch 8: train loss 0.6381058480058398 Epoch 8: val loss 0.6268864274024963 Epoch 9: train loss 0.5358198583126068 Epoch 9: val loss 0.6243240237236023 Epoch 10: train loss 0.5513935046536582 Epoch 10: val loss 0.6210038661956787 Epoch 11: train loss 0.529478886297771 Epoch 11: val loss 0.6296687722206116 Epoch 12: train loss 0.5200293191841671 Epoch 12: val loss 0.6409417390823364 Epoch 13: train loss 0.5183116538184029 Epoch 13: val loss 0.6416606307029724 Epoch 14: train loss 0.49095286216054645 Epoch 14: val loss 0.652848482131958 Epoch 15: train loss 0.4782849167074476 Epoch 15: val loss 0.665370762348175 Epoch 16: train loss 0.49504825472831726 Epoch 16: val loss 0.6807242631912231 Epoch 17: train loss 0.452273890376091 Epoch 17: val loss 0.6856780052185059 Epoch 18: train loss 0.43052247166633606 Epoch 18: val loss 0.6849968433380127 Epoch 19: train loss 0.48668393066951204 Epoch 19: val loss 0.6975486874580383 Epoch 20: train loss 0.45344590289252146 Epoch 20: val loss 0.6960033774375916 Epoch 21: train loss 0.48113525765282766 Epoch 21: val loss 0.7054123282432556 Epoch 22: train loss 0.3976307660341263 Epoch 22: val loss 0.7386345863342285 Epoch 23: train loss 0.4159326042447771 Epoch 23: val loss 0.741362452507019 Epoch 24: train loss 0.41974976445947376 Epoch 24: val loss 0.7392182946205139
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6844779167856488 Epoch 0: val loss 0.6165350675582886 Epoch 1: train loss 0.6190142333507538 Epoch 1: val loss 0.5778727531433105 Epoch 2: train loss 0.6029018504279 Epoch 2: val loss 0.548969566822052 Epoch 3: train loss 0.5975966283253261 Epoch 3: val loss 0.5440000891685486 Epoch 4: train loss 0.5917367594582694 Epoch 4: val loss 0.5467573404312134 Epoch 5: train loss 0.5494871692998069 Epoch 5: val loss 0.5679142475128174 Epoch 6: train loss 0.5788584138665881 Epoch 6: val loss 0.5763317346572876 Epoch 7: train loss 0.5500012295586723 Epoch 7: val loss 0.579920768737793 Epoch 8: train loss 0.5307347093309674 Epoch 8: val loss 0.5888264179229736 Epoch 9: train loss 0.5877897781985146 Epoch 9: val loss 0.5842118263244629 Epoch 10: train loss 0.5349864448819842 Epoch 10: val loss 0.5931308269500732 Epoch 11: train loss 0.5732137603419167 Epoch 11: val loss 0.5885038375854492 Epoch 12: train loss 0.5431149474212101 Epoch 12: val loss 0.5961073637008667 Epoch 13: train loss 0.5142077335289547 Epoch 13: val loss 0.6098744869232178 Epoch 14: train loss 0.5256472868578774 Epoch 14: val loss 0.5931693315505981 Epoch 15: train loss 0.4986189731529781 Epoch 15: val loss 0.596217155456543 Epoch 16: train loss 0.5157829991408757 Epoch 16: val loss 0.5908358693122864 Epoch 17: train loss 0.5390375980309078 Epoch 17: val loss 0.5901047587394714 Epoch 18: train loss 0.47251770326069426 Epoch 18: val loss 0.5874060988426208 Epoch 19: train loss 0.5480856938021523 Epoch 19: val loss 0.5988271832466125 Epoch 20: train loss 0.46480249081339153 Epoch 20: val loss 0.6043267846107483 Epoch 21: train loss 0.4696317229952131 Epoch 21: val loss 0.6088916063308716 Epoch 22: train loss 0.4851050504616329 Epoch 22: val loss 0.5995069146156311 Epoch 23: train loss 0.43326815962791443 Epoch 23: val loss 0.600692093372345 Epoch 24: train loss 0.43040727717535837 Epoch 24: val loss 0.6104741096496582
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6719680769102914 Epoch 0: val loss 0.6462724208831787 Epoch 1: train loss 0.6115982787949699 Epoch 1: val loss 0.6416663527488708 Epoch 2: train loss 0.5736406232629504 Epoch 2: val loss 0.6492290496826172 Epoch 3: train loss 0.5808364791529519 Epoch 3: val loss 0.659357488155365 Epoch 4: train loss 0.5584161920206887 Epoch 4: val loss 0.6643171310424805 Epoch 5: train loss 0.5136513539722988 Epoch 5: val loss 0.654025673866272 Epoch 6: train loss 0.5407726424080985 Epoch 6: val loss 0.6537061333656311 Epoch 7: train loss 0.5051295629569462 Epoch 7: val loss 0.6487026214599609 Epoch 8: train loss 0.520127168723515 Epoch 8: val loss 0.6506955623626709 Epoch 9: train loss 0.5151169002056122 Epoch 9: val loss 0.6395474076271057 Epoch 10: train loss 0.5059867373534611 Epoch 10: val loss 0.6313501000404358 Epoch 11: train loss 0.4846861575331007 Epoch 11: val loss 0.6412323713302612 Epoch 12: train loss 0.5490843100207192 Epoch 12: val loss 0.6688772439956665 Epoch 13: train loss 0.5144967607089451 Epoch 13: val loss 0.7011265158653259 Epoch 14: train loss 0.4936982776437487 Epoch 14: val loss 0.6779048442840576 Epoch 15: train loss 0.4749341479369572 Epoch 15: val loss 0.6571322083473206 Epoch 16: train loss 0.46973201632499695 Epoch 16: val loss 0.649541437625885 Epoch 17: train loss 0.4675475444112505 Epoch 17: val loss 0.6523199081420898 Epoch 18: train loss 0.4792391913277762 Epoch 18: val loss 0.6591026186943054 Epoch 19: train loss 0.4638147865022932 Epoch 19: val loss 0.6664356589317322 Epoch 20: train loss 0.46637143407549175 Epoch 20: val loss 0.6554058790206909 Epoch 21: train loss 0.5369327877249036 Epoch 21: val loss 0.6415936350822449 Epoch 22: train loss 0.41918220690318514 Epoch 22: val loss 0.6357125639915466 Epoch 23: train loss 0.4720896908215114 Epoch 23: val loss 0.6347681283950806 Epoch 24: train loss 0.467627614736557 Epoch 24: val loss 0.6285728812217712
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6512089797428676 Epoch 0: val loss 0.6381033062934875 Epoch 1: train loss 0.6043890033449445 Epoch 1: val loss 0.6108552813529968 Epoch 2: train loss 0.5614566121782575 Epoch 2: val loss 0.5956275463104248 Epoch 3: train loss 0.6030997123037066 Epoch 3: val loss 0.587661862373352 Epoch 4: train loss 0.6002684022699084 Epoch 4: val loss 0.5895821452140808 Epoch 5: train loss 0.5606017368180412 Epoch 5: val loss 0.5971845388412476 Epoch 6: train loss 0.5593129439013345 Epoch 6: val loss 0.5947768688201904 Epoch 7: train loss 0.5441170079367501 Epoch 7: val loss 0.5951839089393616 Epoch 8: train loss 0.5161651415484292 Epoch 8: val loss 0.5885006785392761 Epoch 9: train loss 0.5405944628374917 Epoch 9: val loss 0.5881158113479614 Epoch 10: train loss 0.5221074180943626 Epoch 10: val loss 0.5846989750862122 Epoch 11: train loss 0.49569141439029146 Epoch 11: val loss 0.5822416543960571 Epoch 12: train loss 0.4940760369811739 Epoch 12: val loss 0.5871778130531311 Epoch 13: train loss 0.5123869393553052 Epoch 13: val loss 0.5980914235115051 Epoch 14: train loss 0.480785003730229 Epoch 14: val loss 0.602540910243988 Epoch 15: train loss 0.5093967318534851 Epoch 15: val loss 0.606050431728363 Epoch 16: train loss 0.5052979843957084 Epoch 16: val loss 0.625376284122467 Epoch 17: train loss 0.4775747294936861 Epoch 17: val loss 0.6161466836929321 Epoch 18: train loss 0.48381586585726055 Epoch 18: val loss 0.6065472364425659 Epoch 19: train loss 0.506730637380055 Epoch 19: val loss 0.6101784706115723 Epoch 20: train loss 0.46820624811308725 Epoch 20: val loss 0.6296530961990356 Epoch 21: train loss 0.5016758058752332 Epoch 21: val loss 0.6334112286567688 Epoch 22: train loss 0.44825506636074613 Epoch 22: val loss 0.6235740184783936 Epoch 23: train loss 0.4685621133872441 Epoch 23: val loss 0.618728518486023 Epoch 24: train loss 0.4974036387034825 Epoch 24: val loss 0.6186273097991943
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982133123609755 Epoch 0: val loss 0.6266189813613892 Epoch 1: train loss 0.6147174305386014 Epoch 1: val loss 0.6080262064933777 Epoch 2: train loss 0.5882553391986423 Epoch 2: val loss 0.6076095104217529 Epoch 3: train loss 0.5767890678511726 Epoch 3: val loss 0.6142113208770752 Epoch 4: train loss 0.5839543640613556 Epoch 4: val loss 0.6198903918266296 Epoch 5: train loss 0.5485115680429671 Epoch 5: val loss 0.6311048865318298 Epoch 6: train loss 0.5540000829431746 Epoch 6: val loss 0.6403415203094482 Epoch 7: train loss 0.5687793228361342 Epoch 7: val loss 0.6299111843109131
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6956029161810875 Epoch 0: val loss 0.6624353528022766 Epoch 1: train loss 0.611737459897995 Epoch 1: val loss 0.6181855797767639 Epoch 2: train loss 0.5645516142249107 Epoch 2: val loss 0.5693318247795105 Epoch 3: train loss 0.5154913999140263 Epoch 3: val loss 0.5428258776664734 Epoch 4: train loss 0.5075022839009762 Epoch 4: val loss 0.527685821056366 Epoch 5: train loss 0.498337272554636 Epoch 5: val loss 0.5262980461120605 Epoch 6: train loss 0.4875476807355881 Epoch 6: val loss 0.5385884642601013 Epoch 7: train loss 0.47574496641755104 Epoch 7: val loss 0.5276939868927002 Epoch 8: train loss 0.47834179177880287 Epoch 8: val loss 0.5270293951034546 Epoch 9: train loss 0.4535309113562107 Epoch 9: val loss 0.528153657913208 Epoch 10: train loss 0.4641256481409073 Epoch 10: val loss 0.5370097160339355 Epoch 11: train loss 0.4406287185847759 Epoch 11: val loss 0.5422478914260864 Epoch 12: train loss 0.4433114416897297 Epoch 12: val loss 0.5391333699226379 Epoch 13: train loss 0.45349501445889473 Epoch 13: val loss 0.539913535118103 Epoch 14: train loss 0.40990548953413963 Epoch 14: val loss 0.5409621000289917 Epoch 15: train loss 0.4121294803917408 Epoch 15: val loss 0.5437231659889221 Epoch 16: train loss 0.3987138122320175 Epoch 16: val loss 0.5494741201400757 Epoch 17: train loss 0.3878275267779827 Epoch 17: val loss 0.5559095740318298 Epoch 18: train loss 0.391082089394331 Epoch 18: val loss 0.5630622506141663 Epoch 19: train loss 0.3932620882987976 Epoch 19: val loss 0.5677739381790161 Epoch 20: train loss 0.3630148321390152 Epoch 20: val loss 0.5720849633216858 Epoch 21: train loss 0.3643072508275509 Epoch 21: val loss 0.5791360139846802 Epoch 22: train loss 0.35469071939587593 Epoch 22: val loss 0.5952965021133423 Epoch 23: train loss 0.3508975878357887 Epoch 23: val loss 0.5978414416313171 Epoch 24: train loss 0.33847767673432827 Epoch 24: val loss 0.6023180484771729
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7126728966832161 Epoch 0: val loss 0.6621572971343994 Epoch 1: train loss 0.6267688795924187 Epoch 1: val loss 0.6145167350769043 Epoch 2: train loss 0.5775956958532333 Epoch 2: val loss 0.5716935396194458 Epoch 3: train loss 0.5402794033288956 Epoch 3: val loss 0.5417654514312744 Epoch 4: train loss 0.5004062950611115 Epoch 4: val loss 0.5308435559272766 Epoch 5: train loss 0.5114135779440403 Epoch 5: val loss 0.5231069922447205 Epoch 6: train loss 0.49142948165535927 Epoch 6: val loss 0.5228409171104431 Epoch 7: train loss 0.5168042108416557 Epoch 7: val loss 0.517930269241333 Epoch 8: train loss 0.4908907003700733 Epoch 8: val loss 0.5133307576179504 Epoch 9: train loss 0.49449077993631363 Epoch 9: val loss 0.511192798614502 Epoch 10: train loss 0.4926905781030655 Epoch 10: val loss 0.506809651851654 Epoch 11: train loss 0.46357522532343864 Epoch 11: val loss 0.5037832856178284 Epoch 12: train loss 0.4899909421801567 Epoch 12: val loss 0.5050164461135864 Epoch 13: train loss 0.46729519963264465 Epoch 13: val loss 0.5088731050491333 Epoch 14: train loss 0.462326530367136 Epoch 14: val loss 0.504506528377533 Epoch 15: train loss 0.46389804780483246 Epoch 15: val loss 0.5013495087623596 Epoch 16: train loss 0.45470811799168587 Epoch 16: val loss 0.5011025667190552 Epoch 17: train loss 0.4499577768146992 Epoch 17: val loss 0.4979192912578583 Epoch 18: train loss 0.4424573667347431 Epoch 18: val loss 0.49232006072998047 Epoch 19: train loss 0.4441615901887417 Epoch 19: val loss 0.49286776781082153 Epoch 20: train loss 0.42621009051799774 Epoch 20: val loss 0.49270758032798767 Epoch 21: train loss 0.41562388464808464 Epoch 21: val loss 0.4961954951286316 Epoch 22: train loss 0.39504190906882286 Epoch 22: val loss 0.4915326237678528 Epoch 23: train loss 0.409968975931406 Epoch 23: val loss 0.4852021336555481 Epoch 24: train loss 0.408466337248683 Epoch 24: val loss 0.4898098409175873
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6783598065376282 Epoch 0: val loss 0.6374682784080505 Epoch 1: train loss 0.6012431234121323 Epoch 1: val loss 0.6002714037895203 Epoch 2: train loss 0.5320350714027882 Epoch 2: val loss 0.5741243362426758 Epoch 3: train loss 0.5373127907514572 Epoch 3: val loss 0.5666428804397583 Epoch 4: train loss 0.49867652729153633 Epoch 4: val loss 0.5653322339057922 Epoch 5: train loss 0.48800910636782646 Epoch 5: val loss 0.5716128349304199 Epoch 6: train loss 0.4671091251075268 Epoch 6: val loss 0.5712411403656006 Epoch 7: train loss 0.4543050192296505 Epoch 7: val loss 0.5655149817466736 Epoch 8: train loss 0.46545344218611717 Epoch 8: val loss 0.5598695278167725 Epoch 9: train loss 0.46649017184972763 Epoch 9: val loss 0.5612470507621765 Epoch 10: train loss 0.4323591999709606 Epoch 10: val loss 0.5618628859519958 Epoch 11: train loss 0.44006123021245 Epoch 11: val loss 0.5710994005203247 Epoch 12: train loss 0.44901249930262566 Epoch 12: val loss 0.5773306488990784 Epoch 13: train loss 0.4103153981268406 Epoch 13: val loss 0.5768776535987854 Epoch 14: train loss 0.4106490723788738 Epoch 14: val loss 0.5868392586708069 Epoch 15: train loss 0.40386561304330826 Epoch 15: val loss 0.5823594331741333 Epoch 16: train loss 0.4055100120604038 Epoch 16: val loss 0.5892761945724487 Epoch 17: train loss 0.4003228023648262 Epoch 17: val loss 0.5847201347351074 Epoch 18: train loss 0.3931659758090973 Epoch 18: val loss 0.6004681587219238 Epoch 19: train loss 0.37710338085889816 Epoch 19: val loss 0.6045938730239868 Epoch 20: train loss 0.36423515528440475 Epoch 20: val loss 0.5999603271484375 Epoch 21: train loss 0.38332123681902885 Epoch 21: val loss 0.5940530896186829 Epoch 22: train loss 0.3606868628412485 Epoch 22: val loss 0.6002702116966248 Epoch 23: train loss 0.3678121566772461 Epoch 23: val loss 0.6223099231719971 Epoch 24: train loss 0.34884546883404255 Epoch 24: val loss 0.6087244749069214
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6855554506182671 Epoch 0: val loss 0.6711955666542053 Epoch 1: train loss 0.6309733018279076 Epoch 1: val loss 0.6309697031974792 Epoch 2: train loss 0.5973953157663345 Epoch 2: val loss 0.5876178741455078 Epoch 3: train loss 0.5701736211776733 Epoch 3: val loss 0.5514242649078369 Epoch 4: train loss 0.535276647657156 Epoch 4: val loss 0.5279152393341064 Epoch 5: train loss 0.5181911438703537 Epoch 5: val loss 0.513099193572998 Epoch 6: train loss 0.4995015561580658 Epoch 6: val loss 0.5052834749221802 Epoch 7: train loss 0.5024507902562618 Epoch 7: val loss 0.5045918822288513 Epoch 8: train loss 0.508020181208849 Epoch 8: val loss 0.4984130859375 Epoch 9: train loss 0.46487610042095184 Epoch 9: val loss 0.496456503868103 Epoch 10: train loss 0.463709332048893 Epoch 10: val loss 0.49460214376449585 Epoch 11: train loss 0.45317287370562553 Epoch 11: val loss 0.49407824873924255 Epoch 12: train loss 0.45260558277368546 Epoch 12: val loss 0.49484187364578247 Epoch 13: train loss 0.43829187378287315 Epoch 13: val loss 0.49553433060646057 Epoch 14: train loss 0.431134719401598 Epoch 14: val loss 0.4957990348339081 Epoch 15: train loss 0.4244724214076996 Epoch 15: val loss 0.4976925253868103 Epoch 16: train loss 0.3953084722161293 Epoch 16: val loss 0.49551236629486084 Epoch 17: train loss 0.4019985720515251 Epoch 17: val loss 0.5008038282394409 Epoch 18: train loss 0.39262058213353157 Epoch 18: val loss 0.495279461145401 Epoch 19: train loss 0.40459301695227623 Epoch 19: val loss 0.4986324906349182 Epoch 20: train loss 0.3838133066892624 Epoch 20: val loss 0.5003047585487366 Epoch 21: train loss 0.3619970753788948 Epoch 21: val loss 0.5082148313522339 Epoch 22: train loss 0.38507450744509697 Epoch 22: val loss 0.5108300447463989 Epoch 23: train loss 0.3689070772379637 Epoch 23: val loss 0.5116040110588074 Epoch 24: train loss 0.3880902864038944 Epoch 24: val loss 0.5117097496986389
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6465582847595215 Epoch 0: val loss 0.6180390119552612 Epoch 1: train loss 0.5443044006824493 Epoch 1: val loss 0.5780633687973022 Epoch 2: train loss 0.531017005443573 Epoch 2: val loss 0.5632456541061401 Epoch 3: train loss 0.5127412351694974 Epoch 3: val loss 0.5434525012969971 Epoch 4: train loss 0.49763004075397144 Epoch 4: val loss 0.5431088209152222 Epoch 5: train loss 0.5126604492014105 Epoch 5: val loss 0.5623598694801331 Epoch 6: train loss 0.49116897041147406 Epoch 6: val loss 0.5412209630012512 Epoch 7: train loss 0.4950884824449366 Epoch 7: val loss 0.5471963882446289 Epoch 8: train loss 0.49815391952341254 Epoch 8: val loss 0.5517821907997131 Epoch 9: train loss 0.49949728087945416 Epoch 9: val loss 0.5449864864349365 Epoch 10: train loss 0.4753533899784088 Epoch 10: val loss 0.5482649207115173 Epoch 11: train loss 0.4638315655968406 Epoch 11: val loss 0.5532419681549072 Epoch 12: train loss 0.47372616962953046 Epoch 12: val loss 0.5386672616004944
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6709417581558228 Epoch 0: val loss 0.6495820879936218 Epoch 1: train loss 0.6070554733276368 Epoch 1: val loss 0.6014874577522278 Epoch 2: train loss 0.5409871608018875 Epoch 2: val loss 0.5634862780570984 Epoch 3: train loss 0.4995648741722107 Epoch 3: val loss 0.5527685284614563 Epoch 4: train loss 0.4928179234266281 Epoch 4: val loss 0.5557171106338501 Epoch 5: train loss 0.47401555478572843 Epoch 5: val loss 0.5585803985595703 Epoch 6: train loss 0.4755804568529129 Epoch 6: val loss 0.5660874843597412 Epoch 7: train loss 0.46011398136615755 Epoch 7: val loss 0.5705151557922363 Epoch 8: train loss 0.4608404040336609 Epoch 8: val loss 0.5770556926727295 Epoch 9: train loss 0.4427563101053238 Epoch 9: val loss 0.5777601003646851 Epoch 10: train loss 0.4331727743148804 Epoch 10: val loss 0.5794809460639954 Epoch 11: train loss 0.4374231845140457 Epoch 11: val loss 0.5821325182914734 Epoch 12: train loss 0.44054594337940217 Epoch 12: val loss 0.5815986394882202 Epoch 13: train loss 0.4023313343524933 Epoch 13: val loss 0.5862077474594116 Epoch 14: train loss 0.402062851190567 Epoch 14: val loss 0.590623140335083 Epoch 15: train loss 0.38839112520217894 Epoch 15: val loss 0.6028244495391846 Epoch 16: train loss 0.4090500146150589 Epoch 16: val loss 0.6095404028892517 Epoch 17: train loss 0.4011627048254013 Epoch 17: val loss 0.6176642775535583 Epoch 18: train loss 0.38869657218456266 Epoch 18: val loss 0.624076783657074 Epoch 19: train loss 0.3908211439847946 Epoch 19: val loss 0.6296166777610779 Epoch 20: train loss 0.3808835744857788 Epoch 20: val loss 0.6405189633369446 Epoch 21: train loss 0.3778869301080704 Epoch 21: val loss 0.6501238942146301 Epoch 22: train loss 0.3832267627120018 Epoch 22: val loss 0.6541421413421631 Epoch 23: train loss 0.38579588532447817 Epoch 23: val loss 0.6637564897537231 Epoch 24: train loss 0.3494538515806198 Epoch 24: val loss 0.668826699256897
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6508760631084443 Epoch 0: val loss 0.6086171865463257 Epoch 1: train loss 0.5776454985141755 Epoch 1: val loss 0.5564079284667969 Epoch 2: train loss 0.5659007489681244 Epoch 2: val loss 0.5174793004989624 Epoch 3: train loss 0.546358409523964 Epoch 3: val loss 0.5057113170623779 Epoch 4: train loss 0.5373225271701813 Epoch 4: val loss 0.5137428045272827 Epoch 5: train loss 0.5282338082790374 Epoch 5: val loss 0.5133580565452576 Epoch 6: train loss 0.5090065091848374 Epoch 6: val loss 0.5135443806648254 Epoch 7: train loss 0.5243923664093018 Epoch 7: val loss 0.5226078629493713 Epoch 8: train loss 0.49685102701187134 Epoch 8: val loss 0.5158652663230896 Epoch 9: train loss 0.4813755750656128 Epoch 9: val loss 0.5153325796127319 Epoch 10: train loss 0.5024475008249283 Epoch 10: val loss 0.5118411183357239 Epoch 11: train loss 0.46801687180995943 Epoch 11: val loss 0.5211747288703918 Epoch 12: train loss 0.4671968162059784 Epoch 12: val loss 0.5200045704841614 Epoch 13: train loss 0.45277694463729856 Epoch 13: val loss 0.5268833637237549 Epoch 14: train loss 0.4785808980464935 Epoch 14: val loss 0.529193639755249 Epoch 15: train loss 0.43824672102928164 Epoch 15: val loss 0.5343331098556519 Epoch 16: train loss 0.4350551813840866 Epoch 16: val loss 0.5329211950302124 Epoch 17: train loss 0.429989954829216 Epoch 17: val loss 0.5379317402839661 Epoch 18: train loss 0.44129107892513275 Epoch 18: val loss 0.5498802661895752 Epoch 19: train loss 0.40672646164894105 Epoch 19: val loss 0.5497276782989502 Epoch 20: train loss 0.44341793954372405 Epoch 20: val loss 0.5450877547264099 Epoch 21: train loss 0.43476641476154326 Epoch 21: val loss 0.5533379912376404 Epoch 22: train loss 0.3975823760032654 Epoch 22: val loss 0.549314558506012 Epoch 23: train loss 0.41264543533325193 Epoch 23: val loss 0.5531111359596252 Epoch 24: train loss 0.3811713129281998 Epoch 24: val loss 0.583718478679657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6654840230941772 Epoch 0: val loss 0.6552932858467102 Epoch 1: train loss 0.6041967332363128 Epoch 1: val loss 0.620629072189331 Epoch 2: train loss 0.5482434779405594 Epoch 2: val loss 0.5992828607559204 Epoch 3: train loss 0.526006144285202 Epoch 3: val loss 0.5984961986541748 Epoch 4: train loss 0.49845110476016996 Epoch 4: val loss 0.607235312461853 Epoch 5: train loss 0.5124701291322709 Epoch 5: val loss 0.6202732920646667 Epoch 6: train loss 0.5091514497995376 Epoch 6: val loss 0.5955820083618164 Epoch 7: train loss 0.4817218005657196 Epoch 7: val loss 0.5955950617790222 Epoch 8: train loss 0.48294475078582766 Epoch 8: val loss 0.5963037014007568 Epoch 9: train loss 0.4630081713199615 Epoch 9: val loss 0.5953458547592163 Epoch 10: train loss 0.4538374662399292 Epoch 10: val loss 0.598315954208374 Epoch 11: train loss 0.45233882665634156 Epoch 11: val loss 0.5994546413421631 Epoch 12: train loss 0.44113042056560514 Epoch 12: val loss 0.5988272428512573 Epoch 13: train loss 0.42526489645242693 Epoch 13: val loss 0.6034526824951172 Epoch 14: train loss 0.4361698657274246 Epoch 14: val loss 0.6003473401069641 Epoch 15: train loss 0.43434698283672335 Epoch 15: val loss 0.6093562841415405 Epoch 16: train loss 0.4381762981414795 Epoch 16: val loss 0.6070619821548462 Epoch 17: train loss 0.4244974583387375 Epoch 17: val loss 0.5973021984100342 Epoch 18: train loss 0.4155614823102951 Epoch 18: val loss 0.5889517068862915 Epoch 19: train loss 0.4004599988460541 Epoch 19: val loss 0.597980260848999 Epoch 20: train loss 0.3920757591724396 Epoch 20: val loss 0.5972818732261658 Epoch 21: train loss 0.3820172905921936 Epoch 21: val loss 0.616381049156189 Epoch 22: train loss 0.3607818990945816 Epoch 22: val loss 0.6027297377586365 Epoch 23: train loss 0.3639777392148972 Epoch 23: val loss 0.6006283760070801 Epoch 24: train loss 0.3656117647886276 Epoch 24: val loss 0.6243298649787903
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6880361855030059 Epoch 0: val loss 0.641907274723053 Epoch 1: train loss 0.6057615280151367 Epoch 1: val loss 0.5839371085166931 Epoch 2: train loss 0.5554755508899689 Epoch 2: val loss 0.549837052822113 Epoch 3: train loss 0.525321027636528 Epoch 3: val loss 0.5394094586372375 Epoch 4: train loss 0.500192505121231 Epoch 4: val loss 0.5436519384384155 Epoch 5: train loss 0.5075417816638946 Epoch 5: val loss 0.5410361289978027 Epoch 6: train loss 0.48798823058605195 Epoch 6: val loss 0.5370904803276062 Epoch 7: train loss 0.47517668306827543 Epoch 7: val loss 0.5361125469207764 Epoch 8: train loss 0.49780488610267637 Epoch 8: val loss 0.5401951670646667 Epoch 9: train loss 0.48811486065387727 Epoch 9: val loss 0.5458123683929443 Epoch 10: train loss 0.4922559291124344 Epoch 10: val loss 0.5446729063987732 Epoch 11: train loss 0.47761683762073515 Epoch 11: val loss 0.5410487055778503 Epoch 12: train loss 0.4738286226987839 Epoch 12: val loss 0.5434057712554932 Epoch 13: train loss 0.4550450533628464 Epoch 13: val loss 0.5511984825134277 Epoch 14: train loss 0.4306690841913223 Epoch 14: val loss 0.5633301138877869 Epoch 15: train loss 0.43721803426742556 Epoch 15: val loss 0.5665042996406555 Epoch 16: train loss 0.4613037079572678 Epoch 16: val loss 0.5670940279960632 Epoch 17: train loss 0.4253687858581543 Epoch 17: val loss 0.5564174056053162 Epoch 18: train loss 0.4056902676820755 Epoch 18: val loss 0.5620878338813782 Epoch 19: train loss 0.40681557506322863 Epoch 19: val loss 0.5774637460708618 Epoch 20: train loss 0.39702113568782804 Epoch 20: val loss 0.5775563716888428 Epoch 21: train loss 0.4125707775354385 Epoch 21: val loss 0.569405198097229 Epoch 22: train loss 0.3951503187417984 Epoch 22: val loss 0.583400547504425 Epoch 23: train loss 0.40763005018234255 Epoch 23: val loss 0.5869855880737305 Epoch 24: train loss 0.384424164891243 Epoch 24: val loss 0.5964052677154541
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6506193326069758 Epoch 0: val loss 0.6226922273635864 Epoch 1: train loss 0.5705863993901473 Epoch 1: val loss 0.575710117816925 Epoch 2: train loss 0.5397495856651893 Epoch 2: val loss 0.5622112154960632 Epoch 3: train loss 0.5085427302580613 Epoch 3: val loss 0.5586510896682739 Epoch 4: train loss 0.4981853342973269 Epoch 4: val loss 0.5550752878189087 Epoch 5: train loss 0.5164686808219323 Epoch 5: val loss 0.5466923713684082 Epoch 6: train loss 0.48883859240091765 Epoch 6: val loss 0.5431126952171326 Epoch 7: train loss 0.4788500185196216 Epoch 7: val loss 0.5409928560256958 Epoch 8: train loss 0.5030138400884775 Epoch 8: val loss 0.5389800071716309 Epoch 9: train loss 0.47567211435391354 Epoch 9: val loss 0.5322332382202148 Epoch 10: train loss 0.45638392521784854 Epoch 10: val loss 0.5323696136474609 Epoch 11: train loss 0.4840770134559044 Epoch 11: val loss 0.5303817987442017
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7051852809058295 Epoch 0: val loss 0.6656887531280518 Epoch 1: train loss 0.6763289703263177 Epoch 1: val loss 0.6501690149307251 Epoch 2: train loss 0.665719621711307 Epoch 2: val loss 0.6286177039146423 Epoch 3: train loss 0.6466757191552056 Epoch 3: val loss 0.6116954684257507 Epoch 4: train loss 0.6359379953808255 Epoch 4: val loss 0.5933692455291748 Epoch 5: train loss 0.6106931434737312 Epoch 5: val loss 0.5783109068870544 Epoch 6: train loss 0.5840829047891829 Epoch 6: val loss 0.5636775493621826 Epoch 7: train loss 0.5810308522648282 Epoch 7: val loss 0.5520642995834351 Epoch 8: train loss 0.5888223614957597 Epoch 8: val loss 0.5446630120277405 Epoch 9: train loss 0.5597196916739146 Epoch 9: val loss 0.5413227677345276 Epoch 10: train loss 0.5607582463158501 Epoch 10: val loss 0.5339007377624512 Epoch 11: train loss 0.5356065134207407 Epoch 11: val loss 0.5309600830078125 Epoch 12: train loss 0.5264702869786156 Epoch 12: val loss 0.5274457931518555 Epoch 13: train loss 0.5344811413023207 Epoch 13: val loss 0.5285829901695251 Epoch 14: train loss 0.5303918917973837 Epoch 14: val loss 0.5336395502090454 Epoch 15: train loss 0.5276844965087043 Epoch 15: val loss 0.5410150289535522 Epoch 16: train loss 0.48891576131184894 Epoch 16: val loss 0.5354817509651184 Epoch 17: train loss 0.5019350879722171 Epoch 17: val loss 0.5232954025268555 Epoch 18: train loss 0.5115370651086172 Epoch 18: val loss 0.5224288105964661 Epoch 19: train loss 0.4699496693081326 Epoch 19: val loss 0.5353778004646301 Epoch 20: train loss 0.47574148575464886 Epoch 20: val loss 0.5443896651268005 Epoch 21: train loss 0.47660739223162335 Epoch 21: val loss 0.5371332168579102 Epoch 22: train loss 0.4412100679344601 Epoch 22: val loss 0.5296062231063843 Epoch 23: train loss 0.4574144747522142 Epoch 23: val loss 0.5288090109825134 Epoch 24: train loss 0.4616222182909648 Epoch 24: val loss 0.535947322845459
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6899482938978407 Epoch 0: val loss 0.6681157946586609 Epoch 1: train loss 0.6585427522659302 Epoch 1: val loss 0.6605632901191711 Epoch 2: train loss 0.6403549313545227 Epoch 2: val loss 0.6526157259941101 Epoch 3: train loss 0.6423740983009338 Epoch 3: val loss 0.644547164440155 Epoch 4: train loss 0.6171498033735487 Epoch 4: val loss 0.6446004509925842 Epoch 5: train loss 0.6176127857632108 Epoch 5: val loss 0.6388919949531555 Epoch 6: train loss 0.605477684073978 Epoch 6: val loss 0.6320543885231018 Epoch 7: train loss 0.5897303157382541 Epoch 7: val loss 0.6222283244132996 Epoch 8: train loss 0.5849003129535251 Epoch 8: val loss 0.6214309334754944 Epoch 9: train loss 0.5576592120859358 Epoch 9: val loss 0.6208788752555847 Epoch 10: train loss 0.5620677404933505 Epoch 10: val loss 0.6192189455032349 Epoch 11: train loss 0.5484669738345676 Epoch 11: val loss 0.6160445213317871 Epoch 12: train loss 0.5474934246804979 Epoch 12: val loss 0.6163877248764038 Epoch 13: train loss 0.5223483145236969 Epoch 13: val loss 0.6134667992591858 Epoch 14: train loss 0.5194986230797238 Epoch 14: val loss 0.6205772757530212 Epoch 15: train loss 0.4994177354706658 Epoch 15: val loss 0.6259861588478088 Epoch 16: train loss 0.4859322210152944 Epoch 16: val loss 0.6253107190132141 Epoch 17: train loss 0.4720966054333581 Epoch 17: val loss 0.6402233242988586 Epoch 18: train loss 0.4742493728796641 Epoch 18: val loss 0.6406996250152588 Epoch 19: train loss 0.4680521819326613 Epoch 19: val loss 0.6446020603179932 Epoch 20: train loss 0.45094449983702767 Epoch 20: val loss 0.6547747254371643 Epoch 21: train loss 0.46240070793363786 Epoch 21: val loss 0.6514607667922974 Epoch 22: train loss 0.4182504481739468 Epoch 22: val loss 0.6475467085838318 Epoch 23: train loss 0.45008035831981236 Epoch 23: val loss 0.6522741913795471 Epoch 24: train loss 0.4343845778041416 Epoch 24: val loss 0.6779880523681641
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6926318009694418 Epoch 0: val loss 0.673835277557373 Epoch 1: train loss 0.6800683803028531 Epoch 1: val loss 0.6568332314491272 Epoch 2: train loss 0.6375159621238708 Epoch 2: val loss 0.6452709436416626 Epoch 3: train loss 0.6363807055685256 Epoch 3: val loss 0.6358389854431152 Epoch 4: train loss 0.6165705919265747 Epoch 4: val loss 0.6302136778831482 Epoch 5: train loss 0.6014496882756551 Epoch 5: val loss 0.6255008578300476 Epoch 6: train loss 0.5849786367681291 Epoch 6: val loss 0.6214556097984314 Epoch 7: train loss 0.580537862247891 Epoch 7: val loss 0.6171709895133972 Epoch 8: train loss 0.5653849575254652 Epoch 8: val loss 0.6130385994911194 Epoch 9: train loss 0.5385031600793203 Epoch 9: val loss 0.6149419546127319 Epoch 10: train loss 0.526817133029302 Epoch 10: val loss 0.6114410758018494 Epoch 11: train loss 0.5147300826178657 Epoch 11: val loss 0.6077407002449036 Epoch 12: train loss 0.5097290873527527 Epoch 12: val loss 0.6105664968490601 Epoch 13: train loss 0.4957904583877987 Epoch 13: val loss 0.6065251231193542 Epoch 14: train loss 0.48851775129636127 Epoch 14: val loss 0.6101548671722412 Epoch 15: train loss 0.5108867254522111 Epoch 15: val loss 0.6110535264015198 Epoch 16: train loss 0.4897615247302585 Epoch 16: val loss 0.6111472249031067 Epoch 17: train loss 0.46468624472618103 Epoch 17: val loss 0.6167357563972473 Epoch 18: train loss 0.46432507038116455 Epoch 18: val loss 0.619487464427948 Epoch 19: train loss 0.47656407290034825 Epoch 19: val loss 0.623569667339325 Epoch 20: train loss 0.4365985029273563 Epoch 20: val loss 0.63437420129776 Epoch 21: train loss 0.42834683259328205 Epoch 21: val loss 0.6396791338920593 Epoch 22: train loss 0.4291451076666514 Epoch 22: val loss 0.6505475044250488 Epoch 23: train loss 0.4400125311480628 Epoch 23: val loss 0.6552700400352478 Epoch 24: train loss 0.41171574261453414 Epoch 24: val loss 0.6608712673187256
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888265675968595 Epoch 0: val loss 0.6773176789283752 Epoch 1: train loss 0.6592588093545702 Epoch 1: val loss 0.6631327271461487 Epoch 2: train loss 0.637165539794498 Epoch 2: val loss 0.6513901352882385 Epoch 3: train loss 0.6273794836468167 Epoch 3: val loss 0.6405203938484192 Epoch 4: train loss 0.6053025623162588 Epoch 4: val loss 0.6348937153816223 Epoch 5: train loss 0.5902924372090234 Epoch 5: val loss 0.6266774535179138 Epoch 6: train loss 0.5846478574805789 Epoch 6: val loss 0.6190665364265442 Epoch 7: train loss 0.5529359976450602 Epoch 7: val loss 0.6199352741241455 Epoch 8: train loss 0.5559181802802615 Epoch 8: val loss 0.6179454922676086 Epoch 9: train loss 0.5294439163472917 Epoch 9: val loss 0.6055792570114136 Epoch 10: train loss 0.5427326460679373 Epoch 10: val loss 0.6189656853675842 Epoch 11: train loss 0.5292496648099687 Epoch 11: val loss 0.6202300190925598 Epoch 12: train loss 0.5066499577628242 Epoch 12: val loss 0.610517680644989 Epoch 13: train loss 0.5021099050839742 Epoch 13: val loss 0.6130927205085754 Epoch 14: train loss 0.517312635978063 Epoch 14: val loss 0.6149564385414124 Epoch 15: train loss 0.48308609922726947 Epoch 15: val loss 0.6036576628684998 Epoch 16: train loss 0.4887613223658668 Epoch 16: val loss 0.6086511611938477 Epoch 17: train loss 0.46434955795605976 Epoch 17: val loss 0.6306080222129822 Epoch 18: train loss 0.47246211104922825 Epoch 18: val loss 0.6347213387489319 Epoch 19: train loss 0.4745785461531745 Epoch 19: val loss 0.63754802942276 Epoch 20: train loss 0.45346032910876805 Epoch 20: val loss 0.6376445889472961 Epoch 21: train loss 0.45802730984157985 Epoch 21: val loss 0.6264009475708008 Epoch 22: train loss 0.4317859278784858 Epoch 22: val loss 0.6352748274803162 Epoch 23: train loss 0.4175825317700704 Epoch 23: val loss 0.6599100828170776 Epoch 24: train loss 0.41850083072980243 Epoch 24: val loss 0.6734136939048767
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941607644160589 Epoch 0: val loss 0.6632928252220154 Epoch 1: train loss 0.6477856536706289 Epoch 1: val loss 0.6306976079940796 Epoch 2: train loss 0.6210087736447653 Epoch 2: val loss 0.6038587093353271 Epoch 3: train loss 0.6181590408086777 Epoch 3: val loss 0.5872247219085693 Epoch 4: train loss 0.5749349494775137 Epoch 4: val loss 0.5729795694351196 Epoch 5: train loss 0.5802947481473287 Epoch 5: val loss 0.5646265745162964 Epoch 6: train loss 0.5822515686353048 Epoch 6: val loss 0.5504346489906311 Epoch 7: train loss 0.5467297434806824 Epoch 7: val loss 0.545039713382721 Epoch 8: train loss 0.5588472187519073 Epoch 8: val loss 0.5450931191444397 Epoch 9: train loss 0.5414455284674963 Epoch 9: val loss 0.5422949194908142 Epoch 10: train loss 0.5193327516317368 Epoch 10: val loss 0.541154682636261 Epoch 11: train loss 0.5104329933722814 Epoch 11: val loss 0.5348746180534363 Epoch 12: train loss 0.49523648371299106 Epoch 12: val loss 0.5348811745643616 Epoch 13: train loss 0.5058696642518044 Epoch 13: val loss 0.5322376489639282 Epoch 14: train loss 0.48715976625680923 Epoch 14: val loss 0.5375776886940002
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6921847896142439 Epoch 0: val loss 0.6881811618804932 Epoch 1: train loss 0.6382372975349426 Epoch 1: val loss 0.6893405318260193 Epoch 2: train loss 0.610804947939786 Epoch 2: val loss 0.7124784588813782 Epoch 3: train loss 0.5895555425773967 Epoch 3: val loss 0.7288747429847717 Epoch 4: train loss 0.5630546754056757 Epoch 4: val loss 0.7297572493553162 Epoch 5: train loss 0.5343140282414176 Epoch 5: val loss 0.7211272716522217 Epoch 6: train loss 0.5300012637268413 Epoch 6: val loss 0.7233471870422363 Epoch 7: train loss 0.5328951559283517 Epoch 7: val loss 0.7069481611251831 Epoch 8: train loss 0.5088305175304413 Epoch 8: val loss 0.7308027744293213 Epoch 9: train loss 0.46299331567504187 Epoch 9: val loss 0.7257936596870422 Epoch 10: train loss 0.4787860702384602 Epoch 10: val loss 0.7257928848266602 Epoch 11: train loss 0.46585045619444415 Epoch 11: val loss 0.7313886284828186 Epoch 12: train loss 0.4603967016393488 Epoch 12: val loss 0.7446820139884949 Epoch 13: train loss 0.4315644719383933 Epoch 13: val loss 0.740104615688324 Epoch 14: train loss 0.45504880222407257 Epoch 14: val loss 0.7205628752708435 Epoch 15: train loss 0.4382569762793454 Epoch 15: val loss 0.712343156337738 Epoch 16: train loss 0.424866567958485 Epoch 16: val loss 0.7190485000610352 Epoch 17: train loss 0.3952125175432725 Epoch 17: val loss 0.7203889489173889 Epoch 18: train loss 0.41913457350297406 Epoch 18: val loss 0.7142478227615356 Epoch 19: train loss 0.38803960382938385 Epoch 19: val loss 0.7561283707618713 Epoch 20: train loss 0.4081438861109994 Epoch 20: val loss 0.7617332935333252 Epoch 21: train loss 0.42378389022567053 Epoch 21: val loss 0.7382100224494934 Epoch 22: train loss 0.36685268716378644 Epoch 22: val loss 0.745775580406189 Epoch 23: train loss 0.36386180262673984 Epoch 23: val loss 0.7435004711151123 Epoch 24: train loss 0.3442030061375011 Epoch 24: val loss 0.7571356892585754
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6871614889665083 Epoch 0: val loss 0.6797200441360474 Epoch 1: train loss 0.654650325124914 Epoch 1: val loss 0.6693174242973328 Epoch 2: train loss 0.620372322472659 Epoch 2: val loss 0.6510700583457947 Epoch 3: train loss 0.6032870682803068 Epoch 3: val loss 0.6386168599128723 Epoch 4: train loss 0.5819225419651378 Epoch 4: val loss 0.6319034695625305 Epoch 5: train loss 0.5537896183404055 Epoch 5: val loss 0.6287350654602051 Epoch 6: train loss 0.548518719998273 Epoch 6: val loss 0.6160380840301514 Epoch 7: train loss 0.531565701419657 Epoch 7: val loss 0.6179452538490295 Epoch 8: train loss 0.5017112032933668 Epoch 8: val loss 0.6081284880638123 Epoch 9: train loss 0.5075005509636619 Epoch 9: val loss 0.593628466129303 Epoch 10: train loss 0.5094623376022686 Epoch 10: val loss 0.5968008637428284 Epoch 11: train loss 0.4850021275607022 Epoch 11: val loss 0.5970738530158997 Epoch 12: train loss 0.4784655245867642 Epoch 12: val loss 0.597577691078186 Epoch 13: train loss 0.5119329988956451 Epoch 13: val loss 0.578696072101593 Epoch 14: train loss 0.49304996837269177 Epoch 14: val loss 0.5735548138618469 Epoch 15: train loss 0.45325436104427685 Epoch 15: val loss 0.5895015597343445 Epoch 16: train loss 0.44339342279867694 Epoch 16: val loss 0.5721445083618164 Epoch 17: train loss 0.4291195950724862 Epoch 17: val loss 0.5699507594108582 Epoch 18: train loss 0.4358897290446542 Epoch 18: val loss 0.5828595161437988 Epoch 19: train loss 0.4289944144812497 Epoch 19: val loss 0.5726027488708496 Epoch 20: train loss 0.4419641440564936 Epoch 20: val loss 0.5553193688392639 Epoch 21: train loss 0.41812606020407245 Epoch 21: val loss 0.5836759209632874 Epoch 22: train loss 0.45005623318932275 Epoch 22: val loss 0.5735324621200562 Epoch 23: train loss 0.42591397057880054 Epoch 23: val loss 0.5803453922271729 Epoch 24: train loss 0.41636779091574927 Epoch 24: val loss 0.5669072866439819
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6816028464924205 Epoch 0: val loss 0.6506942510604858 Epoch 1: train loss 0.6400535323403098 Epoch 1: val loss 0.6215910315513611 Epoch 2: train loss 0.6238150054758246 Epoch 2: val loss 0.6094334721565247 Epoch 3: train loss 0.5897020264105364 Epoch 3: val loss 0.6026362180709839 Epoch 4: train loss 0.5821410742673007 Epoch 4: val loss 0.5804282426834106 Epoch 5: train loss 0.5863557159900665 Epoch 5: val loss 0.5698685050010681 Epoch 6: train loss 0.5772838321599093 Epoch 6: val loss 0.575711190700531 Epoch 7: train loss 0.5670948895541105 Epoch 7: val loss 0.5515020489692688 Epoch 8: train loss 0.5296393551609733 Epoch 8: val loss 0.5513500571250916 Epoch 9: train loss 0.5400945788080042 Epoch 9: val loss 0.5531773567199707 Epoch 10: train loss 0.5384978299791162 Epoch 10: val loss 0.5540258884429932 Epoch 11: train loss 0.518107530745593 Epoch 11: val loss 0.5359163284301758 Epoch 12: train loss 0.49821406873789703 Epoch 12: val loss 0.5313002467155457 Epoch 13: train loss 0.4930542734536258 Epoch 13: val loss 0.5319910049438477 Epoch 14: train loss 0.49128013307398016 Epoch 14: val loss 0.5378130078315735 Epoch 15: train loss 0.47565648230639374 Epoch 15: val loss 0.5289093255996704 Epoch 16: train loss 0.4544766436923634 Epoch 16: val loss 0.5335655808448792 Epoch 17: train loss 0.4777134115045721 Epoch 17: val loss 0.5323610305786133 Epoch 18: train loss 0.44596818631345575 Epoch 18: val loss 0.5198667645454407 Epoch 19: train loss 0.4723688905889338 Epoch 19: val loss 0.5286301970481873 Epoch 20: train loss 0.43598545681346546 Epoch 20: val loss 0.5322436690330505 Epoch 21: train loss 0.44987011497670953 Epoch 21: val loss 0.5282049775123596 Epoch 22: train loss 0.41382005539807404 Epoch 22: val loss 0.5364702343940735 Epoch 23: train loss 0.38580512458627875 Epoch 23: val loss 0.5481238961219788 Epoch 24: train loss 0.4019086984070865 Epoch 24: val loss 0.537619948387146
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7129515355283563 Epoch 0: val loss 0.6640887260437012 Epoch 1: train loss 0.6715788624503396 Epoch 1: val loss 0.6380760669708252 Epoch 2: train loss 0.6248485771092501 Epoch 2: val loss 0.6111640334129333 Epoch 3: train loss 0.6283739913593639 Epoch 3: val loss 0.5801803469657898 Epoch 4: train loss 0.599889646876942 Epoch 4: val loss 0.5591646432876587 Epoch 5: train loss 0.5801569548520175 Epoch 5: val loss 0.5455613732337952 Epoch 6: train loss 0.5759270272471688 Epoch 6: val loss 0.5304458737373352 Epoch 7: train loss 0.5530195046554912 Epoch 7: val loss 0.5251321792602539 Epoch 8: train loss 0.5373683978210796 Epoch 8: val loss 0.5195593237876892 Epoch 9: train loss 0.5264413112943823 Epoch 9: val loss 0.5159934163093567 Epoch 10: train loss 0.525174777616154 Epoch 10: val loss 0.5142313838005066 Epoch 11: train loss 0.5268770835616372 Epoch 11: val loss 0.5067470669746399 Epoch 12: train loss 0.4983568110249259 Epoch 12: val loss 0.5063671469688416 Epoch 13: train loss 0.4886333075436679 Epoch 13: val loss 0.5087978839874268 Epoch 14: train loss 0.48029428720474243 Epoch 14: val loss 0.5104178190231323 Epoch 15: train loss 0.47788229855624115 Epoch 15: val loss 0.49355265498161316 Epoch 16: train loss 0.4453807933764024 Epoch 16: val loss 0.508475124835968 Epoch 17: train loss 0.46733196757056494 Epoch 17: val loss 0.5136550068855286 Epoch 18: train loss 0.45393432541327045 Epoch 18: val loss 0.5106831192970276 Epoch 19: train loss 0.4303030859340321 Epoch 19: val loss 0.5171636939048767 Epoch 20: train loss 0.42397965355352923 Epoch 20: val loss 0.5228189826011658 Epoch 21: train loss 0.4432582665573467 Epoch 21: val loss 0.5085719227790833 Epoch 22: train loss 0.41231178695505316 Epoch 22: val loss 0.505348801612854 Epoch 23: train loss 0.3990708454088731 Epoch 23: val loss 0.521483838558197 Epoch 24: train loss 0.39841012250293384 Epoch 24: val loss 0.5314000248908997
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6721903043133872 Epoch 0: val loss 0.6672269701957703 Epoch 1: train loss 0.6188527813979557 Epoch 1: val loss 0.637710690498352 Epoch 2: train loss 0.6100321326936994 Epoch 2: val loss 0.6393967866897583 Epoch 3: train loss 0.574712702206203 Epoch 3: val loss 0.6358484625816345 Epoch 4: train loss 0.5547938006264823 Epoch 4: val loss 0.6388232111930847 Epoch 5: train loss 0.5409526931388038 Epoch 5: val loss 0.6280382871627808 Epoch 6: train loss 0.5404444485902786 Epoch 6: val loss 0.6378549933433533 Epoch 7: train loss 0.5308413633278438 Epoch 7: val loss 0.655703604221344 Epoch 8: train loss 0.5344309508800507 Epoch 8: val loss 0.6514487862586975 Epoch 9: train loss 0.5107648777110236 Epoch 9: val loss 0.6352507472038269 Epoch 10: train loss 0.49510331451892853 Epoch 10: val loss 0.6519182920455933 Epoch 11: train loss 0.4910172926528113 Epoch 11: val loss 0.6669968962669373 Epoch 12: train loss 0.48881722348076956 Epoch 12: val loss 0.6677997708320618 Epoch 13: train loss 0.488960651414735 Epoch 13: val loss 0.6587015986442566 Epoch 14: train loss 0.4864358731678554 Epoch 14: val loss 0.6825026273727417 Epoch 15: train loss 0.4798276743718556 Epoch 15: val loss 0.671173632144928 Epoch 16: train loss 0.44761909331594196 Epoch 16: val loss 0.6782180666923523 Epoch 17: train loss 0.4532166485275541 Epoch 17: val loss 0.6845019459724426 Epoch 18: train loss 0.43908331862517763 Epoch 18: val loss 0.6863551139831543 Epoch 19: train loss 0.46005280315876007 Epoch 19: val loss 0.6623668670654297 Epoch 20: train loss 0.449922291295869 Epoch 20: val loss 0.7121105790138245
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6842539774047004 Epoch 0: val loss 0.6638671159744263 Epoch 1: train loss 0.6589024994108412 Epoch 1: val loss 0.647390604019165 Epoch 2: train loss 0.6490499112341139 Epoch 2: val loss 0.6503500938415527 Epoch 3: train loss 0.6314348379770914 Epoch 3: val loss 0.6572301387786865 Epoch 4: train loss 0.6132768657472398 Epoch 4: val loss 0.6528099775314331 Epoch 5: train loss 0.6126683553059896 Epoch 5: val loss 0.6586313843727112 Epoch 6: train loss 0.6089358594682481 Epoch 6: val loss 0.6606596112251282 Epoch 7: train loss 0.5871616370148129 Epoch 7: val loss 0.6557515263557434 Epoch 8: train loss 0.6030084755685594 Epoch 8: val loss 0.6553356051445007 Epoch 9: train loss 0.5884508490562439 Epoch 9: val loss 0.6584912538528442 Epoch 10: train loss 0.5664136707782745 Epoch 10: val loss 0.6695107221603394 Epoch 11: train loss 0.5552666385968527 Epoch 11: val loss 0.6552757024765015 Epoch 12: train loss 0.5473927723036872 Epoch 12: val loss 0.6499460339546204 Epoch 13: train loss 0.5358852810329862 Epoch 13: val loss 0.6488626003265381 Epoch 14: train loss 0.5371388660536872 Epoch 14: val loss 0.6350790858268738 Epoch 15: train loss 0.5070062776406606 Epoch 15: val loss 0.6393245458602905 Epoch 16: train loss 0.4964709182580312 Epoch 16: val loss 0.6377995610237122 Epoch 17: train loss 0.517073694202635 Epoch 17: val loss 0.639031708240509 Epoch 18: train loss 0.5164991219838461 Epoch 18: val loss 0.6425536274909973 Epoch 19: train loss 0.4733514090379079 Epoch 19: val loss 0.655381977558136 Epoch 20: train loss 0.467328452401691 Epoch 20: val loss 0.638978123664856 Epoch 21: train loss 0.4596245719326867 Epoch 21: val loss 0.6330433487892151 Epoch 22: train loss 0.44684353470802307 Epoch 22: val loss 0.6444882154464722 Epoch 23: train loss 0.43364721205499435 Epoch 23: val loss 0.6522486209869385 Epoch 24: train loss 0.4747886624601152 Epoch 24: val loss 0.642339825630188
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6893326242764791 Epoch 0: val loss 0.7067486047744751 Epoch 1: train loss 0.6544137398401896 Epoch 1: val loss 0.7095125317573547 Epoch 2: train loss 0.6360011630588107 Epoch 2: val loss 0.7070907950401306 Epoch 3: train loss 0.6186698344018724 Epoch 3: val loss 0.7188278436660767 Epoch 4: train loss 0.6194389197561476 Epoch 4: val loss 0.723747193813324 Epoch 5: train loss 0.5951032075617049 Epoch 5: val loss 0.7296827435493469 Epoch 6: train loss 0.5892714924282498 Epoch 6: val loss 0.7336841225624084 Epoch 7: train loss 0.5770670606030358 Epoch 7: val loss 0.7297307252883911 Epoch 8: train loss 0.5692186918523576 Epoch 8: val loss 0.7266597151756287 Epoch 9: train loss 0.5624361236890157 Epoch 9: val loss 0.7417673468589783 Epoch 10: train loss 0.5559788644313812 Epoch 10: val loss 0.731246292591095 Epoch 11: train loss 0.5707438786824545 Epoch 11: val loss 0.74968022108078 Epoch 12: train loss 0.5436132815149095 Epoch 12: val loss 0.7492697834968567 Epoch 13: train loss 0.5406789084275564 Epoch 13: val loss 0.744962215423584 Epoch 14: train loss 0.5193640821509891 Epoch 14: val loss 0.7482057213783264 Epoch 15: train loss 0.5169355273246765 Epoch 15: val loss 0.7358114719390869 Epoch 16: train loss 0.5260641442404853 Epoch 16: val loss 0.7780841588973999 Epoch 17: train loss 0.5111201869116889 Epoch 17: val loss 0.7323856949806213 Epoch 18: train loss 0.5162473883893755 Epoch 18: val loss 0.7144131064414978 Epoch 19: train loss 0.49777837263213265 Epoch 19: val loss 0.7204374670982361 Epoch 20: train loss 0.47744662231869167 Epoch 20: val loss 0.7203270196914673 Epoch 21: train loss 0.47341757350497776 Epoch 21: val loss 0.7493398189544678 Epoch 22: train loss 0.48310254679785836 Epoch 22: val loss 0.7448306679725647 Epoch 23: train loss 0.4644616146882375 Epoch 23: val loss 0.743247389793396 Epoch 24: train loss 0.47524820102585685 Epoch 24: val loss 0.7177051305770874
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6811301973130968 Epoch 0: val loss 0.6700146198272705 Epoch 1: train loss 0.629569431145986 Epoch 1: val loss 0.6550685167312622 Epoch 2: train loss 0.6254379219479032 Epoch 2: val loss 0.6457558274269104 Epoch 3: train loss 0.5949722197320726 Epoch 3: val loss 0.6437037587165833 Epoch 4: train loss 0.5914746787812974 Epoch 4: val loss 0.6460176706314087 Epoch 5: train loss 0.5840237703588274 Epoch 5: val loss 0.6381703019142151 Epoch 6: train loss 0.5757198929786682 Epoch 6: val loss 0.6374025940895081 Epoch 7: train loss 0.5749459862709045 Epoch 7: val loss 0.6333501935005188 Epoch 8: train loss 0.5593912435902489 Epoch 8: val loss 0.6349697709083557 Epoch 9: train loss 0.5496656199296316 Epoch 9: val loss 0.6354064345359802 Epoch 10: train loss 0.5469840069611868 Epoch 10: val loss 0.6262328028678894 Epoch 11: train loss 0.5204085840119256 Epoch 11: val loss 0.6273939609527588 Epoch 12: train loss 0.5069044530391693 Epoch 12: val loss 0.6178125739097595 Epoch 13: train loss 0.5000199741787381 Epoch 13: val loss 0.6295322179794312 Epoch 14: train loss 0.4975495669576857 Epoch 14: val loss 0.6312821507453918 Epoch 15: train loss 0.5342188345061408 Epoch 15: val loss 0.621394157409668 Epoch 16: train loss 0.5084019667572446 Epoch 16: val loss 0.6555219292640686 Epoch 17: train loss 0.5281870630052354 Epoch 17: val loss 0.6190741062164307 Epoch 18: train loss 0.47688379221492344 Epoch 18: val loss 0.6227635145187378 Epoch 19: train loss 0.49326767524083454 Epoch 19: val loss 0.6263474822044373 Epoch 20: train loss 0.47313644819789463 Epoch 20: val loss 0.6363090872764587 Epoch 21: train loss 0.46686212552918327 Epoch 21: val loss 0.6412492394447327 Epoch 22: train loss 0.4626469545894199 Epoch 22: val loss 0.6319664716720581 Epoch 23: train loss 0.4643787874115838 Epoch 23: val loss 0.6378374695777893 Epoch 24: train loss 0.46305721667077804 Epoch 24: val loss 0.6401110887527466
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6850252283944024 Epoch 0: val loss 0.6564205884933472 Epoch 1: train loss 0.6528445151117113 Epoch 1: val loss 0.647056519985199 Epoch 2: train loss 0.6513578295707703 Epoch 2: val loss 0.6417674422264099 Epoch 3: train loss 0.6297252509329054 Epoch 3: val loss 0.6391727924346924 Epoch 4: train loss 0.6222428878148397 Epoch 4: val loss 0.6461896896362305 Epoch 5: train loss 0.6172071695327759 Epoch 5: val loss 0.6432146430015564 Epoch 6: train loss 0.5926303333706326 Epoch 6: val loss 0.6426808834075928 Epoch 7: train loss 0.5838527745670743 Epoch 7: val loss 0.6397220492362976 Epoch 8: train loss 0.5532288021511502 Epoch 8: val loss 0.6378063559532166 Epoch 9: train loss 0.544271856546402 Epoch 9: val loss 0.6371094584465027 Epoch 10: train loss 0.5146920018725925 Epoch 10: val loss 0.6425321102142334 Epoch 11: train loss 0.5075343880388472 Epoch 11: val loss 0.6619182825088501 Epoch 12: train loss 0.5054287115732828 Epoch 12: val loss 0.6628430485725403 Epoch 13: train loss 0.4783070981502533 Epoch 13: val loss 0.6883240938186646 Epoch 14: train loss 0.48844168252415127 Epoch 14: val loss 0.6782256364822388 Epoch 15: train loss 0.47672650549146867 Epoch 15: val loss 0.6775087714195251 Epoch 16: train loss 0.48506375153859455 Epoch 16: val loss 0.6935827136039734 Epoch 17: train loss 0.4418175286716885 Epoch 17: val loss 0.7079012393951416 Epoch 18: train loss 0.4690597487820519 Epoch 18: val loss 0.7207139730453491 Epoch 19: train loss 0.43653186824586654 Epoch 19: val loss 0.7074987888336182 Epoch 20: train loss 0.4304403000407749 Epoch 20: val loss 0.7049955725669861 Epoch 21: train loss 0.4275087747308943 Epoch 21: val loss 0.73017418384552 Epoch 22: train loss 0.4217252930005391 Epoch 22: val loss 0.7634462714195251 Epoch 23: train loss 0.40502189265357125 Epoch 23: val loss 0.7460203170776367 Epoch 24: train loss 0.4196678168243832 Epoch 24: val loss 0.7375950217247009
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983689814805984 Epoch 0: val loss 0.6572223901748657 Epoch 1: train loss 0.6489844918251038 Epoch 1: val loss 0.6377717852592468 Epoch 2: train loss 0.6389970382054647 Epoch 2: val loss 0.630245566368103 Epoch 3: train loss 0.6292933970689774 Epoch 3: val loss 0.6229130625724792 Epoch 4: train loss 0.6220240394274393 Epoch 4: val loss 0.6204699277877808 Epoch 5: train loss 0.6015495111544927 Epoch 5: val loss 0.6186478734016418 Epoch 6: train loss 0.5897389700015386 Epoch 6: val loss 0.6232475638389587 Epoch 7: train loss 0.5808121686180433 Epoch 7: val loss 0.6274052858352661 Epoch 8: train loss 0.5552008301019669 Epoch 8: val loss 0.6169223785400391 Epoch 9: train loss 0.5599845771988233 Epoch 9: val loss 0.6207584738731384 Epoch 10: train loss 0.540566069384416 Epoch 10: val loss 0.6262491941452026 Epoch 11: train loss 0.5281681368748347 Epoch 11: val loss 0.6285673379898071 Epoch 12: train loss 0.502979559202989 Epoch 12: val loss 0.6246823072433472 Epoch 13: train loss 0.49834592640399933 Epoch 13: val loss 0.6213887333869934 Epoch 14: train loss 0.5016215940316519 Epoch 14: val loss 0.6197733879089355 Epoch 15: train loss 0.503866712252299 Epoch 15: val loss 0.6369261741638184 Epoch 16: train loss 0.49982330451409024 Epoch 16: val loss 0.6408970355987549 Epoch 17: train loss 0.5025281881292661 Epoch 17: val loss 0.634185791015625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6140279710292816 Epoch 0: val loss 0.5591664910316467 Epoch 1: train loss 0.4883535295724869 Epoch 1: val loss 0.48267367482185364 Epoch 2: train loss 0.43198131322860717 Epoch 2: val loss 0.4487302303314209 Epoch 3: train loss 0.40013226866722107 Epoch 3: val loss 0.4479123055934906 Epoch 4: train loss 0.4056644693017006 Epoch 4: val loss 0.4536016285419464 Epoch 5: train loss 0.3729484885931015 Epoch 5: val loss 0.4540010094642639 Epoch 6: train loss 0.4341910853981972 Epoch 6: val loss 0.4551776051521301 Epoch 7: train loss 0.3840041756629944 Epoch 7: val loss 0.45429670810699463 Epoch 8: train loss 0.39728201627731324 Epoch 8: val loss 0.45437392592430115 Epoch 9: train loss 0.3623890526592731 Epoch 9: val loss 0.45799586176872253 Epoch 10: train loss 0.4302704021334648 Epoch 10: val loss 0.46305719017982483 Epoch 11: train loss 0.35598434060811995 Epoch 11: val loss 0.462340772151947 Epoch 12: train loss 0.34663146883249285 Epoch 12: val loss 0.4594857394695282 Epoch 13: train loss 0.3425924628973007 Epoch 13: val loss 0.46685969829559326 Epoch 14: train loss 0.3259162798523903 Epoch 14: val loss 0.4787055552005768 Epoch 15: train loss 0.3324874222278595 Epoch 15: val loss 0.4799453914165497 Epoch 16: train loss 0.3767703756690025 Epoch 16: val loss 0.48072487115859985 Epoch 17: train loss 0.36002013832330704 Epoch 17: val loss 0.4848567545413971 Epoch 18: train loss 0.3023164331912994 Epoch 18: val loss 0.48026368021965027 Epoch 19: train loss 0.391062331199646 Epoch 19: val loss 0.48158901929855347 Epoch 20: train loss 0.3113761305809021 Epoch 20: val loss 0.47558069229125977 Epoch 21: train loss 0.3658997997641563 Epoch 21: val loss 0.47420018911361694 Epoch 22: train loss 0.3138727590441704 Epoch 22: val loss 0.47073474526405334 Epoch 23: train loss 0.2872356578707695 Epoch 23: val loss 0.47092562913894653 Epoch 24: train loss 0.2860661342740059 Epoch 24: val loss 0.48203331232070923
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6543070495128631 Epoch 0: val loss 0.6046908497810364 Epoch 1: train loss 0.5138554990291595 Epoch 1: val loss 0.5157681107521057 Epoch 2: train loss 0.508197221159935 Epoch 2: val loss 0.4613856375217438 Epoch 3: train loss 0.4349577367305756 Epoch 3: val loss 0.4421081244945526 Epoch 4: train loss 0.45065549910068514 Epoch 4: val loss 0.44454753398895264 Epoch 5: train loss 0.4241998553276062 Epoch 5: val loss 0.44337964057922363 Epoch 6: train loss 0.39456927180290224 Epoch 6: val loss 0.439605712890625 Epoch 7: train loss 0.3759933203458786 Epoch 7: val loss 0.4431096613407135 Epoch 8: train loss 0.4124975621700287 Epoch 8: val loss 0.44377073645591736 Epoch 9: train loss 0.47195899337530134 Epoch 9: val loss 0.4532023072242737 Epoch 10: train loss 0.42697610408067704 Epoch 10: val loss 0.45548146963119507 Epoch 11: train loss 0.4111032530665398 Epoch 11: val loss 0.453357994556427 Epoch 12: train loss 0.37000763714313506 Epoch 12: val loss 0.4482705295085907 Epoch 13: train loss 0.36452510952949524 Epoch 13: val loss 0.4468410909175873 Epoch 14: train loss 0.3668305933475494 Epoch 14: val loss 0.45128417015075684 Epoch 15: train loss 0.33912848085165026 Epoch 15: val loss 0.45364099740982056 Epoch 16: train loss 0.3465187609195709 Epoch 16: val loss 0.4554338753223419 Epoch 17: train loss 0.3662742003798485 Epoch 17: val loss 0.45531004667282104 Epoch 18: train loss 0.34737314134836195 Epoch 18: val loss 0.45887118577957153 Epoch 19: train loss 0.3551237881183624 Epoch 19: val loss 0.4647683799266815 Epoch 20: train loss 0.3618403285741806 Epoch 20: val loss 0.46564772725105286 Epoch 21: train loss 0.3187868744134903 Epoch 21: val loss 0.4738371968269348 Epoch 22: train loss 0.3108720690011978 Epoch 22: val loss 0.4782302677631378 Epoch 23: train loss 0.3425287090241909 Epoch 23: val loss 0.4815903902053833 Epoch 24: train loss 0.31346643567085264 Epoch 24: val loss 0.4851665794849396
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.660904449224472 Epoch 0: val loss 0.5965848565101624 Epoch 1: train loss 0.55078065097332 Epoch 1: val loss 0.5390117764472961 Epoch 2: train loss 0.4964772373437881 Epoch 2: val loss 0.4937291145324707 Epoch 3: train loss 0.49148782789707185 Epoch 3: val loss 0.45697304606437683 Epoch 4: train loss 0.4094987601041794 Epoch 4: val loss 0.4401065409183502 Epoch 5: train loss 0.40449941009283064 Epoch 5: val loss 0.4252249300479889 Epoch 6: train loss 0.42237380892038345 Epoch 6: val loss 0.42232805490493774 Epoch 7: train loss 0.41801569163799285 Epoch 7: val loss 0.4291565418243408 Epoch 8: train loss 0.4156337231397629 Epoch 8: val loss 0.4338471591472626 Epoch 9: train loss 0.36716061532497407 Epoch 9: val loss 0.44007667899131775 Epoch 10: train loss 0.4261186599731445 Epoch 10: val loss 0.43999728560447693 Epoch 11: train loss 0.4264862179756165 Epoch 11: val loss 0.4351321756839752 Epoch 12: train loss 0.3907624274492264 Epoch 12: val loss 0.4375040531158447 Epoch 13: train loss 0.36381080001592636 Epoch 13: val loss 0.43994855880737305 Epoch 14: train loss 0.39795090556144713 Epoch 14: val loss 0.4370700418949127 Epoch 15: train loss 0.37282815873622893 Epoch 15: val loss 0.44521358609199524 Epoch 16: train loss 0.37728445827960966 Epoch 16: val loss 0.44266992807388306 Epoch 17: train loss 0.34001214504241944 Epoch 17: val loss 0.44854551553726196 Epoch 18: train loss 0.35001282542943957 Epoch 18: val loss 0.44728657603263855 Epoch 19: train loss 0.34745826572179794 Epoch 19: val loss 0.44922390580177307 Epoch 20: train loss 0.32601053491234777 Epoch 20: val loss 0.4654279947280884 Epoch 21: train loss 0.4125076994299889 Epoch 21: val loss 0.46060046553611755 Epoch 22: train loss 0.33481455296278 Epoch 22: val loss 0.46612879633903503 Epoch 23: train loss 0.3245880872011185 Epoch 23: val loss 0.46889692544937134 Epoch 24: train loss 0.31557267606258393 Epoch 24: val loss 0.4753517210483551
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6383175611495971 Epoch 0: val loss 0.5889478325843811 Epoch 1: train loss 0.5130293428897857 Epoch 1: val loss 0.5178776383399963 Epoch 2: train loss 0.4477431684732437 Epoch 2: val loss 0.4728626012802124 Epoch 3: train loss 0.402072948217392 Epoch 3: val loss 0.4625687599182129 Epoch 4: train loss 0.44857960343360903 Epoch 4: val loss 0.46477973461151123 Epoch 5: train loss 0.4069358050823212 Epoch 5: val loss 0.46648108959198 Epoch 6: train loss 0.3683929622173309 Epoch 6: val loss 0.47814831137657166 Epoch 7: train loss 0.3936666637659073 Epoch 7: val loss 0.4713607728481293 Epoch 8: train loss 0.397945773601532 Epoch 8: val loss 0.4592404365539551 Epoch 9: train loss 0.3639591604471207 Epoch 9: val loss 0.4525647461414337 Epoch 10: train loss 0.36522639244794847 Epoch 10: val loss 0.47149091958999634 Epoch 11: train loss 0.3392279908061028 Epoch 11: val loss 0.47694775462150574 Epoch 12: train loss 0.34433274120092394 Epoch 12: val loss 0.4724876880645752 Epoch 13: train loss 0.3502757415175438 Epoch 13: val loss 0.4735201299190521 Epoch 14: train loss 0.32426668480038645 Epoch 14: val loss 0.4825173318386078 Epoch 15: train loss 0.3650194764137268 Epoch 15: val loss 0.48242998123168945 Epoch 16: train loss 0.32528362423181534 Epoch 16: val loss 0.4685371220111847 Epoch 17: train loss 0.32877699136734007 Epoch 17: val loss 0.4731467068195343 Epoch 18: train loss 0.30288602188229563 Epoch 18: val loss 0.48534470796585083 Epoch 19: train loss 0.31542633175849916 Epoch 19: val loss 0.4891985058784485 Epoch 20: train loss 0.3065956845879555 Epoch 20: val loss 0.498192697763443 Epoch 21: train loss 0.3409111723303795 Epoch 21: val loss 0.5072652697563171 Epoch 22: train loss 0.2985525861382484 Epoch 22: val loss 0.494872510433197 Epoch 23: train loss 0.32321796715259554 Epoch 23: val loss 0.491592139005661 Epoch 24: train loss 0.3738518998026848 Epoch 24: val loss 0.5043380856513977
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6408764582413894 Epoch 0: val loss 0.5902242064476013 Epoch 1: train loss 0.5388670173975137 Epoch 1: val loss 0.4885668158531189 Epoch 2: train loss 0.45952587402783907 Epoch 2: val loss 0.46998557448387146 Epoch 3: train loss 0.42000173605405366 Epoch 3: val loss 0.4707326292991638 Epoch 4: train loss 0.3931443163981804 Epoch 4: val loss 0.4870220124721527 Epoch 5: train loss 0.4163811183892764 Epoch 5: val loss 0.49136149883270264 Epoch 6: train loss 0.4162645603601749 Epoch 6: val loss 0.47187402844429016 Epoch 7: train loss 0.4015770245056886 Epoch 7: val loss 0.4814089238643646 Epoch 8: train loss 0.37509471292679125 Epoch 8: val loss 0.4939829409122467 Epoch 9: train loss 0.39380788115354687 Epoch 9: val loss 0.5026124119758606 Epoch 10: train loss 0.3904976546764374 Epoch 10: val loss 0.47526857256889343 Epoch 11: train loss 0.3849882735655858 Epoch 11: val loss 0.48115602135658264 Epoch 12: train loss 0.37940800877717823 Epoch 12: val loss 0.4751153290271759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6952102238481696 Epoch 0: val loss 0.6682351231575012 Epoch 1: train loss 0.6658536683429371 Epoch 1: val loss 0.6487628817558289 Epoch 2: train loss 0.6517035148360513 Epoch 2: val loss 0.6340890526771545 Epoch 3: train loss 0.623391714963046 Epoch 3: val loss 0.6264522671699524 Epoch 4: train loss 0.6023969867012717 Epoch 4: val loss 0.6117421388626099 Epoch 5: train loss 0.5943976911631498 Epoch 5: val loss 0.6071977019309998 Epoch 6: train loss 0.5931027152321555 Epoch 6: val loss 0.601540207862854 Epoch 7: train loss 0.583154174414548 Epoch 7: val loss 0.589070737361908 Epoch 8: train loss 0.5648366239937869 Epoch 8: val loss 0.5848135352134705 Epoch 9: train loss 0.5658880309625105 Epoch 9: val loss 0.5823177099227905 Epoch 10: train loss 0.5406676124442708 Epoch 10: val loss 0.5744486451148987 Epoch 11: train loss 0.5254446782849052 Epoch 11: val loss 0.5656017065048218 Epoch 12: train loss 0.5176095393570986 Epoch 12: val loss 0.5585017204284668 Epoch 13: train loss 0.5096220184456218 Epoch 13: val loss 0.5548797249794006 Epoch 14: train loss 0.48992402174256067 Epoch 14: val loss 0.5490894317626953 Epoch 15: train loss 0.5142738737843253 Epoch 15: val loss 0.5272217392921448 Epoch 16: train loss 0.4584717127409848 Epoch 16: val loss 0.5319774746894836 Epoch 17: train loss 0.45429743961854413 Epoch 17: val loss 0.5350000858306885 Epoch 18: train loss 0.4315509660677476 Epoch 18: val loss 0.5387059450149536 Epoch 19: train loss 0.44003176960078155 Epoch 19: val loss 0.5296862125396729 Epoch 20: train loss 0.4417856579477137 Epoch 20: val loss 0.5361559391021729 Epoch 21: train loss 0.43553445555947046 Epoch 21: val loss 0.5252446532249451 Epoch 22: train loss 0.4131389260292053 Epoch 22: val loss 0.5284783840179443 Epoch 23: train loss 0.40100128813223407 Epoch 23: val loss 0.525886058807373 Epoch 24: train loss 0.4051399989561601 Epoch 24: val loss 0.5296167731285095
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7001267292282798 Epoch 0: val loss 0.6774967312812805 Epoch 1: train loss 0.6650637767531655 Epoch 1: val loss 0.6630841493606567 Epoch 2: train loss 0.6341741626912897 Epoch 2: val loss 0.6534305810928345 Epoch 3: train loss 0.6086077906868674 Epoch 3: val loss 0.6473962664604187 Epoch 4: train loss 0.5958534208211032 Epoch 4: val loss 0.6464006900787354 Epoch 5: train loss 0.5951260057362643 Epoch 5: val loss 0.6471651196479797 Epoch 6: train loss 0.5818418020551855 Epoch 6: val loss 0.6384387612342834 Epoch 7: train loss 0.5559122399850325 Epoch 7: val loss 0.6403313875198364 Epoch 8: train loss 0.5530143732374365 Epoch 8: val loss 0.6570748686790466 Epoch 9: train loss 0.5413153903050856 Epoch 9: val loss 0.6506195068359375 Epoch 10: train loss 0.5255711728876288 Epoch 10: val loss 0.6354124546051025 Epoch 11: train loss 0.4997493191198869 Epoch 11: val loss 0.65703946352005 Epoch 12: train loss 0.50454212047837 Epoch 12: val loss 0.6438054442405701 Epoch 13: train loss 0.48822030425071716 Epoch 13: val loss 0.6570714712142944 Epoch 14: train loss 0.4649466574192047 Epoch 14: val loss 0.6514192223548889 Epoch 15: train loss 0.4547240896658464 Epoch 15: val loss 0.6530152559280396 Epoch 16: train loss 0.4438159411603754 Epoch 16: val loss 0.6653797626495361 Epoch 17: train loss 0.4421378807588057 Epoch 17: val loss 0.6559454202651978 Epoch 18: train loss 0.43424654548818414 Epoch 18: val loss 0.6468533277511597 Epoch 19: train loss 0.4443417570807717 Epoch 19: val loss 0.6688582301139832 Epoch 20: train loss 0.40869048508730804 Epoch 20: val loss 0.6819148063659668 Epoch 21: train loss 0.42746950550512836 Epoch 21: val loss 0.6761540770530701 Epoch 22: train loss 0.41896517168391834 Epoch 22: val loss 0.6618561148643494 Epoch 23: train loss 0.4052604816176675 Epoch 23: val loss 0.6815456748008728 Epoch 24: train loss 0.3739283762194894 Epoch 24: val loss 0.6522422432899475
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6750275492668152 Epoch 0: val loss 0.6782219409942627 Epoch 1: train loss 0.6427425471219149 Epoch 1: val loss 0.6621752381324768 Epoch 2: train loss 0.6077283078973944 Epoch 2: val loss 0.6524536609649658 Epoch 3: train loss 0.5966161652044817 Epoch 3: val loss 0.6389120817184448 Epoch 4: train loss 0.5753873695026744 Epoch 4: val loss 0.6418398022651672 Epoch 5: train loss 0.5612951110709797 Epoch 5: val loss 0.6486074328422546 Epoch 6: train loss 0.5395837805487893 Epoch 6: val loss 0.6544467806816101 Epoch 7: train loss 0.5136252506212755 Epoch 7: val loss 0.6561852097511292 Epoch 8: train loss 0.4981404326178811 Epoch 8: val loss 0.6665253639221191 Epoch 9: train loss 0.5034177303314209 Epoch 9: val loss 0.6732274293899536 Epoch 10: train loss 0.5151259736581282 Epoch 10: val loss 0.6619592905044556 Epoch 11: train loss 0.48198886893012305 Epoch 11: val loss 0.7002500891685486 Epoch 12: train loss 0.48702891848304053 Epoch 12: val loss 0.6907920837402344 Epoch 13: train loss 0.4683548401702534 Epoch 13: val loss 0.6876922845840454 Epoch 14: train loss 0.4557733806696805 Epoch 14: val loss 0.7023714184761047 Epoch 15: train loss 0.43757492845708673 Epoch 15: val loss 0.6894098520278931 Epoch 16: train loss 0.4219872775402936 Epoch 16: val loss 0.7065492272377014 Epoch 17: train loss 0.4276229305700822 Epoch 17: val loss 0.708678126335144 Epoch 18: train loss 0.42516600543802435 Epoch 18: val loss 0.7131881713867188 Epoch 19: train loss 0.41350479559464887 Epoch 19: val loss 0.709041953086853 Epoch 20: train loss 0.42419884421608667 Epoch 20: val loss 0.7058160901069641 Epoch 21: train loss 0.39331636103716766 Epoch 21: val loss 0.7241929769515991 Epoch 22: train loss 0.4202782728455283 Epoch 22: val loss 0.734190821647644 Epoch 23: train loss 0.3968298516490243 Epoch 23: val loss 0.7313385009765625 Epoch 24: train loss 0.3863955627788197 Epoch 24: val loss 0.71734619140625
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6792070919817145 Epoch 0: val loss 0.6432509422302246 Epoch 1: train loss 0.6369014328176325 Epoch 1: val loss 0.6345142126083374 Epoch 2: train loss 0.6134037375450134 Epoch 2: val loss 0.6263375282287598 Epoch 3: train loss 0.609984657981179 Epoch 3: val loss 0.6196408271789551 Epoch 4: train loss 0.5800622322342612 Epoch 4: val loss 0.6135963201522827 Epoch 5: train loss 0.5887893763455477 Epoch 5: val loss 0.6057682633399963 Epoch 6: train loss 0.5747094235636971 Epoch 6: val loss 0.6013704538345337 Epoch 7: train loss 0.5487896745855158 Epoch 7: val loss 0.6080237030982971 Epoch 8: train loss 0.552687485109676 Epoch 8: val loss 0.6027648448944092 Epoch 9: train loss 0.5487400753931566 Epoch 9: val loss 0.5941384434700012 Epoch 10: train loss 0.5324569263241508 Epoch 10: val loss 0.5936760306358337 Epoch 11: train loss 0.5115221576257185 Epoch 11: val loss 0.5860185027122498 Epoch 12: train loss 0.5285790427164598 Epoch 12: val loss 0.5776042342185974 Epoch 13: train loss 0.4882246824828061 Epoch 13: val loss 0.5886139273643494 Epoch 14: train loss 0.4912458631125363 Epoch 14: val loss 0.5966053605079651 Epoch 15: train loss 0.5003329921852459 Epoch 15: val loss 0.5982197523117065 Epoch 16: train loss 0.5114913203499534 Epoch 16: val loss 0.6064359545707703 Epoch 17: train loss 0.45785571228374133 Epoch 17: val loss 0.5920714139938354 Epoch 18: train loss 0.4771896573630246 Epoch 18: val loss 0.5987900495529175 Epoch 19: train loss 0.465760892087763 Epoch 19: val loss 0.574175238609314 Epoch 20: train loss 0.4558382115580819 Epoch 20: val loss 0.5693073272705078 Epoch 21: train loss 0.429885517467152 Epoch 21: val loss 0.5794728994369507 Epoch 22: train loss 0.4284271245652979 Epoch 22: val loss 0.5909542441368103 Epoch 23: train loss 0.4151595803824338 Epoch 23: val loss 0.5932338237762451 Epoch 24: train loss 0.4394268122586337 Epoch 24: val loss 0.5937424898147583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6773367961247762 Epoch 0: val loss 0.6493026614189148 Epoch 1: train loss 0.6299787600835164 Epoch 1: val loss 0.6120755076408386 Epoch 2: train loss 0.5998192032178243 Epoch 2: val loss 0.5754709243774414 Epoch 3: train loss 0.5823859870433807 Epoch 3: val loss 0.5548292994499207 Epoch 4: train loss 0.568773498137792 Epoch 4: val loss 0.5416046380996704 Epoch 5: train loss 0.5299446284770966 Epoch 5: val loss 0.5352694988250732 Epoch 6: train loss 0.5410473823547364 Epoch 6: val loss 0.5281251668930054 Epoch 7: train loss 0.5290930390357971 Epoch 7: val loss 0.5229413509368896 Epoch 8: train loss 0.5105272849400838 Epoch 8: val loss 0.5209489464759827 Epoch 9: train loss 0.4889764149983724 Epoch 9: val loss 0.5147085785865784 Epoch 10: train loss 0.48000812927881875 Epoch 10: val loss 0.5093627572059631 Epoch 11: train loss 0.47804887493451437 Epoch 11: val loss 0.5065452456474304 Epoch 12: train loss 0.4790176292260488 Epoch 12: val loss 0.5052008628845215 Epoch 13: train loss 0.4475909451643626 Epoch 13: val loss 0.5039163827896118 Epoch 14: train loss 0.45698923667271935 Epoch 14: val loss 0.49875903129577637 Epoch 15: train loss 0.4484114468097687 Epoch 15: val loss 0.4951416552066803 Epoch 16: train loss 0.43277112444241844 Epoch 16: val loss 0.49321380257606506 Epoch 17: train loss 0.4252123415470123 Epoch 17: val loss 0.4985393285751343 Epoch 18: train loss 0.42690047025680544 Epoch 18: val loss 0.4957887828350067 Epoch 19: train loss 0.4464064757029215 Epoch 19: val loss 0.5063900947570801 Epoch 20: train loss 0.4150574952363968 Epoch 20: val loss 0.4984121024608612
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7084133128325144 Epoch 0: val loss 0.6956406831741333 Epoch 1: train loss 0.6663554062445959 Epoch 1: val loss 0.6929991841316223 Epoch 2: train loss 0.6444895416498184 Epoch 2: val loss 0.6869087219238281 Epoch 3: train loss 0.6423483441273371 Epoch 3: val loss 0.6836755871772766 Epoch 4: train loss 0.6174610654513041 Epoch 4: val loss 0.6574224233627319 Epoch 5: train loss 0.5921359211206436 Epoch 5: val loss 0.6519262790679932 Epoch 6: train loss 0.5847719560066859 Epoch 6: val loss 0.64741051197052 Epoch 7: train loss 0.5511171395579973 Epoch 7: val loss 0.6583544015884399 Epoch 8: train loss 0.5576742241779963 Epoch 8: val loss 0.6293858289718628 Epoch 9: train loss 0.5629438137014707 Epoch 9: val loss 0.6115119457244873 Epoch 10: train loss 0.5397325307130814 Epoch 10: val loss 0.6570382118225098 Epoch 11: train loss 0.503213661412398 Epoch 11: val loss 0.6084485650062561 Epoch 12: train loss 0.5278047944108645 Epoch 12: val loss 0.6431854367256165 Epoch 13: train loss 0.513119084139665 Epoch 13: val loss 0.6709755063056946 Epoch 14: train loss 0.4974861616889636 Epoch 14: val loss 0.6318826079368591 Epoch 15: train loss 0.4836473340789477 Epoch 15: val loss 0.6295982599258423 Epoch 16: train loss 0.4878290792306264 Epoch 16: val loss 0.6733469367027283 Epoch 17: train loss 0.46473999321460724 Epoch 17: val loss 0.6368125081062317 Epoch 18: train loss 0.4935761441787084 Epoch 18: val loss 0.6363272666931152 Epoch 19: train loss 0.48621172706286114 Epoch 19: val loss 0.6348265409469604 Epoch 20: train loss 0.4761006111900012 Epoch 20: val loss 0.6607877612113953 Epoch 21: train loss 0.4564892922838529 Epoch 21: val loss 0.6502107977867126 Epoch 22: train loss 0.46366193890571594 Epoch 22: val loss 0.6385456323623657 Epoch 23: train loss 0.4385223450760047 Epoch 23: val loss 0.6835686564445496 Epoch 24: train loss 0.4442739139000575 Epoch 24: val loss 0.6556727290153503
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.684405043721199 Epoch 0: val loss 0.6870173215866089 Epoch 1: train loss 0.6406343926986059 Epoch 1: val loss 0.675879955291748 Epoch 2: train loss 0.6447845647732416 Epoch 2: val loss 0.6544616222381592 Epoch 3: train loss 0.5955737084150314 Epoch 3: val loss 0.6468999981880188 Epoch 4: train loss 0.5835476020971934 Epoch 4: val loss 0.6418209671974182 Epoch 5: train loss 0.5679280857245127 Epoch 5: val loss 0.6340047717094421 Epoch 6: train loss 0.5484169820944468 Epoch 6: val loss 0.6278111934661865 Epoch 7: train loss 0.5530701006452242 Epoch 7: val loss 0.6280229091644287 Epoch 8: train loss 0.5442655384540558 Epoch 8: val loss 0.64129638671875 Epoch 9: train loss 0.5314889152844747 Epoch 9: val loss 0.6490317583084106 Epoch 10: train loss 0.5346870720386505 Epoch 10: val loss 0.6357990503311157 Epoch 11: train loss 0.541504849990209 Epoch 11: val loss 0.6395874619483948 Epoch 12: train loss 0.5069931571682295 Epoch 12: val loss 0.6383419632911682 Epoch 13: train loss 0.5086627329389254 Epoch 13: val loss 0.6496281027793884 Epoch 14: train loss 0.5064878165721893 Epoch 14: val loss 0.639728307723999 Epoch 15: train loss 0.5131720875700315 Epoch 15: val loss 0.638887882232666 Epoch 16: train loss 0.49451561520497006 Epoch 16: val loss 0.6423513889312744 Epoch 17: train loss 0.4857982819279035 Epoch 17: val loss 0.6379593014717102 Epoch 18: train loss 0.4882442429661751 Epoch 18: val loss 0.6452046036720276 Epoch 19: train loss 0.471650389333566 Epoch 19: val loss 0.6568753719329834 Epoch 20: train loss 0.4585842986901601 Epoch 20: val loss 0.6359253525733948 Epoch 21: train loss 0.4581358681122462 Epoch 21: val loss 0.6478508710861206 Epoch 22: train loss 0.4347183381517728 Epoch 22: val loss 0.6513348817825317 Epoch 23: train loss 0.4316278050343196 Epoch 23: val loss 0.6663402915000916 Epoch 24: train loss 0.43485909948746365 Epoch 24: val loss 0.660232663154602
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7201933066050211 Epoch 0: val loss 0.6857113242149353 Epoch 1: train loss 0.659242590268453 Epoch 1: val loss 0.666287899017334 Epoch 2: train loss 0.6289504170417786 Epoch 2: val loss 0.6616634726524353 Epoch 3: train loss 0.6051537245512009 Epoch 3: val loss 0.6345171332359314 Epoch 4: train loss 0.6057441085577011 Epoch 4: val loss 0.64569491147995 Epoch 5: train loss 0.5847761581341425 Epoch 5: val loss 0.6270506381988525 Epoch 6: train loss 0.5614284376303355 Epoch 6: val loss 0.6385347247123718 Epoch 7: train loss 0.5441730593641599 Epoch 7: val loss 0.6226215362548828 Epoch 8: train loss 0.5271644070744514 Epoch 8: val loss 0.6353260278701782 Epoch 9: train loss 0.5376433854301771 Epoch 9: val loss 0.6267575621604919 Epoch 10: train loss 0.5070553893844286 Epoch 10: val loss 0.6073851585388184 Epoch 11: train loss 0.511201282342275 Epoch 11: val loss 0.6232349872589111 Epoch 12: train loss 0.5082990328470866 Epoch 12: val loss 0.6279305815696716 Epoch 13: train loss 0.5032075097163519 Epoch 13: val loss 0.6107944250106812 Epoch 14: train loss 0.48805013050635654 Epoch 14: val loss 0.6172812581062317 Epoch 15: train loss 0.4803375080227852 Epoch 15: val loss 0.6188473701477051 Epoch 16: train loss 0.47711270302534103 Epoch 16: val loss 0.6244248151779175 Epoch 17: train loss 0.4788026710351308 Epoch 17: val loss 0.619449257850647 Epoch 18: train loss 0.4612233241399129 Epoch 18: val loss 0.6063863635063171 Epoch 19: train loss 0.4468057503302892 Epoch 19: val loss 0.6539541482925415 Epoch 20: train loss 0.47071627527475357 Epoch 20: val loss 0.6310029625892639 Epoch 21: train loss 0.4381297379732132 Epoch 21: val loss 0.6319524049758911 Epoch 22: train loss 0.42412825177113217 Epoch 22: val loss 0.6371833086013794 Epoch 23: train loss 0.43645941093564034 Epoch 23: val loss 0.6331180334091187 Epoch 24: train loss 0.4164488762617111 Epoch 24: val loss 0.6445340514183044
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012915015220642 Epoch 0: val loss 0.6868523955345154 Epoch 1: train loss 0.665333221356074 Epoch 1: val loss 0.6784775853157043 Epoch 2: train loss 0.6491048038005829 Epoch 2: val loss 0.672957718372345 Epoch 3: train loss 0.6146720523635546 Epoch 3: val loss 0.6697613000869751 Epoch 4: train loss 0.6264095405737559 Epoch 4: val loss 0.6623597145080566 Epoch 5: train loss 0.595597450931867 Epoch 5: val loss 0.6476642489433289 Epoch 6: train loss 0.5803605516751608 Epoch 6: val loss 0.6422955393791199 Epoch 7: train loss 0.5814956799149513 Epoch 7: val loss 0.6278945207595825 Epoch 8: train loss 0.5576475560665131 Epoch 8: val loss 0.6293914318084717 Epoch 9: train loss 0.543690487742424 Epoch 9: val loss 0.6116480827331543 Epoch 10: train loss 0.5398321524262428 Epoch 10: val loss 0.6247165203094482 Epoch 11: train loss 0.5224405204256376 Epoch 11: val loss 0.6224208474159241 Epoch 12: train loss 0.5147697950402895 Epoch 12: val loss 0.6092514991760254 Epoch 13: train loss 0.5072921092311541 Epoch 13: val loss 0.6237146854400635 Epoch 14: train loss 0.48398036261399585 Epoch 14: val loss 0.6085565090179443 Epoch 15: train loss 0.48208241164684296 Epoch 15: val loss 0.6202298998832703 Epoch 16: train loss 0.46041709184646606 Epoch 16: val loss 0.6276200413703918 Epoch 17: train loss 0.4601944759488106 Epoch 17: val loss 0.6193848252296448 Epoch 18: train loss 0.44899291296799976 Epoch 18: val loss 0.63573157787323 Epoch 19: train loss 0.45785877108573914 Epoch 19: val loss 0.6439366340637207 Epoch 20: train loss 0.4250898212194443 Epoch 20: val loss 0.6486875414848328 Epoch 21: train loss 0.4191398123900096 Epoch 21: val loss 0.6369513273239136 Epoch 22: train loss 0.44640471786260605 Epoch 22: val loss 0.6400132179260254 Epoch 23: train loss 0.423489843805631 Epoch 23: val loss 0.6541627049446106 Epoch 24: train loss 0.4136891874174277 Epoch 24: val loss 0.6474807262420654
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6980938836932182 Epoch 0: val loss 0.6896248459815979 Epoch 1: train loss 0.6737874113023281 Epoch 1: val loss 0.6689177751541138 Epoch 2: train loss 0.642050426453352 Epoch 2: val loss 0.6547628045082092 Epoch 3: train loss 0.6243821978569031 Epoch 3: val loss 0.6280376315116882 Epoch 4: train loss 0.6089219003915787 Epoch 4: val loss 0.6220371127128601 Epoch 5: train loss 0.600245026871562 Epoch 5: val loss 0.619308590888977 Epoch 6: train loss 0.5950166583061218 Epoch 6: val loss 0.6204138398170471 Epoch 7: train loss 0.5625378470867872 Epoch 7: val loss 0.6086374521255493 Epoch 8: train loss 0.5559018924832344 Epoch 8: val loss 0.6077162027359009 Epoch 9: train loss 0.5536575615406036 Epoch 9: val loss 0.5913808345794678 Epoch 10: train loss 0.5564411580562592 Epoch 10: val loss 0.6150241494178772 Epoch 11: train loss 0.539013983681798 Epoch 11: val loss 0.6043388247489929 Epoch 12: train loss 0.5239406377077103 Epoch 12: val loss 0.6021122932434082 Epoch 13: train loss 0.5249569583684206 Epoch 13: val loss 0.6026085615158081 Epoch 14: train loss 0.5080817844718695 Epoch 14: val loss 0.6046168804168701 Epoch 15: train loss 0.4729359354823828 Epoch 15: val loss 0.6108973622322083 Epoch 16: train loss 0.49779519625008106 Epoch 16: val loss 0.6100677251815796 Epoch 17: train loss 0.4667806699872017 Epoch 17: val loss 0.6063452363014221 Epoch 18: train loss 0.5150941237807274 Epoch 18: val loss 0.6109095811843872
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6770849376916885 Epoch 0: val loss 0.6675919890403748 Epoch 1: train loss 0.6512129306793213 Epoch 1: val loss 0.6451467275619507 Epoch 2: train loss 0.6533331225315729 Epoch 2: val loss 0.625613272190094 Epoch 3: train loss 0.6282760947942734 Epoch 3: val loss 0.6174953579902649 Epoch 4: train loss 0.6106302638848623 Epoch 4: val loss 0.6134409308433533 Epoch 5: train loss 0.6064664199948311 Epoch 5: val loss 0.6127037405967712 Epoch 6: train loss 0.5942603151003519 Epoch 6: val loss 0.608159065246582 Epoch 7: train loss 0.6004408597946167 Epoch 7: val loss 0.6086236238479614 Epoch 8: train loss 0.585632527867953 Epoch 8: val loss 0.6131024956703186 Epoch 9: train loss 0.5772659778594971 Epoch 9: val loss 0.6169936656951904 Epoch 10: train loss 0.551487478117148 Epoch 10: val loss 0.6111515164375305 Epoch 11: train loss 0.5529831325014433 Epoch 11: val loss 0.6301887035369873 Epoch 12: train loss 0.5434969514608383 Epoch 12: val loss 0.6350536346435547 Epoch 13: train loss 0.57313072681427 Epoch 13: val loss 0.641498863697052 Epoch 14: train loss 0.5290181462963423 Epoch 14: val loss 0.6357130408287048 Epoch 15: train loss 0.5227703327933947 Epoch 15: val loss 0.6304056644439697 Epoch 16: train loss 0.5408034200469652 Epoch 16: val loss 0.6509029269218445 Epoch 17: train loss 0.534763457874457 Epoch 17: val loss 0.649524450302124 Epoch 18: train loss 0.5219363595048586 Epoch 18: val loss 0.6550015211105347 Epoch 19: train loss 0.5156426727771759 Epoch 19: val loss 0.6660825610160828 Epoch 20: train loss 0.5069516897201538 Epoch 20: val loss 0.6656689047813416 Epoch 21: train loss 0.504234733680884 Epoch 21: val loss 0.6596251130104065 Epoch 22: train loss 0.5010091885924339 Epoch 22: val loss 0.6660574078559875 Epoch 23: train loss 0.4941771825154622 Epoch 23: val loss 0.6688289046287537 Epoch 24: train loss 0.5031993091106415 Epoch 24: val loss 0.6758195161819458
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971087753772736 Epoch 0: val loss 0.6886521577835083 Epoch 1: train loss 0.6800742497046789 Epoch 1: val loss 0.6802441477775574 Epoch 2: train loss 0.654420480132103 Epoch 2: val loss 0.67052161693573 Epoch 3: train loss 0.6469815671443939 Epoch 3: val loss 0.6628625392913818 Epoch 4: train loss 0.6223463863134384 Epoch 4: val loss 0.6578617095947266 Epoch 5: train loss 0.6292820970217387 Epoch 5: val loss 0.6521585583686829 Epoch 6: train loss 0.6069640268882116 Epoch 6: val loss 0.6511154770851135 Epoch 7: train loss 0.5930087318023046 Epoch 7: val loss 0.6571374535560608 Epoch 8: train loss 0.5961830417315165 Epoch 8: val loss 0.6611764430999756 Epoch 9: train loss 0.5725121423602104 Epoch 9: val loss 0.6605587005615234 Epoch 10: train loss 0.5805404707789421 Epoch 10: val loss 0.656912624835968 Epoch 11: train loss 0.5710690716902415 Epoch 11: val loss 0.6532682776451111 Epoch 12: train loss 0.5647301450371742 Epoch 12: val loss 0.6472262144088745 Epoch 13: train loss 0.5598338097333908 Epoch 13: val loss 0.6521608829498291 Epoch 14: train loss 0.5559956481059393 Epoch 14: val loss 0.6529081463813782 Epoch 15: train loss 0.5319754009445509 Epoch 15: val loss 0.6595921516418457 Epoch 16: train loss 0.5509659027059873 Epoch 16: val loss 0.6512852311134338 Epoch 17: train loss 0.5596308062473933 Epoch 17: val loss 0.648676872253418 Epoch 18: train loss 0.5351717124382654 Epoch 18: val loss 0.6537534594535828 Epoch 19: train loss 0.5150698473056158 Epoch 19: val loss 0.6432219743728638 Epoch 20: train loss 0.5099122350414594 Epoch 20: val loss 0.6414230465888977 Epoch 21: train loss 0.5020962183674177 Epoch 21: val loss 0.6450015902519226 Epoch 22: train loss 0.4994729583462079 Epoch 22: val loss 0.6551010012626648 Epoch 23: train loss 0.5142915000518163 Epoch 23: val loss 0.6541872024536133 Epoch 24: train loss 0.4825916861494382 Epoch 24: val loss 0.653117299079895
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6928329616785049 Epoch 0: val loss 0.6806491613388062 Epoch 1: train loss 0.6703067024548849 Epoch 1: val loss 0.6691291332244873 Epoch 2: train loss 0.654333621263504 Epoch 2: val loss 0.6587891578674316 Epoch 3: train loss 0.6396249135335287 Epoch 3: val loss 0.6477552056312561 Epoch 4: train loss 0.6207708716392517 Epoch 4: val loss 0.6444939374923706 Epoch 5: train loss 0.5985742112000784 Epoch 5: val loss 0.6485429406166077 Epoch 6: train loss 0.6019312764207522 Epoch 6: val loss 0.6520668864250183 Epoch 7: train loss 0.5579709534843763 Epoch 7: val loss 0.6538830399513245 Epoch 8: train loss 0.5688460866610209 Epoch 8: val loss 0.6511691212654114 Epoch 9: train loss 0.5854049697518349 Epoch 9: val loss 0.6534077525138855 Epoch 10: train loss 0.5482215732336044 Epoch 10: val loss 0.660622775554657 Epoch 11: train loss 0.5467398936549822 Epoch 11: val loss 0.6518940925598145 Epoch 12: train loss 0.5506649191180865 Epoch 12: val loss 0.6365593671798706 Epoch 13: train loss 0.5325032869974772 Epoch 13: val loss 0.6392590999603271 Epoch 14: train loss 0.5266157488028208 Epoch 14: val loss 0.6576001048088074 Epoch 15: train loss 0.510117419064045 Epoch 15: val loss 0.6587346196174622 Epoch 16: train loss 0.5199464857578278 Epoch 16: val loss 0.6519547700881958 Epoch 17: train loss 0.5405012543002764 Epoch 17: val loss 0.662179172039032 Epoch 18: train loss 0.5156349539756775 Epoch 18: val loss 0.668734073638916 Epoch 19: train loss 0.514169471959273 Epoch 19: val loss 0.6579917073249817 Epoch 20: train loss 0.48568212737639743 Epoch 20: val loss 0.6562743186950684 Epoch 21: train loss 0.4957829837997754 Epoch 21: val loss 0.6561431288719177 Epoch 22: train loss 0.4983896886308988 Epoch 22: val loss 0.6628178358078003 Epoch 23: train loss 0.47858430445194244 Epoch 23: val loss 0.6685291528701782 Epoch 24: train loss 0.47157571216424304 Epoch 24: val loss 0.6715181469917297
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7018598963816961 Epoch 0: val loss 0.6885963082313538 Epoch 1: train loss 0.6699212143818537 Epoch 1: val loss 0.6788880228996277 Epoch 2: train loss 0.6624267001946768 Epoch 2: val loss 0.6749308705329895 Epoch 3: train loss 0.6510128130515417 Epoch 3: val loss 0.6768986582756042 Epoch 4: train loss 0.647568886478742 Epoch 4: val loss 0.6660792231559753 Epoch 5: train loss 0.6184659153223038 Epoch 5: val loss 0.6630622148513794 Epoch 6: train loss 0.6120543430248896 Epoch 6: val loss 0.6586161255836487 Epoch 7: train loss 0.5968167533477148 Epoch 7: val loss 0.6559472680091858 Epoch 8: train loss 0.6032615602016449 Epoch 8: val loss 0.6595787405967712 Epoch 9: train loss 0.5979136427243551 Epoch 9: val loss 0.6616338491439819 Epoch 10: train loss 0.583438957730929 Epoch 10: val loss 0.6541711688041687 Epoch 11: train loss 0.5628328621387482 Epoch 11: val loss 0.6551246047019958 Epoch 12: train loss 0.5610609079400698 Epoch 12: val loss 0.6647368669509888 Epoch 13: train loss 0.5770527124404907 Epoch 13: val loss 0.658517062664032 Epoch 14: train loss 0.5628466953833898 Epoch 14: val loss 0.660151481628418 Epoch 15: train loss 0.5578346302111944 Epoch 15: val loss 0.6684465408325195 Epoch 16: train loss 0.5562551965316137 Epoch 16: val loss 0.6532613635063171 Epoch 17: train loss 0.5520809491475424 Epoch 17: val loss 0.6569007635116577 Epoch 18: train loss 0.5403394773602486 Epoch 18: val loss 0.669779360294342 Epoch 19: train loss 0.5502167542775472 Epoch 19: val loss 0.6646660566329956 Epoch 20: train loss 0.5075901299715042 Epoch 20: val loss 0.6550089716911316 Epoch 21: train loss 0.5436920076608658 Epoch 21: val loss 0.6463171243667603 Epoch 22: train loss 0.5346353476246198 Epoch 22: val loss 0.6707966327667236 Epoch 23: train loss 0.5331251372893652 Epoch 23: val loss 0.6628165245056152 Epoch 24: train loss 0.5412846406300863 Epoch 24: val loss 0.6621635556221008
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962691582739353 Epoch 0: val loss 0.696941614151001 Epoch 1: train loss 0.6853830404579639 Epoch 1: val loss 0.6901301741600037 Epoch 2: train loss 0.6634291261434555 Epoch 2: val loss 0.6826217174530029 Epoch 3: train loss 0.6534617803990841 Epoch 3: val loss 0.6761431097984314 Epoch 4: train loss 0.645914364606142 Epoch 4: val loss 0.6734012961387634 Epoch 5: train loss 0.6284446641802788 Epoch 5: val loss 0.6566025018692017 Epoch 6: train loss 0.6286166235804558 Epoch 6: val loss 0.6481390595436096 Epoch 7: train loss 0.6104615963995457 Epoch 7: val loss 0.6260514855384827 Epoch 8: train loss 0.6025307569652796 Epoch 8: val loss 0.6122154593467712 Epoch 9: train loss 0.597378347069025 Epoch 9: val loss 0.6140861511230469 Epoch 10: train loss 0.5906364042311907 Epoch 10: val loss 0.6168217062950134 Epoch 11: train loss 0.5775530058890581 Epoch 11: val loss 0.6161952614784241 Epoch 12: train loss 0.5817272942513227 Epoch 12: val loss 0.600568950176239 Epoch 13: train loss 0.5763757303357124 Epoch 13: val loss 0.6256266236305237 Epoch 14: train loss 0.5517623014748096 Epoch 14: val loss 0.6114192008972168 Epoch 15: train loss 0.5765146743506193 Epoch 15: val loss 0.6018862724304199 Epoch 16: train loss 0.558848962187767 Epoch 16: val loss 0.6038756370544434
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.705905946818265 Epoch 0: val loss 0.6853933334350586 Epoch 1: train loss 0.6654252897609364 Epoch 1: val loss 0.6790181994438171 Epoch 2: train loss 0.6447241306304932 Epoch 2: val loss 0.6735163927078247 Epoch 3: train loss 0.6420026584105059 Epoch 3: val loss 0.6735790967941284 Epoch 4: train loss 0.616552472114563 Epoch 4: val loss 0.6658806204795837 Epoch 5: train loss 0.6318870999596335 Epoch 5: val loss 0.6648304462432861 Epoch 6: train loss 0.5979862267320807 Epoch 6: val loss 0.6565115451812744 Epoch 7: train loss 0.5884282914074984 Epoch 7: val loss 0.65438312292099 Epoch 8: train loss 0.5761747739531777 Epoch 8: val loss 0.65719074010849 Epoch 9: train loss 0.564206825061278 Epoch 9: val loss 0.669858455657959 Epoch 10: train loss 0.5705837146802382 Epoch 10: val loss 0.6639567613601685 Epoch 11: train loss 0.5541259917345914 Epoch 11: val loss 0.6627002954483032 Epoch 12: train loss 0.5547967932441018 Epoch 12: val loss 0.6808657050132751 Epoch 13: train loss 0.5392860607667402 Epoch 13: val loss 0.6708412766456604 Epoch 14: train loss 0.5070395334200426 Epoch 14: val loss 0.6743198037147522 Epoch 15: train loss 0.5302794494412162 Epoch 15: val loss 0.6849561929702759 Epoch 16: train loss 0.5281085724180395 Epoch 16: val loss 0.6920276880264282 Epoch 17: train loss 0.48630925200202246 Epoch 17: val loss 0.691224217414856 Epoch 18: train loss 0.485548580234701 Epoch 18: val loss 0.7095876932144165 Epoch 19: train loss 0.4510462229902094 Epoch 19: val loss 0.6926840543746948 Epoch 20: train loss 0.4759104712442918 Epoch 20: val loss 0.7187071442604065 Epoch 21: train loss 0.4691994000564922 Epoch 21: val loss 0.7125635147094727 Epoch 22: train loss 0.4366222484545274 Epoch 22: val loss 0.685817301273346 Epoch 23: train loss 0.4670724597844211 Epoch 23: val loss 0.720320463180542 Epoch 24: train loss 0.4267185086553747 Epoch 24: val loss 0.693457841873169
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6981927698308771 Epoch 0: val loss 0.6607753038406372 Epoch 1: train loss 0.6752376610582526 Epoch 1: val loss 0.6439949870109558 Epoch 2: train loss 0.6544856970960443 Epoch 2: val loss 0.6405144929885864 Epoch 3: train loss 0.6422367908737876 Epoch 3: val loss 0.6385707855224609 Epoch 4: train loss 0.6442316607995466 Epoch 4: val loss 0.6302032470703125 Epoch 5: train loss 0.6276521411809054 Epoch 5: val loss 0.6272332072257996 Epoch 6: train loss 0.6361268650401722 Epoch 6: val loss 0.6256727576255798 Epoch 7: train loss 0.6244065707380121 Epoch 7: val loss 0.6229754686355591 Epoch 8: train loss 0.6190173734318126 Epoch 8: val loss 0.6269733309745789 Epoch 9: train loss 0.6085720333186063 Epoch 9: val loss 0.6208987832069397 Epoch 10: train loss 0.5910171839323911 Epoch 10: val loss 0.6182436943054199 Epoch 11: train loss 0.6133231981234117 Epoch 11: val loss 0.6075984835624695 Epoch 12: train loss 0.5985022539442236 Epoch 12: val loss 0.6119754314422607 Epoch 13: train loss 0.5761130425063047 Epoch 13: val loss 0.6101946830749512 Epoch 14: train loss 0.5712462934580717 Epoch 14: val loss 0.6029884815216064 Epoch 15: train loss 0.5759194086898457 Epoch 15: val loss 0.6009934544563293 Epoch 16: train loss 0.5461748567494479 Epoch 16: val loss 0.5926188826560974 Epoch 17: train loss 0.5583929853005842 Epoch 17: val loss 0.5981037020683289 Epoch 18: train loss 0.5326171219348907 Epoch 18: val loss 0.6061250567436218 Epoch 19: train loss 0.5168715146454897 Epoch 19: val loss 0.5833711624145508 Epoch 20: train loss 0.5083075707609003 Epoch 20: val loss 0.5857565999031067 Epoch 21: train loss 0.5228085246953097 Epoch 21: val loss 0.5713079571723938 Epoch 22: train loss 0.5169745981693268 Epoch 22: val loss 0.5772379040718079 Epoch 23: train loss 0.48654842376708984 Epoch 23: val loss 0.5906071066856384 Epoch 24: train loss 0.4805413647131486 Epoch 24: val loss 0.570881187915802
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6651799082756042 Epoch 0: val loss 0.708355188369751 Epoch 1: train loss 0.6513235514814203 Epoch 1: val loss 0.7190853953361511 Epoch 2: train loss 0.6338382471691478 Epoch 2: val loss 0.7133165001869202 Epoch 3: train loss 0.623514860868454 Epoch 3: val loss 0.7137002944946289 Epoch 4: train loss 0.613472732630643 Epoch 4: val loss 0.7250193357467651 Epoch 5: train loss 0.5821454768831079 Epoch 5: val loss 0.7337775230407715 Epoch 6: train loss 0.5851110924373973 Epoch 6: val loss 0.7309784293174744 Epoch 7: train loss 0.5716018839315935 Epoch 7: val loss 0.7428702712059021 Epoch 8: train loss 0.5692108571529388 Epoch 8: val loss 0.747786819934845 Epoch 9: train loss 0.5618073588067835 Epoch 9: val loss 0.73968905210495 Epoch 10: train loss 0.533204279162667 Epoch 10: val loss 0.7506805062294006 Epoch 11: train loss 0.5424813248894431 Epoch 11: val loss 0.7652445435523987 Epoch 12: train loss 0.5447869165377184 Epoch 12: val loss 0.7622714042663574 Epoch 13: train loss 0.5300613939762115 Epoch 13: val loss 0.7862527966499329 Epoch 14: train loss 0.5173553905703805 Epoch 14: val loss 0.7816333770751953 Epoch 15: train loss 0.535743461413817 Epoch 15: val loss 0.8016332983970642 Epoch 16: train loss 0.5174832208590074 Epoch 16: val loss 0.7966084480285645 Epoch 17: train loss 0.49283095652406866 Epoch 17: val loss 0.7903717160224915 Epoch 18: train loss 0.49920505014332855 Epoch 18: val loss 0.8164916634559631 Epoch 19: train loss 0.49661440470001916 Epoch 19: val loss 0.8156391382217407 Epoch 20: train loss 0.49074025316671893 Epoch 20: val loss 0.8126585483551025 Epoch 21: train loss 0.4791519425132058 Epoch 21: val loss 0.8283849358558655 Epoch 22: train loss 0.4616296318444339 Epoch 22: val loss 0.8437279462814331 Epoch 23: train loss 0.4744791090488434 Epoch 23: val loss 0.8423894643783569 Epoch 24: train loss 0.4719578596678647 Epoch 24: val loss 0.8383578658103943
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7107134027914568 Epoch 0: val loss 0.662249743938446 Epoch 1: train loss 0.6767320416190408 Epoch 1: val loss 0.6444438695907593 Epoch 2: train loss 0.6614957506006415 Epoch 2: val loss 0.6468867063522339 Epoch 3: train loss 0.6396182125264948 Epoch 3: val loss 0.6450991630554199 Epoch 4: train loss 0.6404013579541986 Epoch 4: val loss 0.6233770847320557 Epoch 5: train loss 0.6327864256772128 Epoch 5: val loss 0.623367190361023 Epoch 6: train loss 0.6250836036422036 Epoch 6: val loss 0.6251789927482605 Epoch 7: train loss 0.6180413094433871 Epoch 7: val loss 0.6287233233451843 Epoch 8: train loss 0.598264217376709 Epoch 8: val loss 0.6319357752799988 Epoch 9: train loss 0.601396457715468 Epoch 9: val loss 0.6326906085014343 Epoch 10: train loss 0.5876481207934293 Epoch 10: val loss 0.6264928579330444 Epoch 11: train loss 0.5987049612131986 Epoch 11: val loss 0.6297497749328613 Epoch 12: train loss 0.5779789008877494 Epoch 12: val loss 0.630028486251831 Epoch 13: train loss 0.5660826753486287 Epoch 13: val loss 0.6325955390930176 Epoch 14: train loss 0.5430067398331382 Epoch 14: val loss 0.6450770497322083 Epoch 15: train loss 0.5478403947570107 Epoch 15: val loss 0.6377978324890137 Epoch 16: train loss 0.540631196715615 Epoch 16: val loss 0.6319690346717834 Epoch 17: train loss 0.5349463332783092 Epoch 17: val loss 0.6214090585708618 Epoch 18: train loss 0.5053707117384131 Epoch 18: val loss 0.6393299102783203 Epoch 19: train loss 0.49901237000118603 Epoch 19: val loss 0.6416712403297424 Epoch 20: train loss 0.5118031393397938 Epoch 20: val loss 0.6408118605613708 Epoch 21: train loss 0.5058828565207395 Epoch 21: val loss 0.6391372084617615 Epoch 22: train loss 0.4847252477299083 Epoch 22: val loss 0.6495823264122009 Epoch 23: train loss 0.47971951961517334 Epoch 23: val loss 0.6503415107727051 Epoch 24: train loss 0.47539126060225745 Epoch 24: val loss 0.659593403339386
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799065709114075 Epoch 0: val loss 0.6850260496139526 Epoch 1: train loss 0.6408538858095805 Epoch 1: val loss 0.6826308965682983 Epoch 2: train loss 0.6206021825472514 Epoch 2: val loss 0.6876077055931091 Epoch 3: train loss 0.6380473891894023 Epoch 3: val loss 0.6695969700813293 Epoch 4: train loss 0.5980071008205414 Epoch 4: val loss 0.6652716398239136 Epoch 5: train loss 0.5964576005935669 Epoch 5: val loss 0.6586458683013916 Epoch 6: train loss 0.6460451920827229 Epoch 6: val loss 0.6673217415809631 Epoch 7: train loss 0.5960641443729401 Epoch 7: val loss 0.6476625800132751 Epoch 8: train loss 0.5724911848704021 Epoch 8: val loss 0.6492520570755005 Epoch 9: train loss 0.5704156816005707 Epoch 9: val loss 0.6651941537857056 Epoch 10: train loss 0.5690287391344706 Epoch 10: val loss 0.6390492916107178 Epoch 11: train loss 0.5391866564750671 Epoch 11: val loss 0.6372613906860352 Epoch 12: train loss 0.5212092220783233 Epoch 12: val loss 0.6424022912979126 Epoch 13: train loss 0.5523461262385051 Epoch 13: val loss 0.6252751350402832 Epoch 14: train loss 0.5271933138370514 Epoch 14: val loss 0.6331831812858582
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914002161759597 Epoch 0: val loss 0.6767484545707703 Epoch 1: train loss 0.6657037597436172 Epoch 1: val loss 0.6606537103652954 Epoch 2: train loss 0.6470867212002094 Epoch 2: val loss 0.6523029208183289 Epoch 3: train loss 0.6315898803564218 Epoch 3: val loss 0.6452668905258179 Epoch 4: train loss 0.6217989829870371 Epoch 4: val loss 0.6400660276412964 Epoch 5: train loss 0.606664946446052 Epoch 5: val loss 0.636834442615509 Epoch 6: train loss 0.5981227572147663 Epoch 6: val loss 0.6428478956222534 Epoch 7: train loss 0.6024617438132946 Epoch 7: val loss 0.647216796875 Epoch 8: train loss 0.5963136049417349 Epoch 8: val loss 0.6504372954368591 Epoch 9: train loss 0.5869464507469764 Epoch 9: val loss 0.6515825390815735 Epoch 10: train loss 0.5863488362385676 Epoch 10: val loss 0.6590815782546997 Epoch 11: train loss 0.5655502860362713 Epoch 11: val loss 0.6515107750892639 Epoch 12: train loss 0.5794707307448754 Epoch 12: val loss 0.6626012921333313 Epoch 13: train loss 0.550004610648522 Epoch 13: val loss 0.665142834186554 Epoch 14: train loss 0.5608043372631073 Epoch 14: val loss 0.6566391587257385 Epoch 15: train loss 0.5547966223496658 Epoch 15: val loss 0.6719658970832825 Epoch 16: train loss 0.5436532726654639 Epoch 16: val loss 0.6777507662773132 Epoch 17: train loss 0.5284456060482905 Epoch 17: val loss 0.6724483370780945 Epoch 18: train loss 0.5293572590901301 Epoch 18: val loss 0.6674175262451172 Epoch 19: train loss 0.5143225697370676 Epoch 19: val loss 0.6893905401229858 Epoch 20: train loss 0.4901048770317665 Epoch 20: val loss 0.7016375064849854 Epoch 21: train loss 0.5108495790224808 Epoch 21: val loss 0.7116473317146301 Epoch 22: train loss 0.4792814185986152 Epoch 22: val loss 0.7230587601661682 Epoch 23: train loss 0.4879298760340764 Epoch 23: val loss 0.7179214954376221 Epoch 24: train loss 0.4847111999988556 Epoch 24: val loss 0.7129346132278442
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6877025457528921 Epoch 0: val loss 0.6884453296661377 Epoch 1: train loss 0.6518408701970027 Epoch 1: val loss 0.6853157877922058 Epoch 2: train loss 0.6369704604148865 Epoch 2: val loss 0.6972978115081787 Epoch 3: train loss 0.6261225388600276 Epoch 3: val loss 0.6996073126792908 Epoch 4: train loss 0.6104110983701853 Epoch 4: val loss 0.7012457847595215 Epoch 5: train loss 0.5941262107629043 Epoch 5: val loss 0.6984257102012634 Epoch 6: train loss 0.5881362419862014 Epoch 6: val loss 0.7028249502182007 Epoch 7: train loss 0.5814910301795373 Epoch 7: val loss 0.7158733606338501 Epoch 8: train loss 0.5817923706311446 Epoch 8: val loss 0.7011560797691345 Epoch 9: train loss 0.5682091231529529 Epoch 9: val loss 0.7027847766876221 Epoch 10: train loss 0.5759042340975541 Epoch 10: val loss 0.7229704856872559 Epoch 11: train loss 0.5676772984174582 Epoch 11: val loss 0.7150413393974304 Epoch 12: train loss 0.5435727078181046 Epoch 12: val loss 0.7107996344566345 Epoch 13: train loss 0.5478732219109168 Epoch 13: val loss 0.7184721827507019 Epoch 14: train loss 0.543988619859402 Epoch 14: val loss 0.7178373336791992 Epoch 15: train loss 0.5311988729697007 Epoch 15: val loss 0.6997719407081604 Epoch 16: train loss 0.537433012173726 Epoch 16: val loss 0.7282719016075134 Epoch 17: train loss 0.5134530319617345 Epoch 17: val loss 0.729186475276947 Epoch 18: train loss 0.5155120102258829 Epoch 18: val loss 0.7426906228065491 Epoch 19: train loss 0.49735883795298064 Epoch 19: val loss 0.7334988117218018 Epoch 20: train loss 0.4944639687354748 Epoch 20: val loss 0.7529945373535156 Epoch 21: train loss 0.5200890325582944 Epoch 21: val loss 0.7465018033981323 Epoch 22: train loss 0.5085550500796392 Epoch 22: val loss 0.7414156794548035 Epoch 23: train loss 0.45662997319148135 Epoch 23: val loss 0.732894241809845 Epoch 24: train loss 0.4847990503677955 Epoch 24: val loss 0.7668753266334534
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.703107476234436 Epoch 0: val loss 0.6834953427314758 Epoch 1: train loss 0.6719220372346731 Epoch 1: val loss 0.6755523681640625 Epoch 2: train loss 0.6529706716537476 Epoch 2: val loss 0.6671857833862305 Epoch 3: train loss 0.6425357598524827 Epoch 3: val loss 0.664696991443634 Epoch 4: train loss 0.6219290357369643 Epoch 4: val loss 0.6664706468582153 Epoch 5: train loss 0.6300195226302514 Epoch 5: val loss 0.6646091938018799 Epoch 6: train loss 0.6018766714976385 Epoch 6: val loss 0.6697521209716797 Epoch 7: train loss 0.6054385625399076 Epoch 7: val loss 0.6651157736778259 Epoch 8: train loss 0.5975255415989802 Epoch 8: val loss 0.6666743755340576 Epoch 9: train loss 0.5852005802668058 Epoch 9: val loss 0.6662803888320923 Epoch 10: train loss 0.5799988576999078 Epoch 10: val loss 0.6675247550010681 Epoch 11: train loss 0.582036004616664 Epoch 11: val loss 0.6677864193916321 Epoch 12: train loss 0.5900834340315598 Epoch 12: val loss 0.6727346181869507 Epoch 13: train loss 0.5964912038583022 Epoch 13: val loss 0.6702885627746582 Epoch 14: train loss 0.5736181827691885 Epoch 14: val loss 0.6696081757545471 Epoch 15: train loss 0.5790336498847375 Epoch 15: val loss 0.6679269075393677 Epoch 16: train loss 0.5644386731661283 Epoch 16: val loss 0.6620704531669617 Epoch 17: train loss 0.5530012525044955 Epoch 17: val loss 0.6613826751708984 Epoch 18: train loss 0.5560491062127627 Epoch 18: val loss 0.666658341884613 Epoch 19: train loss 0.56521459038441 Epoch 19: val loss 0.6504301428794861 Epoch 20: train loss 0.5396332786633418 Epoch 20: val loss 0.651513934135437 Epoch 21: train loss 0.5363268921008477 Epoch 21: val loss 0.6559510231018066 Epoch 22: train loss 0.5265780503933246 Epoch 22: val loss 0.6683974862098694 Epoch 23: train loss 0.5349934490827414 Epoch 23: val loss 0.6627213954925537 Epoch 24: train loss 0.5429168205994827 Epoch 24: val loss 0.6520596146583557
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6924179700704721 Epoch 0: val loss 0.6776136159896851 Epoch 1: train loss 0.6640567000095661 Epoch 1: val loss 0.6616417169570923 Epoch 2: train loss 0.6454831820267898 Epoch 2: val loss 0.6462986469268799 Epoch 3: train loss 0.6356512170571548 Epoch 3: val loss 0.6331636905670166 Epoch 4: train loss 0.6263247636648325 Epoch 4: val loss 0.6275235414505005 Epoch 5: train loss 0.6139622238966135 Epoch 5: val loss 0.6229724287986755 Epoch 6: train loss 0.614122979916059 Epoch 6: val loss 0.6190250515937805 Epoch 7: train loss 0.5891844148819263 Epoch 7: val loss 0.6230034828186035 Epoch 8: train loss 0.5949415885485135 Epoch 8: val loss 0.6225418448448181 Epoch 9: train loss 0.5850564378958482 Epoch 9: val loss 0.6215629577636719 Epoch 10: train loss 0.5710491308799157 Epoch 10: val loss 0.621595025062561 Epoch 11: train loss 0.5736453624872061 Epoch 11: val loss 0.6190810203552246 Epoch 12: train loss 0.5659783161603488 Epoch 12: val loss 0.6244343519210815 Epoch 13: train loss 0.571447505400731 Epoch 13: val loss 0.6237122416496277 Epoch 14: train loss 0.5457374751567841 Epoch 14: val loss 0.6223520040512085 Epoch 15: train loss 0.5286053006465619 Epoch 15: val loss 0.6249381303787231 Epoch 16: train loss 0.5565395492773789 Epoch 16: val loss 0.6284839510917664 Epoch 17: train loss 0.5415981343159308 Epoch 17: val loss 0.6235650777816772 Epoch 18: train loss 0.5372524215624883 Epoch 18: val loss 0.6266024708747864 Epoch 19: train loss 0.512848436832428 Epoch 19: val loss 0.6476637125015259 Epoch 20: train loss 0.5238970472262456 Epoch 20: val loss 0.6500581502914429 Epoch 21: train loss 0.5226921324546521 Epoch 21: val loss 0.6396656632423401 Epoch 22: train loss 0.5346374488793887 Epoch 22: val loss 0.6367047429084778 Epoch 23: train loss 0.5142969259848962 Epoch 23: val loss 0.6644196510314941 Epoch 24: train loss 0.47420908166812015 Epoch 24: val loss 0.6593800783157349
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6812791158171261 Epoch 0: val loss 0.6931408047676086 Epoch 1: train loss 0.6660652020398308 Epoch 1: val loss 0.6879243850708008 Epoch 2: train loss 0.648726694724139 Epoch 2: val loss 0.6651635766029358 Epoch 3: train loss 0.6191598352263955 Epoch 3: val loss 0.6536704301834106 Epoch 4: train loss 0.6165938237134148 Epoch 4: val loss 0.6571175456047058 Epoch 5: train loss 0.5847090956042794 Epoch 5: val loss 0.6518518328666687 Epoch 6: train loss 0.6007722984342014 Epoch 6: val loss 0.6474195718765259 Epoch 7: train loss 0.5733609322239371 Epoch 7: val loss 0.6523166298866272 Epoch 8: train loss 0.5812851979452021 Epoch 8: val loss 0.6544263362884521 Epoch 9: train loss 0.564707338809967 Epoch 9: val loss 0.6514878869056702 Epoch 10: train loss 0.5805091857910156 Epoch 10: val loss 0.656322181224823 Epoch 11: train loss 0.5665988326072693 Epoch 11: val loss 0.6492524147033691 Epoch 12: train loss 0.5675739628427169 Epoch 12: val loss 0.6599215865135193 Epoch 13: train loss 0.5540695383268244 Epoch 13: val loss 0.6848137378692627 Epoch 14: train loss 0.5466601620702183 Epoch 14: val loss 0.6467598676681519 Epoch 15: train loss 0.5288810011218575 Epoch 15: val loss 0.6675952672958374
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6859632581472397 Epoch 0: val loss 0.6959612369537354 Epoch 1: train loss 0.6682877391576767 Epoch 1: val loss 0.7076413631439209 Epoch 2: train loss 0.6537911345561346 Epoch 2: val loss 0.7100632786750793 Epoch 3: train loss 0.644158790508906 Epoch 3: val loss 0.7125825881958008 Epoch 4: train loss 0.6412303646405538 Epoch 4: val loss 0.7241612076759338 Epoch 5: train loss 0.6385346253712972 Epoch 5: val loss 0.7235226631164551 Epoch 6: train loss 0.6360712001721064 Epoch 6: val loss 0.7270709872245789 Epoch 7: train loss 0.620467354853948 Epoch 7: val loss 0.7340077757835388 Epoch 8: train loss 0.6177888711293539 Epoch 8: val loss 0.7339790463447571 Epoch 9: train loss 0.6286105314890543 Epoch 9: val loss 0.7430499792098999 Epoch 10: train loss 0.6072809894879659 Epoch 10: val loss 0.7476137280464172 Epoch 11: train loss 0.6064985021948814 Epoch 11: val loss 0.751162588596344 Epoch 12: train loss 0.6031548331181208 Epoch 12: val loss 0.7561684250831604 Epoch 13: train loss 0.5841854885220528 Epoch 13: val loss 0.7601338624954224 Epoch 14: train loss 0.6038108021020889 Epoch 14: val loss 0.7503553628921509 Epoch 15: train loss 0.5920318216085434 Epoch 15: val loss 0.7534977197647095 Epoch 16: train loss 0.5873872165878614 Epoch 16: val loss 0.7438589334487915 Epoch 17: train loss 0.5869605392217636 Epoch 17: val loss 0.751008152961731 Epoch 18: train loss 0.5741794655720392 Epoch 18: val loss 0.765717625617981 Epoch 19: train loss 0.5756863256295522 Epoch 19: val loss 0.7709112167358398 Epoch 20: train loss 0.5606510788202286 Epoch 20: val loss 0.7737234830856323 Epoch 21: train loss 0.5700033754110336 Epoch 21: val loss 0.7757146954536438 Epoch 22: train loss 0.5555106600125631 Epoch 22: val loss 0.7708462476730347 Epoch 23: train loss 0.560406876107057 Epoch 23: val loss 0.7670077085494995 Epoch 24: train loss 0.5383276964227358 Epoch 24: val loss 0.7782028317451477
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7149273951848348 Epoch 0: val loss 0.690492570400238 Epoch 1: train loss 0.7058343638976415 Epoch 1: val loss 0.6891615390777588 Epoch 2: train loss 0.6745250970125198 Epoch 2: val loss 0.6863256096839905 Epoch 3: train loss 0.6746829052766165 Epoch 3: val loss 0.6852900981903076 Epoch 4: train loss 0.6642940590778986 Epoch 4: val loss 0.6869375705718994 Epoch 5: train loss 0.6537890632947286 Epoch 5: val loss 0.6898559331893921 Epoch 6: train loss 0.6400783409674963 Epoch 6: val loss 0.693250834941864 Epoch 7: train loss 0.648760790626208 Epoch 7: val loss 0.6999713778495789 Epoch 8: train loss 0.6379543592532476 Epoch 8: val loss 0.6980223059654236 Epoch 9: train loss 0.6350692609945933 Epoch 9: val loss 0.7000585198402405 Epoch 10: train loss 0.6251328190167745 Epoch 10: val loss 0.7098973989486694 Epoch 11: train loss 0.6246290306250254 Epoch 11: val loss 0.7082085609436035 Epoch 12: train loss 0.6248657405376434 Epoch 12: val loss 0.7133463025093079 Epoch 13: train loss 0.6063030983010927 Epoch 13: val loss 0.7174116969108582 Epoch 14: train loss 0.6062812010447184 Epoch 14: val loss 0.723569929599762 Epoch 15: train loss 0.5925548871358236 Epoch 15: val loss 0.7204088568687439 Epoch 16: train loss 0.6017652004957199 Epoch 16: val loss 0.7203326225280762 Epoch 17: train loss 0.5954016248385111 Epoch 17: val loss 0.7188480496406555 Epoch 18: train loss 0.5685678621133169 Epoch 18: val loss 0.7289748787879944 Epoch 19: train loss 0.5770012438297272 Epoch 19: val loss 0.7261273860931396 Epoch 20: train loss 0.5728818302353224 Epoch 20: val loss 0.7267900109291077 Epoch 21: train loss 0.5547545080383619 Epoch 21: val loss 0.7335703372955322 Epoch 22: train loss 0.5533693159619967 Epoch 22: val loss 0.7453676462173462 Epoch 23: train loss 0.5411719381809235 Epoch 23: val loss 0.7278338074684143 Epoch 24: train loss 0.5359154219428698 Epoch 24: val loss 0.7447613477706909
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.706259955962499 Epoch 0: val loss 0.6961216926574707 Epoch 1: train loss 0.6747689346472422 Epoch 1: val loss 0.6981245279312134 Epoch 2: train loss 0.6811562925577164 Epoch 2: val loss 0.7018844485282898 Epoch 3: train loss 0.6521989554166794 Epoch 3: val loss 0.7095443606376648 Epoch 4: train loss 0.6622273822625478 Epoch 4: val loss 0.7139403223991394 Epoch 5: train loss 0.6459238678216934 Epoch 5: val loss 0.7180965542793274 Epoch 6: train loss 0.63442362844944 Epoch 6: val loss 0.7259066104888916 Epoch 7: train loss 0.626230334242185 Epoch 7: val loss 0.7256746292114258 Epoch 8: train loss 0.6103193610906601 Epoch 8: val loss 0.7226434946060181 Epoch 9: train loss 0.6148971170186996 Epoch 9: val loss 0.7394094467163086 Epoch 10: train loss 0.6156313121318817 Epoch 10: val loss 0.7368582487106323 Epoch 11: train loss 0.5975032051404318 Epoch 11: val loss 0.7279515266418457 Epoch 12: train loss 0.6037619262933731 Epoch 12: val loss 0.7334740161895752 Epoch 13: train loss 0.5875055516759554 Epoch 13: val loss 0.743412435054779 Epoch 14: train loss 0.5757186810175577 Epoch 14: val loss 0.7501605153083801 Epoch 15: train loss 0.5759687423706055 Epoch 15: val loss 0.7448636293411255 Epoch 16: train loss 0.5765496095021566 Epoch 16: val loss 0.7240111231803894 Epoch 17: train loss 0.5621218880017599 Epoch 17: val loss 0.7298909425735474 Epoch 18: train loss 0.5418109198411306 Epoch 18: val loss 0.7425132393836975 Epoch 19: train loss 0.5555494949221611 Epoch 19: val loss 0.7581465244293213 Epoch 20: train loss 0.5451676646868387 Epoch 20: val loss 0.7437607049942017 Epoch 21: train loss 0.5310059537490209 Epoch 21: val loss 0.7391785979270935 Epoch 22: train loss 0.5431165571014086 Epoch 22: val loss 0.73923659324646 Epoch 23: train loss 0.5374395847320557 Epoch 23: val loss 0.7506299614906311 Epoch 24: train loss 0.5171306803822517 Epoch 24: val loss 0.7507390975952148
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.709836428364118 Epoch 0: val loss 0.6882518529891968 Epoch 1: train loss 0.6720431943734487 Epoch 1: val loss 0.6822794675827026 Epoch 2: train loss 0.6656110833088557 Epoch 2: val loss 0.677422046661377 Epoch 3: train loss 0.6622627725203832 Epoch 3: val loss 0.6764928698539734 Epoch 4: train loss 0.6611351569493612 Epoch 4: val loss 0.6760751008987427 Epoch 5: train loss 0.6452533404032389 Epoch 5: val loss 0.6856572031974792 Epoch 6: train loss 0.6266951809326807 Epoch 6: val loss 0.6821351051330566 Epoch 7: train loss 0.6372905423243841 Epoch 7: val loss 0.6918513178825378 Epoch 8: train loss 0.6208637555440267 Epoch 8: val loss 0.6965886950492859 Epoch 9: train loss 0.6051680594682693 Epoch 9: val loss 0.7064392566680908 Epoch 10: train loss 0.6087615390618643 Epoch 10: val loss 0.71205735206604 Epoch 11: train loss 0.6137862031658491 Epoch 11: val loss 0.7027037143707275 Epoch 12: train loss 0.6044449160496393 Epoch 12: val loss 0.7157230973243713 Epoch 13: train loss 0.5957998782396317 Epoch 13: val loss 0.7119359374046326 Epoch 14: train loss 0.5912330150604248 Epoch 14: val loss 0.7188378572463989 Epoch 15: train loss 0.582440493007501 Epoch 15: val loss 0.7255567312240601 Epoch 16: train loss 0.5821652760108312 Epoch 16: val loss 0.7275935411453247 Epoch 17: train loss 0.5754326780637106 Epoch 17: val loss 0.7281749248504639 Epoch 18: train loss 0.5701160629590353 Epoch 18: val loss 0.7139798402786255 Epoch 19: train loss 0.5602050299445788 Epoch 19: val loss 0.7195131778717041 Epoch 20: train loss 0.5297493413090706 Epoch 20: val loss 0.7297536134719849 Epoch 21: train loss 0.5373770346244177 Epoch 21: val loss 0.7257539629936218 Epoch 22: train loss 0.5491991614302 Epoch 22: val loss 0.7353712916374207 Epoch 23: train loss 0.5330251182119051 Epoch 23: val loss 0.7448107600212097 Epoch 24: train loss 0.5369260236620903 Epoch 24: val loss 0.7535032629966736
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6948433704674244 Epoch 0: val loss 0.6679592132568359 Epoch 1: train loss 0.6764848344027996 Epoch 1: val loss 0.6620468497276306 Epoch 2: train loss 0.6660575047135353 Epoch 2: val loss 0.6569449305534363 Epoch 3: train loss 0.6566136963665485 Epoch 3: val loss 0.6514964699745178 Epoch 4: train loss 0.6586002297699451 Epoch 4: val loss 0.6523096561431885 Epoch 5: train loss 0.656256727874279 Epoch 5: val loss 0.6547739505767822 Epoch 6: train loss 0.6444783136248589 Epoch 6: val loss 0.6550231575965881 Epoch 7: train loss 0.6399692893028259 Epoch 7: val loss 0.6539328694343567 Epoch 8: train loss 0.6396806463599205 Epoch 8: val loss 0.6495916247367859 Epoch 9: train loss 0.6399548500776291 Epoch 9: val loss 0.6513662338256836 Epoch 10: train loss 0.6220214031636715 Epoch 10: val loss 0.6527673602104187 Epoch 11: train loss 0.6178704164922237 Epoch 11: val loss 0.6537963151931763 Epoch 12: train loss 0.6238262802362442 Epoch 12: val loss 0.6559926271438599
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
19 Epoch 0: train loss 0.654785190309797 Epoch 0: val loss 0.632850170135498 Epoch 1: train loss 0.6183217167854309 Epoch 1: val loss 0.6145248413085938 Epoch 2: train loss 0.6358523028237479 Epoch 2: val loss 0.6025075912475586 Epoch 3: train loss 0.5607487346444812 Epoch 3: val loss 0.5959372520446777 Epoch 4: train loss 0.6164400918143136 Epoch 4: val loss 0.5892186760902405 Epoch 5: train loss 0.5742874315806797 Epoch 5: val loss 0.584532618522644 Epoch 6: train loss 0.5143008572714669 Epoch 6: val loss 0.5801199078559875 Epoch 7: train loss 0.5197932762759072 Epoch 7: val loss 0.5794816017150879 Epoch 8: train loss 0.512062553848539 Epoch 8: val loss 0.5832235813140869 Epoch 9: train loss 0.5564399191311428 Epoch 9: val loss 0.5843124985694885 Epoch 10: train loss 0.4694014383213861 Epoch 10: val loss 0.585127592086792 Epoch 11: train loss 0.5332975217274257 Epoch 11: val loss 0.5884351134300232 Epoch 12: train loss 0.5121397929532188 Epoch 12: val loss 0.5913522839546204 Epoch 13: train loss 0.45671911750520977 Epoch 13: val loss 0.5928106307983398 Epoch 14: train loss 0.49835033076150076 Epoch 14: val loss 0.5910425186157227 Epoch 15: train loss 0.5807905197143555 Epoch 15: val loss 0.593852162361145 Epoch 16: train loss 0.5002422971384866 Epoch 16: val loss 0.5962000489234924 Epoch 17: train loss 0.5008193850517273 Epoch 17: val loss 0.5970944166183472 Epoch 18: train loss 0.454681749854769 Epoch 18: val loss 0.6004332304000854 Epoch 19: train loss 0.47735579524721417 Epoch 19: val loss 0.5959303379058838 Epoch 20: train loss 0.5127570671694619 Epoch 20: val loss 0.5959604382514954 Epoch 21: train loss 0.45403620174952913 Epoch 21: val loss 0.5975133180618286 Epoch 22: train loss 0.4682652141366686 Epoch 22: val loss 0.5992017984390259 Epoch 23: train loss 0.4503914032663618 Epoch 23: val loss 0.598438024520874 Epoch 24: train loss 0.4714982679912022 Epoch 24: val loss 0.6009876728057861
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6761029958724976 Epoch 0: val loss 0.6311365962028503 Epoch 1: train loss 0.6010630982262748 Epoch 1: val loss 0.5990461707115173 Epoch 2: train loss 0.5820930515016828 Epoch 2: val loss 0.5756054520606995 Epoch 3: train loss 0.5764660494668143 Epoch 3: val loss 0.5618125200271606 Epoch 4: train loss 0.5778956200395312 Epoch 4: val loss 0.5605926513671875 Epoch 5: train loss 0.5581202251570565 Epoch 5: val loss 0.5591961145401001 Epoch 6: train loss 0.5215179749897548 Epoch 6: val loss 0.5604944825172424 Epoch 7: train loss 0.5622398725577763 Epoch 7: val loss 0.5662583708763123 Epoch 8: train loss 0.5385730266571045 Epoch 8: val loss 0.5658380389213562 Epoch 9: train loss 0.5891484618186951 Epoch 9: val loss 0.57073974609375 Epoch 10: train loss 0.5223651358059475 Epoch 10: val loss 0.5730743408203125 Epoch 11: train loss 0.5119631758758 Epoch 11: val loss 0.5680153369903564 Epoch 12: train loss 0.5298570820263454 Epoch 12: val loss 0.574604868888855 Epoch 13: train loss 0.4970954145703997 Epoch 13: val loss 0.573090136051178 Epoch 14: train loss 0.5160950677735465 Epoch 14: val loss 0.57618248462677 Epoch 15: train loss 0.4891096907002585 Epoch 15: val loss 0.5826670527458191 Epoch 16: train loss 0.5354410452502114 Epoch 16: val loss 0.5970887541770935 Epoch 17: train loss 0.5261193130697522 Epoch 17: val loss 0.5942820906639099 Epoch 18: train loss 0.5135793813637325 Epoch 18: val loss 0.5998373031616211 Epoch 19: train loss 0.5084849425724575 Epoch 19: val loss 0.5956333875656128 Epoch 20: train loss 0.49559370960508076 Epoch 20: val loss 0.5847384333610535 Epoch 21: train loss 0.46310275367328096 Epoch 21: val loss 0.5858978033065796 Epoch 22: train loss 0.4515474694115775 Epoch 22: val loss 0.5822490453720093 Epoch 23: train loss 0.48114968623433796 Epoch 23: val loss 0.5825012922286987 Epoch 24: train loss 0.44390695861407686 Epoch 24: val loss 0.5664519667625427
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.631118676492146 Epoch 0: val loss 0.629755437374115 Epoch 1: train loss 0.6243547371455601 Epoch 1: val loss 0.6003149151802063 Epoch 2: train loss 0.5921122091157096 Epoch 2: val loss 0.5768651366233826 Epoch 3: train loss 0.5173589331763131 Epoch 3: val loss 0.5673851370811462 Epoch 4: train loss 0.5368009763104575 Epoch 4: val loss 0.568209707736969 Epoch 5: train loss 0.5834690162113735 Epoch 5: val loss 0.5718743205070496 Epoch 6: train loss 0.5659764323915754 Epoch 6: val loss 0.5771448016166687 Epoch 7: train loss 0.5095360981566566 Epoch 7: val loss 0.5843384265899658 Epoch 8: train loss 0.54916393331119 Epoch 8: val loss 0.5895921587944031 Epoch 9: train loss 0.5353657858712333 Epoch 9: val loss 0.5930776596069336 Epoch 10: train loss 0.5413544688905988 Epoch 10: val loss 0.591600775718689 Epoch 11: train loss 0.5474395837102618 Epoch 11: val loss 0.5875189304351807 Epoch 12: train loss 0.5462661939007896 Epoch 12: val loss 0.5816282629966736 Epoch 13: train loss 0.5091895844255175 Epoch 13: val loss 0.5807062983512878 Epoch 14: train loss 0.5027650892734528 Epoch 14: val loss 0.5789145827293396 Epoch 15: train loss 0.52348764027868 Epoch 15: val loss 0.5795761346817017 Epoch 16: train loss 0.473930903843471 Epoch 16: val loss 0.577707052230835 Epoch 17: train loss 0.49181599276406424 Epoch 17: val loss 0.5830942988395691 Epoch 18: train loss 0.47501676423209055 Epoch 18: val loss 0.5853762626647949 Epoch 19: train loss 0.45089657391820637 Epoch 19: val loss 0.586875855922699 Epoch 20: train loss 0.4311751127243042 Epoch 20: val loss 0.5878885388374329 Epoch 21: train loss 0.4486957958766392 Epoch 21: val loss 0.5947809815406799 Epoch 22: train loss 0.4495088628360203 Epoch 22: val loss 0.6043429970741272 Epoch 23: train loss 0.4310711366789682 Epoch 23: val loss 0.6096558570861816 Epoch 24: train loss 0.41712482060704914 Epoch 24: val loss 0.6097055673599243
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941122923578534 Epoch 0: val loss 0.6571162343025208 Epoch 1: train loss 0.6479873146329608 Epoch 1: val loss 0.6350890398025513 Epoch 2: train loss 0.6143418635640826 Epoch 2: val loss 0.6149001717567444 Epoch 3: train loss 0.5839969345501491 Epoch 3: val loss 0.608456552028656 Epoch 4: train loss 0.5392231047153473 Epoch 4: val loss 0.6063839197158813 Epoch 5: train loss 0.5742765750203814 Epoch 5: val loss 0.605333149433136 Epoch 6: train loss 0.526709428855351 Epoch 6: val loss 0.6071403622627258 Epoch 7: train loss 0.5428909063339233 Epoch 7: val loss 0.608527421951294 Epoch 8: train loss 0.5075682614530835 Epoch 8: val loss 0.6115665435791016 Epoch 9: train loss 0.535283305815288 Epoch 9: val loss 0.6157130002975464 Epoch 10: train loss 0.5067217860903058 Epoch 10: val loss 0.6172181367874146 Epoch 11: train loss 0.49965342027800425 Epoch 11: val loss 0.626323938369751 Epoch 12: train loss 0.5216369118009295 Epoch 12: val loss 0.636195957660675 Epoch 13: train loss 0.5034923681191036 Epoch 13: val loss 0.640886664390564 Epoch 14: train loss 0.5268063162054334 Epoch 14: val loss 0.6457356810569763 Epoch 15: train loss 0.5713276863098145 Epoch 15: val loss 0.6416999697685242 Epoch 16: train loss 0.5145791556153979 Epoch 16: val loss 0.6476759314537048 Epoch 17: train loss 0.4723832266671317 Epoch 17: val loss 0.6471155285835266 Epoch 18: train loss 0.4812010484082358 Epoch 18: val loss 0.6405642628669739 Epoch 19: train loss 0.4682834510292326 Epoch 19: val loss 0.646160364151001 Epoch 20: train loss 0.4763768655913217 Epoch 20: val loss 0.6516371369361877 Epoch 21: train loss 0.4400454674448286 Epoch 21: val loss 0.6585355997085571 Epoch 22: train loss 0.49151845063482014 Epoch 22: val loss 0.6606272459030151 Epoch 23: train loss 0.441802727324622 Epoch 23: val loss 0.6642581820487976 Epoch 24: train loss 0.49903550318309237 Epoch 24: val loss 0.6732209324836731
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6566424171129862 Epoch 0: val loss 0.611158549785614 Epoch 1: train loss 0.6044358015060425 Epoch 1: val loss 0.5814473032951355 Epoch 2: train loss 0.5781962308618758 Epoch 2: val loss 0.572333812713623 Epoch 3: train loss 0.5238388544983335 Epoch 3: val loss 0.5896587371826172 Epoch 4: train loss 0.5604166388511658 Epoch 4: val loss 0.6148108839988708 Epoch 5: train loss 0.5694691803720262 Epoch 5: val loss 0.6198442578315735 Epoch 6: train loss 0.5240385565492842 Epoch 6: val loss 0.616113543510437 Epoch 7: train loss 0.5296585063139597 Epoch 7: val loss 0.599522590637207
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6892379075288773 Epoch 0: val loss 0.6399818062782288 Epoch 1: train loss 0.6171964704990387 Epoch 1: val loss 0.5892611742019653 Epoch 2: train loss 0.5861053392291069 Epoch 2: val loss 0.5628525018692017 Epoch 3: train loss 0.5399204306304455 Epoch 3: val loss 0.5523869395256042 Epoch 4: train loss 0.5305145867168903 Epoch 4: val loss 0.5416167974472046 Epoch 5: train loss 0.5002486519515514 Epoch 5: val loss 0.5320981740951538 Epoch 6: train loss 0.5070887729525566 Epoch 6: val loss 0.5292666554450989 Epoch 7: train loss 0.5016657188534737 Epoch 7: val loss 0.5242264270782471 Epoch 8: train loss 0.4790227934718132 Epoch 8: val loss 0.5145837664604187 Epoch 9: train loss 0.4759378060698509 Epoch 9: val loss 0.5232689380645752 Epoch 10: train loss 0.4728577695786953 Epoch 10: val loss 0.5252052545547485 Epoch 11: train loss 0.45449406281113625 Epoch 11: val loss 0.5151398181915283 Epoch 12: train loss 0.454758707433939 Epoch 12: val loss 0.5361624360084534 Epoch 13: train loss 0.4583189859986305 Epoch 13: val loss 0.5348052382469177 Epoch 14: train loss 0.43815508857369423 Epoch 14: val loss 0.518502414226532 Epoch 15: train loss 0.41841069608926773 Epoch 15: val loss 0.5090347528457642 Epoch 16: train loss 0.4284876249730587 Epoch 16: val loss 0.5181193947792053 Epoch 17: train loss 0.4007343575358391 Epoch 17: val loss 0.5209126472473145 Epoch 18: train loss 0.3987378887832165 Epoch 18: val loss 0.5240910649299622 Epoch 19: train loss 0.398685809224844 Epoch 19: val loss 0.5342891812324524 Epoch 20: train loss 0.39119329676032066 Epoch 20: val loss 0.5236954689025879 Epoch 21: train loss 0.3889524769037962 Epoch 21: val loss 0.5039898753166199 Epoch 22: train loss 0.3874944821000099 Epoch 22: val loss 0.5125762224197388 Epoch 23: train loss 0.3623550422489643 Epoch 23: val loss 0.49660155177116394 Epoch 24: train loss 0.34806395322084427 Epoch 24: val loss 0.5149015188217163
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6852065399289131 Epoch 0: val loss 0.6658567190170288 Epoch 1: train loss 0.5971786305308342 Epoch 1: val loss 0.6080560684204102 Epoch 2: train loss 0.549442432820797 Epoch 2: val loss 0.5752622485160828 Epoch 3: train loss 0.5311346240341663 Epoch 3: val loss 0.5641806721687317 Epoch 4: train loss 0.5044593811035156 Epoch 4: val loss 0.5677325129508972 Epoch 5: train loss 0.5000461973249912 Epoch 5: val loss 0.5706263184547424 Epoch 6: train loss 0.4918651692569256 Epoch 6: val loss 0.5694101452827454 Epoch 7: train loss 0.4713388793170452 Epoch 7: val loss 0.5721669793128967 Epoch 8: train loss 0.4591312035918236 Epoch 8: val loss 0.5762025117874146 Epoch 9: train loss 0.44926464185118675 Epoch 9: val loss 0.5854719281196594 Epoch 10: train loss 0.4394967183470726 Epoch 10: val loss 0.5839844942092896 Epoch 11: train loss 0.44335491582751274 Epoch 11: val loss 0.5845776796340942 Epoch 12: train loss 0.43683314323425293 Epoch 12: val loss 0.5892632007598877 Epoch 13: train loss 0.44436220079660416 Epoch 13: val loss 0.5907437205314636 Epoch 14: train loss 0.42259692400693893 Epoch 14: val loss 0.5937262177467346 Epoch 15: train loss 0.43686097860336304 Epoch 15: val loss 0.5977707505226135 Epoch 16: train loss 0.4082782082259655 Epoch 16: val loss 0.602523684501648 Epoch 17: train loss 0.39654844254255295 Epoch 17: val loss 0.6102285981178284 Epoch 18: train loss 0.392501849681139 Epoch 18: val loss 0.6125903129577637 Epoch 19: train loss 0.40449642203748226 Epoch 19: val loss 0.6126915812492371 Epoch 20: train loss 0.4003085047006607 Epoch 20: val loss 0.6111705899238586 Epoch 21: train loss 0.37220728024840355 Epoch 21: val loss 0.6093069911003113 Epoch 22: train loss 0.36252371594309807 Epoch 22: val loss 0.6066535711288452 Epoch 23: train loss 0.3708166219294071 Epoch 23: val loss 0.6074122190475464 Epoch 24: train loss 0.33687244914472103 Epoch 24: val loss 0.6122508645057678
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6771164610981941 Epoch 0: val loss 0.6138926148414612 Epoch 1: train loss 0.6185192242264748 Epoch 1: val loss 0.5720721483230591 Epoch 2: train loss 0.5679383687674999 Epoch 2: val loss 0.5435762405395508 Epoch 3: train loss 0.5293996930122375 Epoch 3: val loss 0.5284476280212402 Epoch 4: train loss 0.5194209888577461 Epoch 4: val loss 0.5178414583206177 Epoch 5: train loss 0.48860010132193565 Epoch 5: val loss 0.51202791929245 Epoch 6: train loss 0.4877898097038269 Epoch 6: val loss 0.5127284526824951 Epoch 7: train loss 0.4718498922884464 Epoch 7: val loss 0.5170347094535828 Epoch 8: train loss 0.4632011763751507 Epoch 8: val loss 0.5242487788200378 Epoch 9: train loss 0.4645344093441963 Epoch 9: val loss 0.5246105194091797 Epoch 10: train loss 0.464348953217268 Epoch 10: val loss 0.5261939764022827 Epoch 11: train loss 0.43985947221517563 Epoch 11: val loss 0.5303320288658142 Epoch 12: train loss 0.4323356430977583 Epoch 12: val loss 0.5290800929069519 Epoch 13: train loss 0.43762771040201187 Epoch 13: val loss 0.5175997018814087 Epoch 14: train loss 0.423054289072752 Epoch 14: val loss 0.5145673155784607 Epoch 15: train loss 0.3912435360252857 Epoch 15: val loss 0.5314335823059082 Epoch 16: train loss 0.4141133278608322 Epoch 16: val loss 0.5343843102455139 Epoch 17: train loss 0.38823144882917404 Epoch 17: val loss 0.5386447906494141 Epoch 18: train loss 0.39557238668203354 Epoch 18: val loss 0.5401046276092529 Epoch 19: train loss 0.3723152633756399 Epoch 19: val loss 0.5290796160697937 Epoch 20: train loss 0.3673558533191681 Epoch 20: val loss 0.537892758846283 Epoch 21: train loss 0.37175299786031246 Epoch 21: val loss 0.5364687442779541 Epoch 22: train loss 0.3665616549551487 Epoch 22: val loss 0.5509242415428162 Epoch 23: train loss 0.36122202314436436 Epoch 23: val loss 0.5478292107582092 Epoch 24: train loss 0.3288952950388193 Epoch 24: val loss 0.558580756187439
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6484702527523041 Epoch 0: val loss 0.6475500464439392 Epoch 1: train loss 0.5896599516272545 Epoch 1: val loss 0.6281150579452515 Epoch 2: train loss 0.5448775142431259 Epoch 2: val loss 0.5981995463371277 Epoch 3: train loss 0.4932681918144226 Epoch 3: val loss 0.5628337860107422 Epoch 4: train loss 0.5016329698264599 Epoch 4: val loss 0.5472998023033142 Epoch 5: train loss 0.48426199704408646 Epoch 5: val loss 0.5480239987373352 Epoch 6: train loss 0.49189478158950806 Epoch 6: val loss 0.5597763061523438 Epoch 7: train loss 0.475286852568388 Epoch 7: val loss 0.550684928894043 Epoch 8: train loss 0.4552091620862484 Epoch 8: val loss 0.5405362844467163 Epoch 9: train loss 0.4589954726397991 Epoch 9: val loss 0.5459295511245728 Epoch 10: train loss 0.44931043311953545 Epoch 10: val loss 0.5720525979995728 Epoch 11: train loss 0.428392443805933 Epoch 11: val loss 0.5647223591804504 Epoch 12: train loss 0.42360370606184006 Epoch 12: val loss 0.5613000988960266 Epoch 13: train loss 0.4144453965127468 Epoch 13: val loss 0.5721784830093384 Epoch 14: train loss 0.41538647562265396 Epoch 14: val loss 0.5671799182891846 Epoch 15: train loss 0.4054524712264538 Epoch 15: val loss 0.5594125390052795 Epoch 16: train loss 0.40128272771835327 Epoch 16: val loss 0.5497287511825562 Epoch 17: train loss 0.3773143421858549 Epoch 17: val loss 0.581742525100708 Epoch 18: train loss 0.3687949813902378 Epoch 18: val loss 0.5653263330459595 Epoch 19: train loss 0.38602147437632084 Epoch 19: val loss 0.5763770341873169 Epoch 20: train loss 0.3892131894826889 Epoch 20: val loss 0.5850315690040588 Epoch 21: train loss 0.3630392290651798 Epoch 21: val loss 0.563564658164978 Epoch 22: train loss 0.3617964293807745 Epoch 22: val loss 0.5764002203941345 Epoch 23: train loss 0.35322156734764576 Epoch 23: val loss 0.5683333873748779 Epoch 24: train loss 0.35947754979133606 Epoch 24: val loss 0.5837221145629883
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6620152267542753 Epoch 0: val loss 0.6401396989822388 Epoch 1: train loss 0.5970457981933247 Epoch 1: val loss 0.5768237113952637 Epoch 2: train loss 0.5265076593919233 Epoch 2: val loss 0.5413137674331665 Epoch 3: train loss 0.5392366349697113 Epoch 3: val loss 0.520971953868866 Epoch 4: train loss 0.49543093009428546 Epoch 4: val loss 0.518086314201355 Epoch 5: train loss 0.48006203499707306 Epoch 5: val loss 0.5157183408737183 Epoch 6: train loss 0.49716621095483954 Epoch 6: val loss 0.5081998109817505 Epoch 7: train loss 0.47904127836227417 Epoch 7: val loss 0.5099966526031494 Epoch 8: train loss 0.4736911708658392 Epoch 8: val loss 0.5079742670059204 Epoch 9: train loss 0.4813144261186773 Epoch 9: val loss 0.5007115006446838 Epoch 10: train loss 0.47511954741044476 Epoch 10: val loss 0.5136033296585083 Epoch 11: train loss 0.46394396099177276 Epoch 11: val loss 0.506209135055542 Epoch 12: train loss 0.4488277462395755 Epoch 12: val loss 0.5042696595191956 Epoch 13: train loss 0.45868461240421643 Epoch 13: val loss 0.5122668743133545 Epoch 14: train loss 0.4546778852289373 Epoch 14: val loss 0.5074973106384277 Epoch 15: train loss 0.4600053781812841 Epoch 15: val loss 0.5077613592147827 Epoch 16: train loss 0.40968767485835333 Epoch 16: val loss 0.5010626912117004 Epoch 17: train loss 0.4679459983652288 Epoch 17: val loss 0.5190714597702026 Epoch 18: train loss 0.41625907204367896 Epoch 18: val loss 0.5089098215103149 Epoch 19: train loss 0.42103042656725104 Epoch 19: val loss 0.5228818655014038 Epoch 20: train loss 0.39505680718205194 Epoch 20: val loss 0.5269802808761597 Epoch 21: train loss 0.38799116015434265 Epoch 21: val loss 0.5366600155830383 Epoch 22: train loss 0.41193965619260614 Epoch 22: val loss 0.547080934047699
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6380177676677704 Epoch 0: val loss 0.626061201095581 Epoch 1: train loss 0.547884738445282 Epoch 1: val loss 0.6035592555999756 Epoch 2: train loss 0.5167054742574692 Epoch 2: val loss 0.6101992726325989 Epoch 3: train loss 0.5156715303659439 Epoch 3: val loss 0.6168076992034912 Epoch 4: train loss 0.4934695392847061 Epoch 4: val loss 0.6087550520896912 Epoch 5: train loss 0.47938198447227476 Epoch 5: val loss 0.610436737537384 Epoch 6: train loss 0.46161653399467467 Epoch 6: val loss 0.6083799004554749 Epoch 7: train loss 0.44742530286312104 Epoch 7: val loss 0.6093689203262329 Epoch 8: train loss 0.45715312361717225 Epoch 8: val loss 0.6090719699859619 Epoch 9: train loss 0.4558644652366638 Epoch 9: val loss 0.6065385937690735 Epoch 10: train loss 0.4331307142972946 Epoch 10: val loss 0.6252204179763794 Epoch 11: train loss 0.4084676831960678 Epoch 11: val loss 0.6202194690704346 Epoch 12: train loss 0.4301924467086792 Epoch 12: val loss 0.6197618842124939 Epoch 13: train loss 0.40811270475387573 Epoch 13: val loss 0.6116153001785278 Epoch 14: train loss 0.39898218512535094 Epoch 14: val loss 0.6087344884872437 Epoch 15: train loss 0.4206929087638855 Epoch 15: val loss 0.6105706095695496 Epoch 16: train loss 0.39875015020370486 Epoch 16: val loss 0.5934048295021057 Epoch 17: train loss 0.38741489946842195 Epoch 17: val loss 0.6161209344863892 Epoch 18: train loss 0.39060930609703065 Epoch 18: val loss 0.6053708791732788 Epoch 19: train loss 0.3653866067528725 Epoch 19: val loss 0.6468691229820251 Epoch 20: train loss 0.3614389106631279 Epoch 20: val loss 0.6455682516098022 Epoch 21: train loss 0.3603592485189438 Epoch 21: val loss 0.6192149519920349 Epoch 22: train loss 0.36296987235546113 Epoch 22: val loss 0.6173766255378723 Epoch 23: train loss 0.3603572651743889 Epoch 23: val loss 0.617630660533905 Epoch 24: train loss 0.3392617106437683 Epoch 24: val loss 0.6236864328384399
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6505658090114593 Epoch 0: val loss 0.6267291307449341 Epoch 1: train loss 0.5891186714172363 Epoch 1: val loss 0.5757310390472412 Epoch 2: train loss 0.5207346141338348 Epoch 2: val loss 0.548524796962738 Epoch 3: train loss 0.5358197957277298 Epoch 3: val loss 0.5329958200454712 Epoch 4: train loss 0.5115304589271545 Epoch 4: val loss 0.5404337644577026 Epoch 5: train loss 0.525568249821663 Epoch 5: val loss 0.5386500358581543 Epoch 6: train loss 0.506727322936058 Epoch 6: val loss 0.5346421003341675 Epoch 7: train loss 0.4766741991043091 Epoch 7: val loss 0.5325207710266113 Epoch 8: train loss 0.4806311070919037 Epoch 8: val loss 0.5315159559249878 Epoch 9: train loss 0.4862512081861496 Epoch 9: val loss 0.5297824144363403 Epoch 10: train loss 0.462160524725914 Epoch 10: val loss 0.5285570621490479 Epoch 11: train loss 0.43631637990474703 Epoch 11: val loss 0.5215809941291809 Epoch 12: train loss 0.447450253367424 Epoch 12: val loss 0.5192865133285522 Epoch 13: train loss 0.4439471185207367 Epoch 13: val loss 0.5151989459991455 Epoch 14: train loss 0.43834117949008944 Epoch 14: val loss 0.5151863694190979 Epoch 15: train loss 0.40123797953128815 Epoch 15: val loss 0.508343517780304 Epoch 16: train loss 0.40558476448059083 Epoch 16: val loss 0.5160022974014282 Epoch 17: train loss 0.4242666870355606 Epoch 17: val loss 0.5126804709434509 Epoch 18: train loss 0.38382422029972074 Epoch 18: val loss 0.5013376474380493 Epoch 19: train loss 0.3983096033334732 Epoch 19: val loss 0.4982672929763794 Epoch 20: train loss 0.3997775256633759 Epoch 20: val loss 0.49777400493621826 Epoch 21: train loss 0.3782651886343956 Epoch 21: val loss 0.5053269863128662 Epoch 22: train loss 0.38114888668060304 Epoch 22: val loss 0.5161402821540833 Epoch 23: train loss 0.3673427253961563 Epoch 23: val loss 0.5158641934394836 Epoch 24: train loss 0.3475889965891838 Epoch 24: val loss 0.510960042476654
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6617747843265533 Epoch 0: val loss 0.5858340263366699 Epoch 1: train loss 0.59043208360672 Epoch 1: val loss 0.5184372663497925 Epoch 2: train loss 0.560315802693367 Epoch 2: val loss 0.48090729117393494 Epoch 3: train loss 0.5520042568445206 Epoch 3: val loss 0.47830894589424133 Epoch 4: train loss 0.5389918595552444 Epoch 4: val loss 0.4901733696460724 Epoch 5: train loss 0.5073618471622467 Epoch 5: val loss 0.49860841035842896 Epoch 6: train loss 0.4974683105945587 Epoch 6: val loss 0.5023882389068604 Epoch 7: train loss 0.5241262167692184 Epoch 7: val loss 0.48876991868019104 Epoch 8: train loss 0.505451637506485 Epoch 8: val loss 0.4811047613620758 Epoch 9: train loss 0.4588554859161377 Epoch 9: val loss 0.48672032356262207 Epoch 10: train loss 0.5002802282571792 Epoch 10: val loss 0.5005272626876831 Epoch 11: train loss 0.48524968326091766 Epoch 11: val loss 0.5086891651153564 Epoch 12: train loss 0.4723537892103195 Epoch 12: val loss 0.5143890976905823 Epoch 13: train loss 0.4573219507932663 Epoch 13: val loss 0.48959189653396606 Epoch 14: train loss 0.43769282698631284 Epoch 14: val loss 0.48382118344306946 Epoch 15: train loss 0.44115851521492006 Epoch 15: val loss 0.48458415269851685 Epoch 16: train loss 0.42603819370269774 Epoch 16: val loss 0.4876739978790283 Epoch 17: train loss 0.4119564324617386 Epoch 17: val loss 0.4951857328414917 Epoch 18: train loss 0.42787483930587766 Epoch 18: val loss 0.49665823578834534 Epoch 19: train loss 0.4198997884988785 Epoch 19: val loss 0.5078580379486084 Epoch 20: train loss 0.4240953654050827 Epoch 20: val loss 0.4964888393878937 Epoch 21: train loss 0.39752994775772094 Epoch 21: val loss 0.5050252676010132 Epoch 22: train loss 0.40882669687271117 Epoch 22: val loss 0.5034608244895935 Epoch 23: train loss 0.4155084103345871 Epoch 23: val loss 0.5096431970596313 Epoch 24: train loss 0.39384433031082156 Epoch 24: val loss 0.5131945610046387
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6515135169029236 Epoch 0: val loss 0.6538326740264893 Epoch 1: train loss 0.5940534889698028 Epoch 1: val loss 0.6141732931137085 Epoch 2: train loss 0.5576236635446549 Epoch 2: val loss 0.5765737295150757 Epoch 3: train loss 0.48781249225139617 Epoch 3: val loss 0.5625714659690857 Epoch 4: train loss 0.4925052672624588 Epoch 4: val loss 0.5562543272972107 Epoch 5: train loss 0.47999281883239747 Epoch 5: val loss 0.5663023591041565 Epoch 6: train loss 0.46829470098018644 Epoch 6: val loss 0.5722693204879761 Epoch 7: train loss 0.4591492682695389 Epoch 7: val loss 0.5763686299324036 Epoch 8: train loss 0.43294441103935244 Epoch 8: val loss 0.5810843110084534 Epoch 9: train loss 0.45008564591407774 Epoch 9: val loss 0.5911110639572144 Epoch 10: train loss 0.45679706931114195 Epoch 10: val loss 0.5904538035392761 Epoch 11: train loss 0.4200009390711784 Epoch 11: val loss 0.5821698904037476 Epoch 12: train loss 0.44289872944355013 Epoch 12: val loss 0.5878497958183289 Epoch 13: train loss 0.4325412541627884 Epoch 13: val loss 0.58477383852005 Epoch 14: train loss 0.44315085709095003 Epoch 14: val loss 0.5882196426391602 Epoch 15: train loss 0.42320356965065004 Epoch 15: val loss 0.6000297665596008 Epoch 16: train loss 0.4336194843053818 Epoch 16: val loss 0.5873085856437683 Epoch 17: train loss 0.4002102673053741 Epoch 17: val loss 0.5773205161094666 Epoch 18: train loss 0.38773820698261263 Epoch 18: val loss 0.5867839455604553 Epoch 19: train loss 0.3881800979375839 Epoch 19: val loss 0.5973308682441711 Epoch 20: train loss 0.3927804857492447 Epoch 20: val loss 0.605558454990387 Epoch 21: train loss 0.4037784397602081 Epoch 21: val loss 0.6013978719711304 Epoch 22: train loss 0.36855074763298035 Epoch 22: val loss 0.6155513525009155 Epoch 23: train loss 0.37500077188014985 Epoch 23: val loss 0.6006838083267212 Epoch 24: train loss 0.3962263882160187 Epoch 24: val loss 0.6010593175888062
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6434721029721774 Epoch 0: val loss 0.6231746077537537 Epoch 1: train loss 0.5656029192300943 Epoch 1: val loss 0.5761247277259827 Epoch 2: train loss 0.5315009745267721 Epoch 2: val loss 0.561323881149292 Epoch 3: train loss 0.5160464621507205 Epoch 3: val loss 0.5517651438713074 Epoch 4: train loss 0.5194588532814612 Epoch 4: val loss 0.5440303683280945 Epoch 5: train loss 0.5133693287005792 Epoch 5: val loss 0.5393145084381104 Epoch 6: train loss 0.510161409011254 Epoch 6: val loss 0.5396924018859863 Epoch 7: train loss 0.4935921843235309 Epoch 7: val loss 0.5288894176483154 Epoch 8: train loss 0.49339412267391497 Epoch 8: val loss 0.5240147709846497 Epoch 9: train loss 0.48423102039557236 Epoch 9: val loss 0.5161861181259155 Epoch 10: train loss 0.4626339582296518 Epoch 10: val loss 0.5097972750663757 Epoch 11: train loss 0.472566368488165 Epoch 11: val loss 0.5056694149971008 Epoch 12: train loss 0.4921369002415584 Epoch 12: val loss 0.5082417726516724
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951900985505846 Epoch 0: val loss 0.673582136631012 Epoch 1: train loss 0.6670825348960029 Epoch 1: val loss 0.6600422263145447 Epoch 2: train loss 0.651938451661004 Epoch 2: val loss 0.6521463990211487 Epoch 3: train loss 0.6255276136928134 Epoch 3: val loss 0.6439456343650818 Epoch 4: train loss 0.6018638213475546 Epoch 4: val loss 0.6418046951293945 Epoch 5: train loss 0.5890865061018202 Epoch 5: val loss 0.6414729356765747 Epoch 6: train loss 0.5916102627913157 Epoch 6: val loss 0.6388275027275085 Epoch 7: train loss 0.5503497189945645 Epoch 7: val loss 0.6477231383323669 Epoch 8: train loss 0.544101768069797 Epoch 8: val loss 0.6563472747802734 Epoch 9: train loss 0.5290383762783475 Epoch 9: val loss 0.6628631949424744 Epoch 10: train loss 0.5149058832062615 Epoch 10: val loss 0.6712996363639832 Epoch 11: train loss 0.4909868571493361 Epoch 11: val loss 0.6738978028297424 Epoch 12: train loss 0.514734278122584 Epoch 12: val loss 0.6775615811347961 Epoch 13: train loss 0.4851487610075209 Epoch 13: val loss 0.6864395141601562 Epoch 14: train loss 0.4777023063765632 Epoch 14: val loss 0.6964717507362366 Epoch 15: train loss 0.47729016343752545 Epoch 15: val loss 0.6965391635894775 Epoch 16: train loss 0.47575103905465865 Epoch 16: val loss 0.7052794098854065 Epoch 17: train loss 0.449919945663876 Epoch 17: val loss 0.7106313705444336 Epoch 18: train loss 0.466179715262519 Epoch 18: val loss 0.7242655754089355 Epoch 19: train loss 0.43379728661643135 Epoch 19: val loss 0.7412357330322266 Epoch 20: train loss 0.43235302302572465 Epoch 20: val loss 0.7369055151939392 Epoch 21: train loss 0.43825407491789925 Epoch 21: val loss 0.7408504486083984 Epoch 22: train loss 0.3967326217227512 Epoch 22: val loss 0.7541635632514954 Epoch 23: train loss 0.4116674198044671 Epoch 23: val loss 0.7699871063232422 Epoch 24: train loss 0.4203141662809584 Epoch 24: val loss 0.7699593901634216
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7155866887834337 Epoch 0: val loss 0.68280029296875 Epoch 1: train loss 0.6569008562299941 Epoch 1: val loss 0.6467093825340271 Epoch 2: train loss 0.6253613829612732 Epoch 2: val loss 0.63215571641922 Epoch 3: train loss 0.604192422495948 Epoch 3: val loss 0.6267095804214478 Epoch 4: train loss 0.5760614805751376 Epoch 4: val loss 0.6207235455513 Epoch 5: train loss 0.5613884031772614 Epoch 5: val loss 0.6257568001747131 Epoch 6: train loss 0.5629978974660238 Epoch 6: val loss 0.6282981038093567 Epoch 7: train loss 0.5369488696257273 Epoch 7: val loss 0.6189246773719788 Epoch 8: train loss 0.5162217087215848 Epoch 8: val loss 0.6359304189682007 Epoch 9: train loss 0.5157403714127011 Epoch 9: val loss 0.6426843404769897 Epoch 10: train loss 0.5082991951041751 Epoch 10: val loss 0.6437638998031616 Epoch 11: train loss 0.5074140561951531 Epoch 11: val loss 0.6502537131309509 Epoch 12: train loss 0.504630509350035 Epoch 12: val loss 0.6381993889808655 Epoch 13: train loss 0.48247366150220233 Epoch 13: val loss 0.6457095146179199 Epoch 14: train loss 0.4792364670170678 Epoch 14: val loss 0.645253598690033 Epoch 15: train loss 0.4629915952682495 Epoch 15: val loss 0.6387306451797485 Epoch 16: train loss 0.45824308196703595 Epoch 16: val loss 0.6368021368980408 Epoch 17: train loss 0.45571977231237626 Epoch 17: val loss 0.6466042399406433 Epoch 18: train loss 0.4624550872378879 Epoch 18: val loss 0.6625663638114929 Epoch 19: train loss 0.446565181016922 Epoch 19: val loss 0.6563883423805237 Epoch 20: train loss 0.43971046143107945 Epoch 20: val loss 0.6760631203651428 Epoch 21: train loss 0.45564378632439506 Epoch 21: val loss 0.6860875487327576 Epoch 22: train loss 0.4065870013501909 Epoch 22: val loss 0.6855969429016113 Epoch 23: train loss 0.4181295765770806 Epoch 23: val loss 0.6643462777137756 Epoch 24: train loss 0.44096406631999546 Epoch 24: val loss 0.6836630702018738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7019072969754537 Epoch 0: val loss 0.6899473071098328 Epoch 1: train loss 0.6713427305221558 Epoch 1: val loss 0.6779164671897888 Epoch 2: train loss 0.6597936484548781 Epoch 2: val loss 0.6608052849769592 Epoch 3: train loss 0.646696150302887 Epoch 3: val loss 0.6439670920372009 Epoch 4: train loss 0.6145147946145799 Epoch 4: val loss 0.6305150389671326 Epoch 5: train loss 0.6097252567609152 Epoch 5: val loss 0.6243405342102051 Epoch 6: train loss 0.5946460465590159 Epoch 6: val loss 0.6166649460792542 Epoch 7: train loss 0.5818785362773471 Epoch 7: val loss 0.6048693060874939 Epoch 8: train loss 0.560995317167706 Epoch 8: val loss 0.5989696383476257 Epoch 9: train loss 0.5624699062771268 Epoch 9: val loss 0.5874127149581909 Epoch 10: train loss 0.5507079263528188 Epoch 10: val loss 0.5805696845054626 Epoch 11: train loss 0.5373171004984114 Epoch 11: val loss 0.5821435451507568 Epoch 12: train loss 0.5380424658457438 Epoch 12: val loss 0.569558322429657 Epoch 13: train loss 0.5096723536650339 Epoch 13: val loss 0.5583518743515015 Epoch 14: train loss 0.4913911720116933 Epoch 14: val loss 0.5641754269599915 Epoch 15: train loss 0.4810315767923991 Epoch 15: val loss 0.563741147518158 Epoch 16: train loss 0.5044634507762061 Epoch 16: val loss 0.5601139664649963 Epoch 17: train loss 0.4833081629541185 Epoch 17: val loss 0.5708048939704895 Epoch 18: train loss 0.47752702567312455 Epoch 18: val loss 0.5619540214538574 Epoch 19: train loss 0.5024662713209788 Epoch 19: val loss 0.5724268555641174 Epoch 20: train loss 0.4645982219113244 Epoch 20: val loss 0.5621689558029175 Epoch 21: train loss 0.45201289653778076 Epoch 21: val loss 0.5622711777687073 Epoch 22: train loss 0.45252079765001935 Epoch 22: val loss 0.5588356852531433 Epoch 23: train loss 0.4382131165928311 Epoch 23: val loss 0.5757634043693542 Epoch 24: train loss 0.44790874587164986 Epoch 24: val loss 0.5627350211143494
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686391101943122 Epoch 0: val loss 0.688575267791748 Epoch 1: train loss 0.6640123923619589 Epoch 1: val loss 0.68497633934021 Epoch 2: train loss 0.6477477881643507 Epoch 2: val loss 0.6778067946434021 Epoch 3: train loss 0.6256594194306268 Epoch 3: val loss 0.671505868434906 Epoch 4: train loss 0.6035861505402459 Epoch 4: val loss 0.6657729148864746 Epoch 5: train loss 0.5920524762736427 Epoch 5: val loss 0.6593466401100159 Epoch 6: train loss 0.5747199455897013 Epoch 6: val loss 0.6573418974876404 Epoch 7: train loss 0.5700095030996535 Epoch 7: val loss 0.6540759205818176 Epoch 8: train loss 0.5529846019215054 Epoch 8: val loss 0.6497628688812256 Epoch 9: train loss 0.5420232315858206 Epoch 9: val loss 0.6485623717308044 Epoch 10: train loss 0.5425621767838796 Epoch 10: val loss 0.6454901099205017 Epoch 11: train loss 0.5080713000562456 Epoch 11: val loss 0.6476376056671143 Epoch 12: train loss 0.503940592209498 Epoch 12: val loss 0.6517908573150635 Epoch 13: train loss 0.49373509486516315 Epoch 13: val loss 0.657339334487915 Epoch 14: train loss 0.4800237847699059 Epoch 14: val loss 0.6520112156867981 Epoch 15: train loss 0.46580249071121216 Epoch 15: val loss 0.6530950665473938 Epoch 16: train loss 0.476230521996816 Epoch 16: val loss 0.6698760390281677 Epoch 17: train loss 0.4474528696801927 Epoch 17: val loss 0.6830227375030518 Epoch 18: train loss 0.461517827378379 Epoch 18: val loss 0.6876888275146484 Epoch 19: train loss 0.44948432511753506 Epoch 19: val loss 0.6884250044822693 Epoch 20: train loss 0.44185136755307514 Epoch 20: val loss 0.6907927393913269 Epoch 21: train loss 0.43466437856356305 Epoch 21: val loss 0.7163211703300476 Epoch 22: train loss 0.44803281956248814 Epoch 22: val loss 0.7233841419219971 Epoch 23: train loss 0.40829459495014614 Epoch 23: val loss 0.7174530625343323 Epoch 24: train loss 0.43344438407156205 Epoch 24: val loss 0.7210259437561035
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938437471787134 Epoch 0: val loss 0.6618945002555847 Epoch 1: train loss 0.6458141605059305 Epoch 1: val loss 0.6269250512123108 Epoch 2: train loss 0.6330222189426422 Epoch 2: val loss 0.5931734442710876 Epoch 3: train loss 0.6011722137530645 Epoch 3: val loss 0.570004940032959 Epoch 4: train loss 0.5830189834038416 Epoch 4: val loss 0.5540255308151245 Epoch 5: train loss 0.5636872674028078 Epoch 5: val loss 0.5492787957191467 Epoch 6: train loss 0.5487735966841379 Epoch 6: val loss 0.5412709712982178 Epoch 7: train loss 0.5372898479302725 Epoch 7: val loss 0.5367740988731384 Epoch 8: train loss 0.5200322320063909 Epoch 8: val loss 0.5387558937072754 Epoch 9: train loss 0.5125445897380511 Epoch 9: val loss 0.5350560545921326 Epoch 10: train loss 0.4994671667615573 Epoch 10: val loss 0.528261661529541 Epoch 11: train loss 0.5047894592086474 Epoch 11: val loss 0.5249358415603638 Epoch 12: train loss 0.5051778927445412 Epoch 12: val loss 0.5323782563209534
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6777538928118619 Epoch 0: val loss 0.6694858074188232 Epoch 1: train loss 0.6405870372598822 Epoch 1: val loss 0.6467305421829224 Epoch 2: train loss 0.6103153337131847 Epoch 2: val loss 0.6288270354270935 Epoch 3: train loss 0.5806232636625116 Epoch 3: val loss 0.6149484515190125 Epoch 4: train loss 0.5636081316254355 Epoch 4: val loss 0.6065199375152588 Epoch 5: train loss 0.5562565109946511 Epoch 5: val loss 0.5981429219245911 Epoch 6: train loss 0.5397423099387776 Epoch 6: val loss 0.594399094581604 Epoch 7: train loss 0.5164108736948534 Epoch 7: val loss 0.5906680822372437 Epoch 8: train loss 0.508676981384104 Epoch 8: val loss 0.5922366976737976 Epoch 9: train loss 0.49037163095040753 Epoch 9: val loss 0.5832369923591614 Epoch 10: train loss 0.5104979574680328 Epoch 10: val loss 0.5806671380996704 Epoch 11: train loss 0.48915652253411035 Epoch 11: val loss 0.5842029452323914 Epoch 12: train loss 0.4697596484964544 Epoch 12: val loss 0.5860286355018616 Epoch 13: train loss 0.45697531375018036 Epoch 13: val loss 0.5961764454841614 Epoch 14: train loss 0.4562921551140872 Epoch 14: val loss 0.5919876098632812 Epoch 15: train loss 0.44106744907119055 Epoch 15: val loss 0.5995505452156067 Epoch 16: train loss 0.4410425234924663 Epoch 16: val loss 0.5905616879463196 Epoch 17: train loss 0.4145981181751598 Epoch 17: val loss 0.5883200168609619 Epoch 18: train loss 0.43704158338633453 Epoch 18: val loss 0.5900176763534546 Epoch 19: train loss 0.42671139673753217 Epoch 19: val loss 0.5949350595474243 Epoch 20: train loss 0.41662298007444903 Epoch 20: val loss 0.6148087978363037 Epoch 21: train loss 0.3868521045554768 Epoch 21: val loss 0.6205456852912903 Epoch 22: train loss 0.3724536218426444 Epoch 22: val loss 0.6158403158187866 Epoch 23: train loss 0.37455660646611993 Epoch 23: val loss 0.6181278824806213 Epoch 24: train loss 0.367545946077867 Epoch 24: val loss 0.6214310526847839
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6803286183964122 Epoch 0: val loss 0.6465991139411926 Epoch 1: train loss 0.6444636420770125 Epoch 1: val loss 0.6212252974510193 Epoch 2: train loss 0.6264019391753457 Epoch 2: val loss 0.6041777729988098 Epoch 3: train loss 0.5985251475464214 Epoch 3: val loss 0.5907183289527893 Epoch 4: train loss 0.600126098502766 Epoch 4: val loss 0.5781174302101135 Epoch 5: train loss 0.5837909254160795 Epoch 5: val loss 0.5704973340034485 Epoch 6: train loss 0.576046968048269 Epoch 6: val loss 0.565650999546051 Epoch 7: train loss 0.5523874840953134 Epoch 7: val loss 0.5578062534332275 Epoch 8: train loss 0.5466580092906952 Epoch 8: val loss 0.5353599786758423 Epoch 9: train loss 0.5257510895078833 Epoch 9: val loss 0.5166955590248108 Epoch 10: train loss 0.5152247656475414 Epoch 10: val loss 0.5150301456451416 Epoch 11: train loss 0.5187431330030615 Epoch 11: val loss 0.5076897144317627 Epoch 12: train loss 0.5006140931086107 Epoch 12: val loss 0.5064956545829773 Epoch 13: train loss 0.5095709237185392 Epoch 13: val loss 0.5017215609550476 Epoch 14: train loss 0.4800468656149777 Epoch 14: val loss 0.5123308300971985 Epoch 15: train loss 0.49403459375554865 Epoch 15: val loss 0.5064288973808289 Epoch 16: train loss 0.47679936614903534 Epoch 16: val loss 0.5081461668014526 Epoch 17: train loss 0.4762742654843764 Epoch 17: val loss 0.5201234221458435 Epoch 18: train loss 0.47338143261996185 Epoch 18: val loss 0.5108159184455872 Epoch 19: train loss 0.4498718489300121 Epoch 19: val loss 0.5177808403968811 Epoch 20: train loss 0.4263236929069866 Epoch 20: val loss 0.5175079107284546 Epoch 21: train loss 0.44002568992701446 Epoch 21: val loss 0.5188201665878296 Epoch 22: train loss 0.4111439829522913 Epoch 22: val loss 0.5201259851455688 Epoch 23: train loss 0.4053971523588354 Epoch 23: val loss 0.5162994861602783 Epoch 24: train loss 0.4063721786845814 Epoch 24: val loss 0.5248574614524841
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6986078132282604 Epoch 0: val loss 0.6657456755638123 Epoch 1: train loss 0.6456485119732943 Epoch 1: val loss 0.6376070380210876 Epoch 2: train loss 0.6111716032028198 Epoch 2: val loss 0.6200762391090393 Epoch 3: train loss 0.587044276974418 Epoch 3: val loss 0.6046570539474487 Epoch 4: train loss 0.5870992514220151 Epoch 4: val loss 0.5939486622810364 Epoch 5: train loss 0.5487353747541254 Epoch 5: val loss 0.5806039571762085 Epoch 6: train loss 0.5512471659616991 Epoch 6: val loss 0.5674740672111511 Epoch 7: train loss 0.5477297820828178 Epoch 7: val loss 0.5506554841995239 Epoch 8: train loss 0.5284404239871285 Epoch 8: val loss 0.5432090163230896 Epoch 9: train loss 0.5012657317248258 Epoch 9: val loss 0.5494828224182129 Epoch 10: train loss 0.4868599772453308 Epoch 10: val loss 0.5565301179885864 Epoch 11: train loss 0.4755251651460474 Epoch 11: val loss 0.5495240092277527 Epoch 12: train loss 0.4772218736735257 Epoch 12: val loss 0.5426663756370544 Epoch 13: train loss 0.466447496956045 Epoch 13: val loss 0.5382930636405945 Epoch 14: train loss 0.46348162672736426 Epoch 14: val loss 0.5327349901199341 Epoch 15: train loss 0.4443817057392814 Epoch 15: val loss 0.5341275334358215 Epoch 16: train loss 0.4412079534747384 Epoch 16: val loss 0.5272692441940308 Epoch 17: train loss 0.45528810674493964 Epoch 17: val loss 0.5324211120605469 Epoch 18: train loss 0.45330729538744147 Epoch 18: val loss 0.5238022208213806 Epoch 19: train loss 0.43214008753949945 Epoch 19: val loss 0.5322559475898743 Epoch 20: train loss 0.4153811145912517 Epoch 20: val loss 0.5477151870727539 Epoch 21: train loss 0.4201644577763297 Epoch 21: val loss 0.5284662246704102 Epoch 22: train loss 0.428556580435146 Epoch 22: val loss 0.5452284812927246 Epoch 23: train loss 0.39430226250128314 Epoch 23: val loss 0.5371454954147339 Epoch 24: train loss 0.400936329906637 Epoch 24: val loss 0.527456521987915
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6823134855790571 Epoch 0: val loss 0.6537683606147766 Epoch 1: train loss 0.6278867233883251 Epoch 1: val loss 0.6377041935920715 Epoch 2: train loss 0.5923937667499889 Epoch 2: val loss 0.6322221159934998 Epoch 3: train loss 0.5822265202348883 Epoch 3: val loss 0.6304076313972473 Epoch 4: train loss 0.5601223707199097 Epoch 4: val loss 0.6216800808906555 Epoch 5: train loss 0.5406146212057634 Epoch 5: val loss 0.6147503852844238 Epoch 6: train loss 0.5314109406687997 Epoch 6: val loss 0.6268677711486816 Epoch 7: train loss 0.5112305852499875 Epoch 7: val loss 0.6045342683792114 Epoch 8: train loss 0.5254111723466353 Epoch 8: val loss 0.6028960347175598 Epoch 9: train loss 0.49961343949491327 Epoch 9: val loss 0.6066432595252991 Epoch 10: train loss 0.511183275417848 Epoch 10: val loss 0.6007360816001892 Epoch 11: train loss 0.4617946364662864 Epoch 11: val loss 0.5764432549476624 Epoch 12: train loss 0.45138735933737323 Epoch 12: val loss 0.5757182836532593 Epoch 13: train loss 0.4522865983572873 Epoch 13: val loss 0.5914778113365173 Epoch 14: train loss 0.45913553508845245 Epoch 14: val loss 0.5755400061607361 Epoch 15: train loss 0.47895611145279626 Epoch 15: val loss 0.5854699015617371 Epoch 16: train loss 0.4440730132839896 Epoch 16: val loss 0.5694923400878906 Epoch 17: train loss 0.4313923147591678 Epoch 17: val loss 0.5667869448661804 Epoch 18: train loss 0.4195792756297372 Epoch 18: val loss 0.5804468989372253 Epoch 19: train loss 0.42722035267136316 Epoch 19: val loss 0.5939992070198059 Epoch 20: train loss 0.3950621025128798 Epoch 20: val loss 0.5662118196487427 Epoch 21: train loss 0.39231887459754944 Epoch 21: val loss 0.556721031665802 Epoch 22: train loss 0.40862883762879804 Epoch 22: val loss 0.5729702711105347 Epoch 23: train loss 0.3775106289170005 Epoch 23: val loss 0.5608541369438171 Epoch 24: train loss 0.39194105159152637 Epoch 24: val loss 0.580226719379425
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686966095651899 Epoch 0: val loss 0.662747859954834 Epoch 1: train loss 0.6207000102315631 Epoch 1: val loss 0.6330629587173462 Epoch 2: train loss 0.5831305938107627 Epoch 2: val loss 0.6280384063720703 Epoch 3: train loss 0.5762668145554406 Epoch 3: val loss 0.6549023389816284 Epoch 4: train loss 0.5522059117044721 Epoch 4: val loss 0.6421219110488892 Epoch 5: train loss 0.5626455800873893 Epoch 5: val loss 0.6407023668289185 Epoch 6: train loss 0.5196496312107358 Epoch 6: val loss 0.6614759564399719 Epoch 7: train loss 0.5207192855221885 Epoch 7: val loss 0.6397950053215027 Epoch 8: train loss 0.5173711798020771 Epoch 8: val loss 0.6417073011398315 Epoch 9: train loss 0.5134068195308957 Epoch 9: val loss 0.6606035232543945 Epoch 10: train loss 0.4856319661651339 Epoch 10: val loss 0.663266122341156 Epoch 11: train loss 0.4784620063645499 Epoch 11: val loss 0.6492919921875 Epoch 12: train loss 0.4662813757147108 Epoch 12: val loss 0.6603535413742065 Epoch 13: train loss 0.47393257915973663 Epoch 13: val loss 0.6562777161598206 Epoch 14: train loss 0.469109731061118 Epoch 14: val loss 0.6610001921653748 Epoch 15: train loss 0.45493822012628826 Epoch 15: val loss 0.6617611050605774 Epoch 16: train loss 0.43122684104102 Epoch 16: val loss 0.6622335314750671 Epoch 17: train loss 0.4243037487779345 Epoch 17: val loss 0.6765683889389038
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6819205747710334 Epoch 0: val loss 0.6620153784751892 Epoch 1: train loss 0.6496038304434882 Epoch 1: val loss 0.6547495722770691 Epoch 2: train loss 0.6151042448149787 Epoch 2: val loss 0.6588770151138306 Epoch 3: train loss 0.6261630521880256 Epoch 3: val loss 0.6668593287467957 Epoch 4: train loss 0.5956650773684183 Epoch 4: val loss 0.6746230125427246 Epoch 5: train loss 0.5973175962766012 Epoch 5: val loss 0.6814103722572327 Epoch 6: train loss 0.5909016397264268 Epoch 6: val loss 0.6800206303596497 Epoch 7: train loss 0.576718721124861 Epoch 7: val loss 0.6826210021972656 Epoch 8: train loss 0.5658058722813925 Epoch 8: val loss 0.6924904584884644 Epoch 9: train loss 0.5506050222449832 Epoch 9: val loss 0.6919289827346802 Epoch 10: train loss 0.5269709229469299 Epoch 10: val loss 0.686547577381134 Epoch 11: train loss 0.5570855471822951 Epoch 11: val loss 0.6962307095527649 Epoch 12: train loss 0.5323622359169854 Epoch 12: val loss 0.7121047973632812 Epoch 13: train loss 0.5227166910966238 Epoch 13: val loss 0.7041415572166443 Epoch 14: train loss 0.505527569188012 Epoch 14: val loss 0.7160012722015381 Epoch 15: train loss 0.49961230489942765 Epoch 15: val loss 0.7144636511802673 Epoch 16: train loss 0.5005983610947927 Epoch 16: val loss 0.7359731197357178 Epoch 17: train loss 0.4855048292213016 Epoch 17: val loss 0.7204443216323853 Epoch 18: train loss 0.4799833926889632 Epoch 18: val loss 0.7233515381813049 Epoch 19: train loss 0.4750274187988705 Epoch 19: val loss 0.7386032938957214 Epoch 20: train loss 0.46430733799934387 Epoch 20: val loss 0.7325457334518433 Epoch 21: train loss 0.44024381041526794 Epoch 21: val loss 0.7428610920906067 Epoch 22: train loss 0.46362556351555717 Epoch 22: val loss 0.7438963055610657 Epoch 23: train loss 0.4357960654629601 Epoch 23: val loss 0.7569937705993652 Epoch 24: train loss 0.4312637017832862 Epoch 24: val loss 0.759053111076355
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6779706146981981 Epoch 0: val loss 0.6768701076507568 Epoch 1: train loss 0.6664288573794894 Epoch 1: val loss 0.6744924783706665 Epoch 2: train loss 0.6317740612559848 Epoch 2: val loss 0.6699796915054321 Epoch 3: train loss 0.6190155280960931 Epoch 3: val loss 0.666716992855072 Epoch 4: train loss 0.6232976582315233 Epoch 4: val loss 0.6704518795013428 Epoch 5: train loss 0.6080345577663846 Epoch 5: val loss 0.6759408116340637 Epoch 6: train loss 0.6103019118309021 Epoch 6: val loss 0.6686128973960876 Epoch 7: train loss 0.5921635031700134 Epoch 7: val loss 0.6743556261062622 Epoch 8: train loss 0.5817507141166263 Epoch 8: val loss 0.6769835948944092 Epoch 9: train loss 0.5638610985543993 Epoch 9: val loss 0.6780752539634705 Epoch 10: train loss 0.5554359025425382 Epoch 10: val loss 0.6833860278129578 Epoch 11: train loss 0.5508860945701599 Epoch 11: val loss 0.6906061172485352 Epoch 12: train loss 0.5403088629245758 Epoch 12: val loss 0.6965284943580627 Epoch 13: train loss 0.5407205157809787 Epoch 13: val loss 0.6991070508956909 Epoch 14: train loss 0.545714623398251 Epoch 14: val loss 0.7035437822341919 Epoch 15: train loss 0.5362992386023203 Epoch 15: val loss 0.6873787641525269 Epoch 16: train loss 0.510775132311715 Epoch 16: val loss 0.693716287612915 Epoch 17: train loss 0.5265714095698463 Epoch 17: val loss 0.6948392391204834 Epoch 18: train loss 0.4868227342764537 Epoch 18: val loss 0.6991509199142456 Epoch 19: train loss 0.47882141007317436 Epoch 19: val loss 0.7054464817047119 Epoch 20: train loss 0.4668990406725142 Epoch 20: val loss 0.7070486545562744 Epoch 21: train loss 0.469940443833669 Epoch 21: val loss 0.7049409747123718 Epoch 22: train loss 0.46565452549192643 Epoch 22: val loss 0.6964254379272461 Epoch 23: train loss 0.4795176552401649 Epoch 23: val loss 0.6937990188598633 Epoch 24: train loss 0.4673709637588925 Epoch 24: val loss 0.6750761866569519
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6810623738500807 Epoch 0: val loss 0.6405600309371948 Epoch 1: train loss 0.6476719578107198 Epoch 1: val loss 0.6280317306518555 Epoch 2: train loss 0.6361544595824348 Epoch 2: val loss 0.6213265061378479 Epoch 3: train loss 0.6247183945443895 Epoch 3: val loss 0.6078351736068726 Epoch 4: train loss 0.5948355992635092 Epoch 4: val loss 0.5980119705200195 Epoch 5: train loss 0.6102776990996467 Epoch 5: val loss 0.5977345108985901 Epoch 6: train loss 0.5873171157307095 Epoch 6: val loss 0.5943505764007568 Epoch 7: train loss 0.5638730294174619 Epoch 7: val loss 0.5946879386901855 Epoch 8: train loss 0.5695084366533492 Epoch 8: val loss 0.5867564082145691 Epoch 9: train loss 0.5764739347828759 Epoch 9: val loss 0.579633355140686 Epoch 10: train loss 0.5368836488988664 Epoch 10: val loss 0.57316654920578 Epoch 11: train loss 0.5296162068843842 Epoch 11: val loss 0.5757198333740234 Epoch 12: train loss 0.5315250820583768 Epoch 12: val loss 0.5815890431404114 Epoch 13: train loss 0.5429335004753537 Epoch 13: val loss 0.5865992903709412 Epoch 14: train loss 0.5318481822808584 Epoch 14: val loss 0.5789286494255066 Epoch 15: train loss 0.5138942566182878 Epoch 15: val loss 0.5881113409996033 Epoch 16: train loss 0.5054364403088888 Epoch 16: val loss 0.5874366164207458 Epoch 17: train loss 0.4978497359487746 Epoch 17: val loss 0.5855629444122314 Epoch 18: train loss 0.4958147472805447 Epoch 18: val loss 0.5854215025901794 Epoch 19: train loss 0.4609035187297397 Epoch 19: val loss 0.5917509198188782 Epoch 20: train loss 0.47703823778364396 Epoch 20: val loss 0.5952849984169006 Epoch 21: train loss 0.48571644557846916 Epoch 21: val loss 0.604449450969696 Epoch 22: train loss 0.4720912708176507 Epoch 22: val loss 0.6099916696548462 Epoch 23: train loss 0.4563916060659621 Epoch 23: val loss 0.6258180141448975 Epoch 24: train loss 0.4832962254683177 Epoch 24: val loss 0.6244520545005798
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7153215673234727 Epoch 0: val loss 0.660420298576355 Epoch 1: train loss 0.6625867419772677 Epoch 1: val loss 0.6465193629264832 Epoch 2: train loss 0.6285949349403381 Epoch 2: val loss 0.6433606147766113 Epoch 3: train loss 0.6391129824850295 Epoch 3: val loss 0.6449795961380005 Epoch 4: train loss 0.6119758950339423 Epoch 4: val loss 0.6543852686882019 Epoch 5: train loss 0.6198616027832031 Epoch 5: val loss 0.6612560749053955 Epoch 6: train loss 0.5830361280176375 Epoch 6: val loss 0.6647830605506897 Epoch 7: train loss 0.5872867438528273 Epoch 7: val loss 0.6697781682014465 Epoch 8: train loss 0.5877761244773865 Epoch 8: val loss 0.671868085861206 Epoch 9: train loss 0.5858690738677979 Epoch 9: val loss 0.6835951805114746 Epoch 10: train loss 0.5595272348986732 Epoch 10: val loss 0.6773720383644104 Epoch 11: train loss 0.5593822863366869 Epoch 11: val loss 0.6772028803825378 Epoch 12: train loss 0.5527946982118819 Epoch 12: val loss 0.6841952800750732 Epoch 13: train loss 0.5461310744285583 Epoch 13: val loss 0.6838226914405823 Epoch 14: train loss 0.5038272738456726 Epoch 14: val loss 0.6859943270683289 Epoch 15: train loss 0.5192997985415988 Epoch 15: val loss 0.6921394467353821 Epoch 16: train loss 0.5290780630376604 Epoch 16: val loss 0.6995419859886169 Epoch 17: train loss 0.4987540907329983 Epoch 17: val loss 0.6972074508666992 Epoch 18: train loss 0.4903026024500529 Epoch 18: val loss 0.7029978632926941 Epoch 19: train loss 0.49686772955788505 Epoch 19: val loss 0.7022466063499451 Epoch 20: train loss 0.4733298652701908 Epoch 20: val loss 0.7062958478927612 Epoch 21: train loss 0.46918033891254 Epoch 21: val loss 0.7065795660018921 Epoch 22: train loss 0.4770328435632918 Epoch 22: val loss 0.7193081378936768 Epoch 23: train loss 0.44564182890786064 Epoch 23: val loss 0.7082523107528687 Epoch 24: train loss 0.42748075392511153 Epoch 24: val loss 0.7157432436943054
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6729414363702139 Epoch 0: val loss 0.6553584933280945 Epoch 1: train loss 0.6514594207207361 Epoch 1: val loss 0.6338549256324768 Epoch 2: train loss 0.618960385521253 Epoch 2: val loss 0.6265024542808533 Epoch 3: train loss 0.6161928921937943 Epoch 3: val loss 0.6243515610694885 Epoch 4: train loss 0.598552534977595 Epoch 4: val loss 0.6271269917488098 Epoch 5: train loss 0.6086048185825348 Epoch 5: val loss 0.6252580285072327 Epoch 6: train loss 0.6011214951674143 Epoch 6: val loss 0.6262348294258118 Epoch 7: train loss 0.567959244052569 Epoch 7: val loss 0.6199353337287903 Epoch 8: train loss 0.565541277329127 Epoch 8: val loss 0.6229408979415894 Epoch 9: train loss 0.5488170559207598 Epoch 9: val loss 0.6197808384895325
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6864903807640076 Epoch 0: val loss 0.6271570324897766 Epoch 1: train loss 0.5494589984416962 Epoch 1: val loss 0.5566580295562744 Epoch 2: train loss 0.49239332377910616 Epoch 2: val loss 0.4979882836341858 Epoch 3: train loss 0.4434205800294876 Epoch 3: val loss 0.4682961404323578 Epoch 4: train loss 0.43882797509431837 Epoch 4: val loss 0.4514979124069214 Epoch 5: train loss 0.3805060744285583 Epoch 5: val loss 0.44891422986984253 Epoch 6: train loss 0.42735396027565004 Epoch 6: val loss 0.45644307136535645 Epoch 7: train loss 0.3677155077457428 Epoch 7: val loss 0.47308099269866943 Epoch 8: train loss 0.38129536509513856 Epoch 8: val loss 0.46757352352142334 Epoch 9: train loss 0.34127873331308367 Epoch 9: val loss 0.47563084959983826 Epoch 10: train loss 0.3382209733128548 Epoch 10: val loss 0.4776407778263092 Epoch 11: train loss 0.38576881736516955 Epoch 11: val loss 0.4866233468055725 Epoch 12: train loss 0.31314220279455185 Epoch 12: val loss 0.4964919090270996 Epoch 13: train loss 0.3428290069103241 Epoch 13: val loss 0.4958806037902832 Epoch 14: train loss 0.37434823662042616 Epoch 14: val loss 0.5118202567100525 Epoch 15: train loss 0.3552160546183586 Epoch 15: val loss 0.5233692526817322 Epoch 16: train loss 0.3902434498071671 Epoch 16: val loss 0.4986635446548462 Epoch 17: train loss 0.3107339680194855 Epoch 17: val loss 0.49701979756355286 Epoch 18: train loss 0.34902213513851166 Epoch 18: val loss 0.49538636207580566 Epoch 19: train loss 0.349298694729805 Epoch 19: val loss 0.5059213638305664 Epoch 20: train loss 0.3426394611597061 Epoch 20: val loss 0.5209978222846985 Epoch 21: train loss 0.36023202538490295 Epoch 21: val loss 0.5325310230255127 Epoch 22: train loss 0.3124426811933517 Epoch 22: val loss 0.5366629958152771 Epoch 23: train loss 0.3168202430009842 Epoch 23: val loss 0.5347607731819153 Epoch 24: train loss 0.31687558591365816 Epoch 24: val loss 0.5308386087417603
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6303101658821106 Epoch 0: val loss 0.6035071015357971 Epoch 1: train loss 0.5357723355293273 Epoch 1: val loss 0.5280240774154663 Epoch 2: train loss 0.47146167457103727 Epoch 2: val loss 0.45649704337120056 Epoch 3: train loss 0.41308065205812455 Epoch 3: val loss 0.4233909547328949 Epoch 4: train loss 0.39832564890384675 Epoch 4: val loss 0.4329107105731964 Epoch 5: train loss 0.4109940707683563 Epoch 5: val loss 0.43470725417137146 Epoch 6: train loss 0.43025706708431244 Epoch 6: val loss 0.4296600818634033 Epoch 7: train loss 0.4322430372238159 Epoch 7: val loss 0.42862027883529663 Epoch 8: train loss 0.4006590634584427 Epoch 8: val loss 0.4200400412082672 Epoch 9: train loss 0.4604428857564926 Epoch 9: val loss 0.4200400412082672 Epoch 10: train loss 0.4569725006818771 Epoch 10: val loss 0.4450549781322479 Epoch 11: train loss 0.40428697913885114 Epoch 11: val loss 0.4267776906490326 Epoch 12: train loss 0.38626997321844103 Epoch 12: val loss 0.4188973307609558 Epoch 13: train loss 0.41824853122234346 Epoch 13: val loss 0.4213251769542694 Epoch 14: train loss 0.40333975553512574 Epoch 14: val loss 0.4215783178806305 Epoch 15: train loss 0.3623674511909485 Epoch 15: val loss 0.416418194770813 Epoch 16: train loss 0.3516752541065216 Epoch 16: val loss 0.4159478545188904 Epoch 17: train loss 0.36048526465892794 Epoch 17: val loss 0.422954797744751 Epoch 18: train loss 0.32493058443069456 Epoch 18: val loss 0.42717739939689636 Epoch 19: train loss 0.3822824463248253 Epoch 19: val loss 0.43262314796447754 Epoch 20: train loss 0.4094069540500641 Epoch 20: val loss 0.42146140336990356 Epoch 21: train loss 0.3938784211874008 Epoch 21: val loss 0.4127582907676697 Epoch 22: train loss 0.3056494534015656 Epoch 22: val loss 0.4165836274623871 Epoch 23: train loss 0.3234541967511177 Epoch 23: val loss 0.42374536395072937 Epoch 24: train loss 0.3128210142254829 Epoch 24: val loss 0.4232192933559418
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6386042475700379 Epoch 0: val loss 0.5992015600204468 Epoch 1: train loss 0.5630705535411835 Epoch 1: val loss 0.4988941252231598 Epoch 2: train loss 0.49884832501411436 Epoch 2: val loss 0.4184679687023163 Epoch 3: train loss 0.46201549768447875 Epoch 3: val loss 0.3978801667690277 Epoch 4: train loss 0.4008258178830147 Epoch 4: val loss 0.40515196323394775 Epoch 5: train loss 0.38912383317947385 Epoch 5: val loss 0.4107080101966858 Epoch 6: train loss 0.48830838203430177 Epoch 6: val loss 0.39263805747032166 Epoch 7: train loss 0.3858814314007759 Epoch 7: val loss 0.38386794924736023 Epoch 8: train loss 0.4112746298313141 Epoch 8: val loss 0.38886627554893494 Epoch 9: train loss 0.37540646344423295 Epoch 9: val loss 0.4141174852848053 Epoch 10: train loss 0.3747865743935108 Epoch 10: val loss 0.39113160967826843 Epoch 11: train loss 0.4677520483732224 Epoch 11: val loss 0.38641613721847534 Epoch 12: train loss 0.38578602224588393 Epoch 12: val loss 0.39070287346839905 Epoch 13: train loss 0.36153756380081176 Epoch 13: val loss 0.39026114344596863 Epoch 14: train loss 0.38072788119316103 Epoch 14: val loss 0.380843847990036 Epoch 15: train loss 0.36730198860168456 Epoch 15: val loss 0.38714486360549927 Epoch 16: train loss 0.37265677452087403 Epoch 16: val loss 0.378594309091568 Epoch 17: train loss 0.34802677631378176 Epoch 17: val loss 0.38629448413848877 Epoch 18: train loss 0.34029675722122193 Epoch 18: val loss 0.39194437861442566 Epoch 19: train loss 0.36876624822616577 Epoch 19: val loss 0.4027392864227295 Epoch 20: train loss 0.3190928429365158 Epoch 20: val loss 0.3924705386161804 Epoch 21: train loss 0.336737348139286 Epoch 21: val loss 0.39492562413215637 Epoch 22: train loss 0.308840773999691 Epoch 22: val loss 0.4054010212421417 Epoch 23: train loss 0.30609392151236536 Epoch 23: val loss 0.4065074324607849 Epoch 24: train loss 0.35759067088365554 Epoch 24: val loss 0.4016743302345276
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6607768535614014 Epoch 0: val loss 0.6142538189888 Epoch 1: train loss 0.5467818737030029 Epoch 1: val loss 0.5334860682487488 Epoch 2: train loss 0.46746930480003357 Epoch 2: val loss 0.48865437507629395 Epoch 3: train loss 0.43529112339019777 Epoch 3: val loss 0.5048964023590088 Epoch 4: train loss 0.42000273764133456 Epoch 4: val loss 0.4892868399620056 Epoch 5: train loss 0.38498287200927733 Epoch 5: val loss 0.4876355826854706 Epoch 6: train loss 0.36613713800907133 Epoch 6: val loss 0.5266941785812378 Epoch 7: train loss 0.39449091255664825 Epoch 7: val loss 0.49382877349853516 Epoch 8: train loss 0.38707512617111206 Epoch 8: val loss 0.4569414258003235 Epoch 9: train loss 0.3953359708189964 Epoch 9: val loss 0.48565271496772766 Epoch 10: train loss 0.3494327008724213 Epoch 10: val loss 0.5275132656097412 Epoch 11: train loss 0.35473370999097825 Epoch 11: val loss 0.5129594206809998 Epoch 12: train loss 0.3196598395705223 Epoch 12: val loss 0.5214117169380188 Epoch 13: train loss 0.334335008263588 Epoch 13: val loss 0.5165047645568848 Epoch 14: train loss 0.3242759883403778 Epoch 14: val loss 0.5130053758621216 Epoch 15: train loss 0.33179654330015185 Epoch 15: val loss 0.508245050907135 Epoch 16: train loss 0.33486547619104384 Epoch 16: val loss 0.5123180747032166 Epoch 17: train loss 0.310967980325222 Epoch 17: val loss 0.4981856346130371 Epoch 18: train loss 0.3112801969051361 Epoch 18: val loss 0.49742627143859863 Epoch 19: train loss 0.3148614004254341 Epoch 19: val loss 0.5280135273933411 Epoch 20: train loss 0.29982098639011384 Epoch 20: val loss 0.5341964960098267 Epoch 21: train loss 0.2967754378914833 Epoch 21: val loss 0.5214371681213379 Epoch 22: train loss 0.30708581805229185 Epoch 22: val loss 0.531319260597229 Epoch 23: train loss 0.2808438241481781 Epoch 23: val loss 0.5505125522613525 Epoch 24: train loss 0.2826265335083008 Epoch 24: val loss 0.541948676109314
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6365932042782123 Epoch 0: val loss 0.5484828352928162 Epoch 1: train loss 0.5037259849218222 Epoch 1: val loss 0.497122585773468 Epoch 2: train loss 0.4616269056613629 Epoch 2: val loss 0.4667859375476837 Epoch 3: train loss 0.4155693008349492 Epoch 3: val loss 0.4658602476119995 Epoch 4: train loss 0.3914728737794436 Epoch 4: val loss 0.4700931906700134 Epoch 5: train loss 0.3821480182500986 Epoch 5: val loss 0.4726699888706207 Epoch 6: train loss 0.43762325323545015 Epoch 6: val loss 0.47276800870895386 Epoch 7: train loss 0.37382769126158494 Epoch 7: val loss 0.45766985416412354 Epoch 8: train loss 0.3803695050569681 Epoch 8: val loss 0.4745684266090393 Epoch 9: train loss 0.4477946265385701 Epoch 9: val loss 0.4619264304637909
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6996152021668174 Epoch 0: val loss 0.674495279788971 Epoch 1: train loss 0.6475532976063815 Epoch 1: val loss 0.65141761302948 Epoch 2: train loss 0.6240954128178683 Epoch 2: val loss 0.6289311647415161 Epoch 3: train loss 0.6073836033994501 Epoch 3: val loss 0.6075431108474731 Epoch 4: train loss 0.5731427886269309 Epoch 4: val loss 0.5982393622398376 Epoch 5: train loss 0.5636512230743062 Epoch 5: val loss 0.5940119624137878 Epoch 6: train loss 0.5563065463846381 Epoch 6: val loss 0.5895431041717529 Epoch 7: train loss 0.5437949706207622 Epoch 7: val loss 0.586122989654541 Epoch 8: train loss 0.5291771997104991 Epoch 8: val loss 0.5843309164047241 Epoch 9: train loss 0.5038551092147827 Epoch 9: val loss 0.5866586565971375 Epoch 10: train loss 0.4915983460166238 Epoch 10: val loss 0.588481068611145 Epoch 11: train loss 0.48839796673167835 Epoch 11: val loss 0.577463686466217 Epoch 12: train loss 0.48265898498621856 Epoch 12: val loss 0.5742055177688599 Epoch 13: train loss 0.47439413179050793 Epoch 13: val loss 0.587215006351471 Epoch 14: train loss 0.46614291722124274 Epoch 14: val loss 0.5887253880500793 Epoch 15: train loss 0.46776531501249835 Epoch 15: val loss 0.5894494652748108 Epoch 16: train loss 0.48698271675543353 Epoch 16: val loss 0.5940014123916626 Epoch 17: train loss 0.45847412131049414 Epoch 17: val loss 0.5904642939567566 Epoch 18: train loss 0.426698010076176 Epoch 18: val loss 0.5892201066017151 Epoch 19: train loss 0.434056894345717 Epoch 19: val loss 0.5933873653411865 Epoch 20: train loss 0.4265974380753257 Epoch 20: val loss 0.6024298071861267 Epoch 21: train loss 0.42245783047242597 Epoch 21: val loss 0.6140621304512024 Epoch 22: train loss 0.42839237505739386 Epoch 22: val loss 0.590142011642456 Epoch 23: train loss 0.4142152856696736 Epoch 23: val loss 0.5828789472579956 Epoch 24: train loss 0.4073117673397064 Epoch 24: val loss 0.6051806211471558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6814917325973511 Epoch 0: val loss 0.6526250243186951 Epoch 1: train loss 0.6464599641886625 Epoch 1: val loss 0.6215201616287231 Epoch 2: train loss 0.6205451000820507 Epoch 2: val loss 0.6001968383789062 Epoch 3: train loss 0.5946399488232352 Epoch 3: val loss 0.5861563086509705 Epoch 4: train loss 0.5812574381178076 Epoch 4: val loss 0.5840849280357361 Epoch 5: train loss 0.5604448887434873 Epoch 5: val loss 0.5688765048980713 Epoch 6: train loss 0.5523691096089103 Epoch 6: val loss 0.5604732036590576 Epoch 7: train loss 0.5287260792472146 Epoch 7: val loss 0.5513427257537842 Epoch 8: train loss 0.5097857740792361 Epoch 8: val loss 0.547045111656189 Epoch 9: train loss 0.5209187783978202 Epoch 9: val loss 0.5465937256813049 Epoch 10: train loss 0.5134318200024691 Epoch 10: val loss 0.5490075349807739 Epoch 11: train loss 0.49874861944805493 Epoch 11: val loss 0.5294703245162964 Epoch 12: train loss 0.48427245020866394 Epoch 12: val loss 0.5291720032691956 Epoch 13: train loss 0.4867808683352037 Epoch 13: val loss 0.5223937630653381 Epoch 14: train loss 0.4751131290739233 Epoch 14: val loss 0.5332879424095154 Epoch 15: train loss 0.4654960171742873 Epoch 15: val loss 0.5107900500297546 Epoch 16: train loss 0.4514224475080317 Epoch 16: val loss 0.5197528004646301 Epoch 17: train loss 0.47535602071068506 Epoch 17: val loss 0.5113575458526611 Epoch 18: train loss 0.43683686581524933 Epoch 18: val loss 0.5271156430244446 Epoch 19: train loss 0.4261148246851834 Epoch 19: val loss 0.523809552192688 Epoch 20: train loss 0.4305657690221613 Epoch 20: val loss 0.5153461694717407 Epoch 21: train loss 0.4251381673596122 Epoch 21: val loss 0.5183332562446594 Epoch 22: train loss 0.40847425027327106 Epoch 22: val loss 0.5277614593505859 Epoch 23: train loss 0.39021173932335596 Epoch 23: val loss 0.5317784547805786 Epoch 24: train loss 0.39477350495078345 Epoch 24: val loss 0.536703884601593
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6685739593072371 Epoch 0: val loss 0.6566370129585266 Epoch 1: train loss 0.6415905898267572 Epoch 1: val loss 0.6345435976982117 Epoch 2: train loss 0.6005760864777998 Epoch 2: val loss 0.6228325963020325 Epoch 3: train loss 0.5864582441069863 Epoch 3: val loss 0.6114116311073303 Epoch 4: train loss 0.5774136185646057 Epoch 4: val loss 0.5998398065567017 Epoch 5: train loss 0.5771240104328502 Epoch 5: val loss 0.5979688763618469 Epoch 6: train loss 0.5508127483454618 Epoch 6: val loss 0.6050307154655457 Epoch 7: train loss 0.5350088775157928 Epoch 7: val loss 0.5953323245048523 Epoch 8: train loss 0.5304771553386342 Epoch 8: val loss 0.5896545052528381 Epoch 9: train loss 0.5022625814784657 Epoch 9: val loss 0.577856719493866 Epoch 10: train loss 0.47856833988969977 Epoch 10: val loss 0.5748811364173889 Epoch 11: train loss 0.48152767528187146 Epoch 11: val loss 0.5743904113769531 Epoch 12: train loss 0.4584935713898052 Epoch 12: val loss 0.57474285364151 Epoch 13: train loss 0.46659438989379187 Epoch 13: val loss 0.5749527215957642 Epoch 14: train loss 0.4679670171304183 Epoch 14: val loss 0.5834740996360779 Epoch 15: train loss 0.45687609910964966 Epoch 15: val loss 0.5674197673797607 Epoch 16: train loss 0.4150189459323883 Epoch 16: val loss 0.5610038638114929 Epoch 17: train loss 0.420390939170664 Epoch 17: val loss 0.5600910782814026 Epoch 18: train loss 0.4285500808195634 Epoch 18: val loss 0.5711380243301392 Epoch 19: train loss 0.42667361281134863 Epoch 19: val loss 0.5886401534080505 Epoch 20: train loss 0.4168466329574585 Epoch 20: val loss 0.5494894981384277 Epoch 21: train loss 0.3892804736440832 Epoch 21: val loss 0.5603464245796204 Epoch 22: train loss 0.4057756147601388 Epoch 22: val loss 0.5667603611946106 Epoch 23: train loss 0.41046190803701227 Epoch 23: val loss 0.5825902223587036 Epoch 24: train loss 0.3861782604997808 Epoch 24: val loss 0.592450737953186
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6807652928612449 Epoch 0: val loss 0.652184784412384 Epoch 1: train loss 0.6358668099750172 Epoch 1: val loss 0.631317675113678 Epoch 2: train loss 0.6168236840854991 Epoch 2: val loss 0.6237982511520386 Epoch 3: train loss 0.5920653126456521 Epoch 3: val loss 0.6197185516357422 Epoch 4: train loss 0.5718669891357422 Epoch 4: val loss 0.6099305152893066 Epoch 5: train loss 0.5668861080299724 Epoch 5: val loss 0.6138619780540466 Epoch 6: train loss 0.559652794491161 Epoch 6: val loss 0.6131191253662109 Epoch 7: train loss 0.5414849655194716 Epoch 7: val loss 0.6066709756851196 Epoch 8: train loss 0.5380817678841677 Epoch 8: val loss 0.595815122127533 Epoch 9: train loss 0.5130415152419697 Epoch 9: val loss 0.5960891842842102 Epoch 10: train loss 0.5113768929784949 Epoch 10: val loss 0.5849012732505798 Epoch 11: train loss 0.4947018785910173 Epoch 11: val loss 0.592964768409729 Epoch 12: train loss 0.4833439696918834 Epoch 12: val loss 0.5960651636123657 Epoch 13: train loss 0.47784445502541284 Epoch 13: val loss 0.5973737835884094 Epoch 14: train loss 0.4713359475135803 Epoch 14: val loss 0.5929526686668396 Epoch 15: train loss 0.47695396705107257 Epoch 15: val loss 0.5903933048248291 Epoch 16: train loss 0.46695208278569306 Epoch 16: val loss 0.5917068123817444 Epoch 17: train loss 0.45644705674865027 Epoch 17: val loss 0.590366005897522 Epoch 18: train loss 0.44066184759140015 Epoch 18: val loss 0.5917450189590454 Epoch 19: train loss 0.4264858771454204 Epoch 19: val loss 0.5937034487724304 Epoch 20: train loss 0.4350374801592393 Epoch 20: val loss 0.5998390913009644 Epoch 21: train loss 0.4040935120799325 Epoch 21: val loss 0.599355936050415 Epoch 22: train loss 0.4225851216099479 Epoch 22: val loss 0.591787576675415 Epoch 23: train loss 0.41528875719417224 Epoch 23: val loss 0.5990509390830994 Epoch 24: train loss 0.3649742007255554 Epoch 24: val loss 0.6067777276039124
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6949689110120137 Epoch 0: val loss 0.6701706051826477 Epoch 1: train loss 0.643396786848704 Epoch 1: val loss 0.6499999761581421 Epoch 2: train loss 0.6190964142481487 Epoch 2: val loss 0.6385492086410522 Epoch 3: train loss 0.6067132274309794 Epoch 3: val loss 0.6261610388755798 Epoch 4: train loss 0.5934211870034536 Epoch 4: val loss 0.6166837215423584 Epoch 5: train loss 0.5823006470998128 Epoch 5: val loss 0.6018611192703247 Epoch 6: train loss 0.5722803473472595 Epoch 6: val loss 0.5917881727218628 Epoch 7: train loss 0.552777373790741 Epoch 7: val loss 0.581023633480072 Epoch 8: train loss 0.5493434647719065 Epoch 8: val loss 0.5805231332778931 Epoch 9: train loss 0.5421451508998871 Epoch 9: val loss 0.5775381922721863 Epoch 10: train loss 0.5188551803429922 Epoch 10: val loss 0.5697600245475769 Epoch 11: train loss 0.5212961335976919 Epoch 11: val loss 0.5592318177223206 Epoch 12: train loss 0.5081414401531219 Epoch 12: val loss 0.5443081855773926 Epoch 13: train loss 0.4969064831733704 Epoch 13: val loss 0.5511363744735718 Epoch 14: train loss 0.4833253800868988 Epoch 14: val loss 0.5572851300239563 Epoch 15: train loss 0.46777313351631167 Epoch 15: val loss 0.5496612191200256 Epoch 16: train loss 0.4664656639099121 Epoch 16: val loss 0.558303952217102 Epoch 17: train loss 0.45777138074239093 Epoch 17: val loss 0.5618900656700134 Epoch 18: train loss 0.4320229878028234 Epoch 18: val loss 0.5609040856361389 Epoch 19: train loss 0.4411814510822296 Epoch 19: val loss 0.5628302097320557 Epoch 20: train loss 0.44953441619873047 Epoch 20: val loss 0.5501293540000916
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.689507449666659 Epoch 0: val loss 0.6885616183280945 Epoch 1: train loss 0.6464083741108576 Epoch 1: val loss 0.6770663261413574 Epoch 2: train loss 0.6235364278157552 Epoch 2: val loss 0.6751165986061096 Epoch 3: train loss 0.6038689464330673 Epoch 3: val loss 0.6923039555549622 Epoch 4: train loss 0.5851652771234512 Epoch 4: val loss 0.6919512152671814 Epoch 5: train loss 0.5793089792132378 Epoch 5: val loss 0.6908964514732361 Epoch 6: train loss 0.5502109155058861 Epoch 6: val loss 0.7001438736915588 Epoch 7: train loss 0.5398883670568466 Epoch 7: val loss 0.6744614243507385 Epoch 8: train loss 0.5043446645140648 Epoch 8: val loss 0.6984921097755432 Epoch 9: train loss 0.5205554639299711 Epoch 9: val loss 0.7200008034706116 Epoch 10: train loss 0.5037857542435328 Epoch 10: val loss 0.6910319924354553 Epoch 11: train loss 0.4835286885499954 Epoch 11: val loss 0.6998044848442078 Epoch 12: train loss 0.48443808406591415 Epoch 12: val loss 0.7081453204154968 Epoch 13: train loss 0.4781494637330373 Epoch 13: val loss 0.6972672939300537 Epoch 14: train loss 0.4617041274905205 Epoch 14: val loss 0.6890398859977722 Epoch 15: train loss 0.47344478964805603 Epoch 15: val loss 0.722558856010437 Epoch 16: train loss 0.4574885095159213 Epoch 16: val loss 0.7240838408470154 Epoch 17: train loss 0.43995023022095364 Epoch 17: val loss 0.7306857705116272 Epoch 18: train loss 0.44721657037734985 Epoch 18: val loss 0.7320387959480286 Epoch 19: train loss 0.4460740660627683 Epoch 19: val loss 0.7122655510902405 Epoch 20: train loss 0.42902381469806034 Epoch 20: val loss 0.7194902896881104 Epoch 21: train loss 0.42439692964156467 Epoch 21: val loss 0.7397992610931396 Epoch 22: train loss 0.42070180426041287 Epoch 22: val loss 0.7582692503929138 Epoch 23: train loss 0.4186069369316101 Epoch 23: val loss 0.7321890592575073 Epoch 24: train loss 0.3947208722432454 Epoch 24: val loss 0.7434715032577515
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903028388818105 Epoch 0: val loss 0.6849461197853088 Epoch 1: train loss 0.6583045125007629 Epoch 1: val loss 0.6709735989570618 Epoch 2: train loss 0.6549332588911057 Epoch 2: val loss 0.6664822101593018 Epoch 3: train loss 0.6481990267833074 Epoch 3: val loss 0.6562315225601196 Epoch 4: train loss 0.6222405085961024 Epoch 4: val loss 0.6423500180244446 Epoch 5: train loss 0.6210297445456187 Epoch 5: val loss 0.6249923706054688 Epoch 6: train loss 0.6073853125174841 Epoch 6: val loss 0.6189059019088745 Epoch 7: train loss 0.5803724328676859 Epoch 7: val loss 0.6240473389625549 Epoch 8: train loss 0.5793716261784235 Epoch 8: val loss 0.6101319193840027 Epoch 9: train loss 0.5623587146401405 Epoch 9: val loss 0.6045728921890259 Epoch 10: train loss 0.5336290548245112 Epoch 10: val loss 0.5925541520118713 Epoch 11: train loss 0.5330727274219195 Epoch 11: val loss 0.5803307294845581 Epoch 12: train loss 0.527608240644137 Epoch 12: val loss 0.5722382664680481 Epoch 13: train loss 0.5230383922656378 Epoch 13: val loss 0.5824931859970093 Epoch 14: train loss 0.5225221862395605 Epoch 14: val loss 0.577465832233429 Epoch 15: train loss 0.49202189842859906 Epoch 15: val loss 0.5748195052146912 Epoch 16: train loss 0.48732641090949375 Epoch 16: val loss 0.5726662874221802 Epoch 17: train loss 0.4617251108090083 Epoch 17: val loss 0.5796716213226318 Epoch 18: train loss 0.46642910689115524 Epoch 18: val loss 0.577731192111969 Epoch 19: train loss 0.4587857375542323 Epoch 19: val loss 0.5833971500396729 Epoch 20: train loss 0.44334742923577625 Epoch 20: val loss 0.600180447101593 Epoch 21: train loss 0.46874455114205676 Epoch 21: val loss 0.6052009463310242 Epoch 22: train loss 0.42685916026433307 Epoch 22: val loss 0.596549391746521 Epoch 23: train loss 0.46776148676872253 Epoch 23: val loss 0.5950107574462891 Epoch 24: train loss 0.4395141303539276 Epoch 24: val loss 0.5994219779968262
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700312023361524 Epoch 0: val loss 0.685995876789093 Epoch 1: train loss 0.665925403436025 Epoch 1: val loss 0.6766355037689209 Epoch 2: train loss 0.6427755604187647 Epoch 2: val loss 0.6699668169021606 Epoch 3: train loss 0.6249220122893652 Epoch 3: val loss 0.6698819994926453 Epoch 4: train loss 0.6029479031761488 Epoch 4: val loss 0.6583459377288818 Epoch 5: train loss 0.6005253940820694 Epoch 5: val loss 0.6464324593544006 Epoch 6: train loss 0.5833819657564163 Epoch 6: val loss 0.6425870656967163 Epoch 7: train loss 0.5629312321543694 Epoch 7: val loss 0.6358746886253357 Epoch 8: train loss 0.5504101862510046 Epoch 8: val loss 0.6395231485366821 Epoch 9: train loss 0.5415267099936804 Epoch 9: val loss 0.6591112613677979 Epoch 10: train loss 0.5238987480600675 Epoch 10: val loss 0.6536863446235657 Epoch 11: train loss 0.5032452965776125 Epoch 11: val loss 0.6612587571144104 Epoch 12: train loss 0.5215813840428988 Epoch 12: val loss 0.661734938621521 Epoch 13: train loss 0.5057303383946419 Epoch 13: val loss 0.6630269885063171 Epoch 14: train loss 0.5014232868949572 Epoch 14: val loss 0.6592925190925598 Epoch 15: train loss 0.48199943949778873 Epoch 15: val loss 0.6715530753135681 Epoch 16: train loss 0.48560677220424014 Epoch 16: val loss 0.6751449108123779 Epoch 17: train loss 0.47154852002859116 Epoch 17: val loss 0.6705514788627625 Epoch 18: train loss 0.46422545115152997 Epoch 18: val loss 0.6697350144386292 Epoch 19: train loss 0.4490871801972389 Epoch 19: val loss 0.6854898929595947 Epoch 20: train loss 0.43632400532563526 Epoch 20: val loss 0.67327880859375 Epoch 21: train loss 0.43352750937143963 Epoch 21: val loss 0.7004811763763428 Epoch 22: train loss 0.43521930774052936 Epoch 22: val loss 0.6906770467758179 Epoch 23: train loss 0.45123836894830066 Epoch 23: val loss 0.6820783615112305 Epoch 24: train loss 0.42052841062347096 Epoch 24: val loss 0.6970152854919434
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6975703338781992 Epoch 0: val loss 0.6769529581069946 Epoch 1: train loss 0.6462851464748383 Epoch 1: val loss 0.6425977349281311 Epoch 2: train loss 0.6210115005572637 Epoch 2: val loss 0.6145675778388977 Epoch 3: train loss 0.6026458889245987 Epoch 3: val loss 0.5991162657737732 Epoch 4: train loss 0.589302067955335 Epoch 4: val loss 0.5826287865638733 Epoch 5: train loss 0.5756357212861379 Epoch 5: val loss 0.5833069682121277 Epoch 6: train loss 0.5546727006634077 Epoch 6: val loss 0.579919159412384 Epoch 7: train loss 0.561234250664711 Epoch 7: val loss 0.5770309567451477 Epoch 8: train loss 0.5245436827341715 Epoch 8: val loss 0.5728171467781067 Epoch 9: train loss 0.5131990561882654 Epoch 9: val loss 0.5690535306930542 Epoch 10: train loss 0.5131578594446182 Epoch 10: val loss 0.5826874375343323 Epoch 11: train loss 0.49080221851666767 Epoch 11: val loss 0.5631377100944519 Epoch 12: train loss 0.4828421100974083 Epoch 12: val loss 0.5664957761764526 Epoch 13: train loss 0.5149867584307989 Epoch 13: val loss 0.5753557085990906 Epoch 14: train loss 0.49155764281749725 Epoch 14: val loss 0.5753361582756042 Epoch 15: train loss 0.46988258014122647 Epoch 15: val loss 0.5875504612922668 Epoch 16: train loss 0.4531509478886922 Epoch 16: val loss 0.577927827835083 Epoch 17: train loss 0.4770629604657491 Epoch 17: val loss 0.5747018456459045 Epoch 18: train loss 0.4520404015978177 Epoch 18: val loss 0.5649892687797546 Epoch 19: train loss 0.4386144354939461 Epoch 19: val loss 0.6024216413497925 Epoch 20: train loss 0.41972585394978523 Epoch 20: val loss 0.60014808177948 Epoch 21: train loss 0.44951476405064267 Epoch 21: val loss 0.5891283750534058 Epoch 22: train loss 0.4492556303739548 Epoch 22: val loss 0.6220627427101135 Epoch 23: train loss 0.4243871296445529 Epoch 23: val loss 0.6095550656318665 Epoch 24: train loss 0.41282382359107334 Epoch 24: val loss 0.6300211548805237
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962525323033333 Epoch 0: val loss 0.6733624339103699 Epoch 1: train loss 0.6702044047415257 Epoch 1: val loss 0.64524906873703 Epoch 2: train loss 0.6455181390047073 Epoch 2: val loss 0.6253637671470642 Epoch 3: train loss 0.6192229948937893 Epoch 3: val loss 0.5962616205215454 Epoch 4: train loss 0.6031032875180244 Epoch 4: val loss 0.5750489234924316 Epoch 5: train loss 0.5999600663781166 Epoch 5: val loss 0.5713783502578735 Epoch 6: train loss 0.5836814884096384 Epoch 6: val loss 0.5754193067550659 Epoch 7: train loss 0.5742403399199247 Epoch 7: val loss 0.5751311779022217 Epoch 8: train loss 0.5799744743853807 Epoch 8: val loss 0.5855379104614258 Epoch 9: train loss 0.5551479775458574 Epoch 9: val loss 0.5909523367881775 Epoch 10: train loss 0.5392846949398518 Epoch 10: val loss 0.5660420060157776 Epoch 11: train loss 0.5403703898191452 Epoch 11: val loss 0.5742554068565369 Epoch 12: train loss 0.525798425078392 Epoch 12: val loss 0.5922846794128418 Epoch 13: train loss 0.5082564260810614 Epoch 13: val loss 0.6022550463676453 Epoch 14: train loss 0.5179965905845165 Epoch 14: val loss 0.58939528465271
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6895863761504492 Epoch 0: val loss 0.6849355101585388 Epoch 1: train loss 0.6618625869353613 Epoch 1: val loss 0.6752740740776062 Epoch 2: train loss 0.6431133349736532 Epoch 2: val loss 0.667388916015625 Epoch 3: train loss 0.6221939275662104 Epoch 3: val loss 0.6748047471046448 Epoch 4: train loss 0.6003058403730392 Epoch 4: val loss 0.6902445554733276 Epoch 5: train loss 0.603321984410286 Epoch 5: val loss 0.6865261793136597 Epoch 6: train loss 0.5921173195044199 Epoch 6: val loss 0.6819863319396973 Epoch 7: train loss 0.5887388810515404 Epoch 7: val loss 0.6832997798919678 Epoch 8: train loss 0.5937217473983765 Epoch 8: val loss 0.6882275938987732 Epoch 9: train loss 0.5837647666533788 Epoch 9: val loss 0.6701353788375854 Epoch 10: train loss 0.5679243008295695 Epoch 10: val loss 0.6768963932991028 Epoch 11: train loss 0.5706733415524164 Epoch 11: val loss 0.6903696060180664 Epoch 12: train loss 0.5530668670932452 Epoch 12: val loss 0.6906270384788513 Epoch 13: train loss 0.5519359732667605 Epoch 13: val loss 0.6837482452392578 Epoch 14: train loss 0.5356815233826637 Epoch 14: val loss 0.68404221534729 Epoch 15: train loss 0.549823393424352 Epoch 15: val loss 0.6952577233314514 Epoch 16: train loss 0.5561314672231674 Epoch 16: val loss 0.6728549599647522 Epoch 17: train loss 0.545252355436484 Epoch 17: val loss 0.6662213206291199 Epoch 18: train loss 0.5198495810230573 Epoch 18: val loss 0.6911693811416626 Epoch 19: train loss 0.5428029422958692 Epoch 19: val loss 0.7026476263999939 Epoch 20: train loss 0.5161906182765961 Epoch 20: val loss 0.6923732757568359 Epoch 21: train loss 0.5065886626640955 Epoch 21: val loss 0.6870397925376892 Epoch 22: train loss 0.5323492288589478 Epoch 22: val loss 0.6884872913360596 Epoch 23: train loss 0.5168818458914757 Epoch 23: val loss 0.6956664323806763 Epoch 24: train loss 0.5044238939881325 Epoch 24: val loss 0.6905791759490967
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6948258380095164 Epoch 0: val loss 0.6793389320373535 Epoch 1: train loss 0.6638642946879069 Epoch 1: val loss 0.6589458584785461 Epoch 2: train loss 0.6649408936500549 Epoch 2: val loss 0.6454046368598938 Epoch 3: train loss 0.6504749159018198 Epoch 3: val loss 0.6351505517959595 Epoch 4: train loss 0.6469126840432485 Epoch 4: val loss 0.6270875334739685 Epoch 5: train loss 0.6298570930957794 Epoch 5: val loss 0.6196516752243042 Epoch 6: train loss 0.6307523449261984 Epoch 6: val loss 0.6154088973999023 Epoch 7: train loss 0.605621670683225 Epoch 7: val loss 0.6057537198066711 Epoch 8: train loss 0.6101273546616236 Epoch 8: val loss 0.6060928702354431 Epoch 9: train loss 0.5948991179466248 Epoch 9: val loss 0.5981801152229309 Epoch 10: train loss 0.6112127204736074 Epoch 10: val loss 0.6024540066719055 Epoch 11: train loss 0.6059451152880987 Epoch 11: val loss 0.6013519167900085 Epoch 12: train loss 0.5820921783645948 Epoch 12: val loss 0.5979350209236145 Epoch 13: train loss 0.5905386780699095 Epoch 13: val loss 0.6021677255630493 Epoch 14: train loss 0.5825197373827299 Epoch 14: val loss 0.6036642789840698 Epoch 15: train loss 0.574378085633119 Epoch 15: val loss 0.5993139743804932 Epoch 16: train loss 0.5702564989527067 Epoch 16: val loss 0.596294105052948 Epoch 17: train loss 0.5726601307590803 Epoch 17: val loss 0.5980306267738342 Epoch 18: train loss 0.5735814521710078 Epoch 18: val loss 0.6144680976867676 Epoch 19: train loss 0.5647444725036621 Epoch 19: val loss 0.6106642484664917 Epoch 20: train loss 0.5655903021494547 Epoch 20: val loss 0.605427622795105 Epoch 21: train loss 0.5624531383315722 Epoch 21: val loss 0.6136924028396606 Epoch 22: train loss 0.5554502581556638 Epoch 22: val loss 0.613366961479187 Epoch 23: train loss 0.5306201005975405 Epoch 23: val loss 0.6120671033859253 Epoch 24: train loss 0.5367970814307531 Epoch 24: val loss 0.6142076253890991
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6983954161405563 Epoch 0: val loss 0.6787716150283813 Epoch 1: train loss 0.6663504342238108 Epoch 1: val loss 0.6637517809867859 Epoch 2: train loss 0.6634230266014735 Epoch 2: val loss 0.6531426906585693 Epoch 3: train loss 0.6372087498505911 Epoch 3: val loss 0.6379437446594238 Epoch 4: train loss 0.6384502053260803 Epoch 4: val loss 0.628515899181366 Epoch 5: train loss 0.6070752243200938 Epoch 5: val loss 0.6215854287147522 Epoch 6: train loss 0.6100581934054693 Epoch 6: val loss 0.617652177810669 Epoch 7: train loss 0.6156411468982697 Epoch 7: val loss 0.6143534183502197 Epoch 8: train loss 0.5836479713519415 Epoch 8: val loss 0.6139558553695679 Epoch 9: train loss 0.5975463738044103 Epoch 9: val loss 0.6096252799034119 Epoch 10: train loss 0.5986916795372963 Epoch 10: val loss 0.6135051250457764 Epoch 11: train loss 0.5788964728514353 Epoch 11: val loss 0.6072720885276794 Epoch 12: train loss 0.5964178269108137 Epoch 12: val loss 0.6081331968307495 Epoch 13: train loss 0.5756752093633016 Epoch 13: val loss 0.6040660738945007 Epoch 14: train loss 0.5577052012085915 Epoch 14: val loss 0.6047906279563904 Epoch 15: train loss 0.5761969983577728 Epoch 15: val loss 0.6063016653060913 Epoch 16: train loss 0.5657687286535898 Epoch 16: val loss 0.6060560345649719 Epoch 17: train loss 0.5494941373666128 Epoch 17: val loss 0.6096781492233276 Epoch 18: train loss 0.5602064629395803 Epoch 18: val loss 0.6108558773994446 Epoch 19: train loss 0.5379365906119347 Epoch 19: val loss 0.6139339804649353 Epoch 20: train loss 0.5431794201334318 Epoch 20: val loss 0.6137691140174866 Epoch 21: train loss 0.5348101705312729 Epoch 21: val loss 0.6115511059761047 Epoch 22: train loss 0.5353146294752756 Epoch 22: val loss 0.6097700595855713 Epoch 23: train loss 0.5295282950003942 Epoch 23: val loss 0.6080149412155151 Epoch 24: train loss 0.5335027600328127 Epoch 24: val loss 0.6142723560333252
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012907713651657 Epoch 0: val loss 0.6804271340370178 Epoch 1: train loss 0.6554509550333023 Epoch 1: val loss 0.6580964922904968 Epoch 2: train loss 0.633751263221105 Epoch 2: val loss 0.6383089423179626 Epoch 3: train loss 0.6436755657196045 Epoch 3: val loss 0.6315456628799438 Epoch 4: train loss 0.605232780178388 Epoch 4: val loss 0.6219972372055054 Epoch 5: train loss 0.6009041691819826 Epoch 5: val loss 0.6239786148071289 Epoch 6: train loss 0.5926325221856436 Epoch 6: val loss 0.633041262626648 Epoch 7: train loss 0.5814179877440134 Epoch 7: val loss 0.6351335644721985 Epoch 8: train loss 0.5737781499822935 Epoch 8: val loss 0.6235400438308716 Epoch 9: train loss 0.5602799529830614 Epoch 9: val loss 0.6340688467025757 Epoch 10: train loss 0.5525280634562174 Epoch 10: val loss 0.6283633708953857 Epoch 11: train loss 0.5508967364827791 Epoch 11: val loss 0.6221834421157837 Epoch 12: train loss 0.5481780792276064 Epoch 12: val loss 0.6344946026802063 Epoch 13: train loss 0.5569123327732086 Epoch 13: val loss 0.6235689520835876 Epoch 14: train loss 0.5473571916421255 Epoch 14: val loss 0.6296865344047546 Epoch 15: train loss 0.5364451805750529 Epoch 15: val loss 0.6414557099342346 Epoch 16: train loss 0.5173688903450966 Epoch 16: val loss 0.6208354830741882 Epoch 17: train loss 0.5284299155076345 Epoch 17: val loss 0.6351100206375122 Epoch 18: train loss 0.5158581212162971 Epoch 18: val loss 0.6422365307807922 Epoch 19: train loss 0.5208871016899744 Epoch 19: val loss 0.6340317726135254 Epoch 20: train loss 0.5279492313663164 Epoch 20: val loss 0.6469374895095825 Epoch 21: train loss 0.4896900604168574 Epoch 21: val loss 0.6552388668060303 Epoch 22: train loss 0.49457349876562756 Epoch 22: val loss 0.6479358077049255 Epoch 23: train loss 0.5015379885832468 Epoch 23: val loss 0.6690494418144226 Epoch 24: train loss 0.4732048362493515 Epoch 24: val loss 0.6649280190467834
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.69560556858778 Epoch 0: val loss 0.6798580884933472 Epoch 1: train loss 0.6759673058986664 Epoch 1: val loss 0.6602961421012878 Epoch 2: train loss 0.6474478989839554 Epoch 2: val loss 0.6392572522163391 Epoch 3: train loss 0.633416373282671 Epoch 3: val loss 0.6239481568336487 Epoch 4: train loss 0.6154228709638119 Epoch 4: val loss 0.6205968260765076 Epoch 5: train loss 0.6024199053645134 Epoch 5: val loss 0.6194034218788147 Epoch 6: train loss 0.6078717261552811 Epoch 6: val loss 0.6241217255592346 Epoch 7: train loss 0.5998607091605663 Epoch 7: val loss 0.6345194578170776 Epoch 8: train loss 0.5864200908690691 Epoch 8: val loss 0.6248690485954285 Epoch 9: train loss 0.5817756298929453 Epoch 9: val loss 0.620825469493866 Epoch 10: train loss 0.5755419638007879 Epoch 10: val loss 0.6257466673851013 Epoch 11: train loss 0.5770213529467583 Epoch 11: val loss 0.6264188289642334
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962009180675853 Epoch 0: val loss 0.688599169254303 Epoch 1: train loss 0.6693928837776184 Epoch 1: val loss 0.6825635433197021 Epoch 2: train loss 0.6566669236529957 Epoch 2: val loss 0.6784411668777466 Epoch 3: train loss 0.6492064215920188 Epoch 3: val loss 0.6726523041725159 Epoch 4: train loss 0.6349877552552656 Epoch 4: val loss 0.6701808571815491 Epoch 5: train loss 0.6405984542586587 Epoch 5: val loss 0.6661067605018616 Epoch 6: train loss 0.6217744187875227 Epoch 6: val loss 0.6680825352668762 Epoch 7: train loss 0.6285312934355303 Epoch 7: val loss 0.6595826148986816 Epoch 8: train loss 0.5899788791483099 Epoch 8: val loss 0.6562364101409912 Epoch 9: train loss 0.627753886309537 Epoch 9: val loss 0.6508716940879822 Epoch 10: train loss 0.6070842797105963 Epoch 10: val loss 0.6466075778007507 Epoch 11: train loss 0.607418873093345 Epoch 11: val loss 0.6462136507034302 Epoch 12: train loss 0.5912743806838989 Epoch 12: val loss 0.6403923034667969 Epoch 13: train loss 0.5805436101826754 Epoch 13: val loss 0.6302646398544312 Epoch 14: train loss 0.5775184306231412 Epoch 14: val loss 0.6225789785385132 Epoch 15: train loss 0.5773085789246992 Epoch 15: val loss 0.6219581961631775 Epoch 16: train loss 0.5762098756703463 Epoch 16: val loss 0.6266841292381287 Epoch 17: train loss 0.575726099989631 Epoch 17: val loss 0.6223933100700378 Epoch 18: train loss 0.5415678295222196 Epoch 18: val loss 0.6253743767738342 Epoch 19: train loss 0.5461349189281464 Epoch 19: val loss 0.6164045333862305 Epoch 20: train loss 0.540353617884896 Epoch 20: val loss 0.6163536906242371 Epoch 21: train loss 0.5419667715376074 Epoch 21: val loss 0.6057869791984558 Epoch 22: train loss 0.5326008905063976 Epoch 22: val loss 0.6110655069351196 Epoch 23: train loss 0.5133893137628381 Epoch 23: val loss 0.6181637048721313 Epoch 24: train loss 0.5046921643343839 Epoch 24: val loss 0.6144501566886902
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6794530911879106 Epoch 0: val loss 0.6756743788719177 Epoch 1: train loss 0.6638760458339344 Epoch 1: val loss 0.6736952066421509 Epoch 2: train loss 0.6517778526652943 Epoch 2: val loss 0.6738858222961426 Epoch 3: train loss 0.6433150497349825 Epoch 3: val loss 0.6685225963592529 Epoch 4: train loss 0.6260893995111639 Epoch 4: val loss 0.6651902198791504 Epoch 5: train loss 0.6141653006727045 Epoch 5: val loss 0.6615646481513977 Epoch 6: train loss 0.6013617515563965 Epoch 6: val loss 0.665138304233551 Epoch 7: train loss 0.5832882631908763 Epoch 7: val loss 0.6744554042816162 Epoch 8: train loss 0.5816254290667447 Epoch 8: val loss 0.6820084452629089 Epoch 9: train loss 0.5565442144870758 Epoch 9: val loss 0.686943531036377 Epoch 10: train loss 0.5358551767739382 Epoch 10: val loss 0.6997319459915161 Epoch 11: train loss 0.5472310537641699 Epoch 11: val loss 0.7047185897827148 Epoch 12: train loss 0.5325274494561282 Epoch 12: val loss 0.7248303294181824 Epoch 13: train loss 0.5196896168318662 Epoch 13: val loss 0.7244121432304382 Epoch 14: train loss 0.5444663031534716 Epoch 14: val loss 0.7406879663467407 Epoch 15: train loss 0.5388611446727406 Epoch 15: val loss 0.734508752822876 Epoch 16: train loss 0.4859995598142797 Epoch 16: val loss 0.7398748397827148 Epoch 17: train loss 0.4882146499373696 Epoch 17: val loss 0.7356362342834473 Epoch 18: train loss 0.4942952665415677 Epoch 18: val loss 0.731660008430481 Epoch 19: train loss 0.47508237578652124 Epoch 19: val loss 0.7428827881813049 Epoch 20: train loss 0.4758872091770172 Epoch 20: val loss 0.7413055896759033 Epoch 21: train loss 0.46432267264886334 Epoch 21: val loss 0.7581574320793152 Epoch 22: train loss 0.4855300946669145 Epoch 22: val loss 0.7623931765556335 Epoch 23: train loss 0.47499791329557245 Epoch 23: val loss 0.7526423335075378 Epoch 24: train loss 0.4538658396764235 Epoch 24: val loss 0.7527650594711304
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6952666640281677 Epoch 0: val loss 0.6611868143081665 Epoch 1: train loss 0.6583172353831205 Epoch 1: val loss 0.6600278615951538 Epoch 2: train loss 0.6521411754868247 Epoch 2: val loss 0.6559005379676819 Epoch 3: train loss 0.6436681530692361 Epoch 3: val loss 0.6607726812362671 Epoch 4: train loss 0.638283675367182 Epoch 4: val loss 0.6549887657165527 Epoch 5: train loss 0.6278731118549 Epoch 5: val loss 0.654117226600647 Epoch 6: train loss 0.620892118323933 Epoch 6: val loss 0.6549729704856873 Epoch 7: train loss 0.5898354920473966 Epoch 7: val loss 0.6554560661315918 Epoch 8: train loss 0.5982483408667825 Epoch 8: val loss 0.6529988646507263 Epoch 9: train loss 0.5808019096201117 Epoch 9: val loss 0.6698747873306274 Epoch 10: train loss 0.5720818503336473 Epoch 10: val loss 0.658231794834137 Epoch 11: train loss 0.5754749802025881 Epoch 11: val loss 0.6612191796302795 Epoch 12: train loss 0.5792803032831713 Epoch 12: val loss 0.6623284220695496 Epoch 13: train loss 0.5647058216008273 Epoch 13: val loss 0.6474860310554504 Epoch 14: train loss 0.5579565140334043 Epoch 14: val loss 0.6567313075065613 Epoch 15: train loss 0.5529726662419059 Epoch 15: val loss 0.6498509049415588 Epoch 16: train loss 0.540218090469187 Epoch 16: val loss 0.6544376611709595 Epoch 17: train loss 0.5272953672842546 Epoch 17: val loss 0.6535952687263489 Epoch 18: train loss 0.5305830131877552 Epoch 18: val loss 0.6464260816574097 Epoch 19: train loss 0.5243341489271685 Epoch 19: val loss 0.6442582011222839 Epoch 20: train loss 0.5051550160754811 Epoch 20: val loss 0.6331778764724731 Epoch 21: train loss 0.5064323788339441 Epoch 21: val loss 0.6533887982368469 Epoch 22: train loss 0.5218144953250885 Epoch 22: val loss 0.6554260849952698 Epoch 23: train loss 0.4814890433441509 Epoch 23: val loss 0.637848973274231 Epoch 24: train loss 0.4798997830260884 Epoch 24: val loss 0.6421101689338684
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6906975616108287 Epoch 0: val loss 0.6809595227241516 Epoch 1: train loss 0.6591023748571222 Epoch 1: val loss 0.6736150979995728 Epoch 2: train loss 0.6424363634803079 Epoch 2: val loss 0.6656321883201599 Epoch 3: train loss 0.6298856030810963 Epoch 3: val loss 0.6601948738098145 Epoch 4: train loss 0.6214963143522089 Epoch 4: val loss 0.6542081832885742 Epoch 5: train loss 0.6093292778188532 Epoch 5: val loss 0.6451374292373657 Epoch 6: train loss 0.5847354314543984 Epoch 6: val loss 0.6420742869377136 Epoch 7: train loss 0.5679336921735243 Epoch 7: val loss 0.6423800587654114 Epoch 8: train loss 0.5807398909872229 Epoch 8: val loss 0.6556710600852966 Epoch 9: train loss 0.5576697750525041 Epoch 9: val loss 0.6521017551422119 Epoch 10: train loss 0.5428227077830922 Epoch 10: val loss 0.6405458450317383 Epoch 11: train loss 0.533527588302439 Epoch 11: val loss 0.6439208388328552 Epoch 12: train loss 0.5321671745993874 Epoch 12: val loss 0.6521391868591309 Epoch 13: train loss 0.5376557409763336 Epoch 13: val loss 0.6571125984191895 Epoch 14: train loss 0.5074996623125944 Epoch 14: val loss 0.6508529782295227 Epoch 15: train loss 0.5003831928426569 Epoch 15: val loss 0.6417311429977417 Epoch 16: train loss 0.49159248308701947 Epoch 16: val loss 0.6492523550987244 Epoch 17: train loss 0.5013318712061102 Epoch 17: val loss 0.6438685655593872 Epoch 18: train loss 0.5043484162200581 Epoch 18: val loss 0.6465009450912476 Epoch 19: train loss 0.47901752862063324 Epoch 19: val loss 0.6433241367340088 Epoch 20: train loss 0.4865493991158225 Epoch 20: val loss 0.6423808336257935 Epoch 21: train loss 0.4639010158452121 Epoch 21: val loss 0.63370680809021 Epoch 22: train loss 0.4567268355326219 Epoch 22: val loss 0.6175934076309204 Epoch 23: train loss 0.48367503014477814 Epoch 23: val loss 0.6278091073036194 Epoch 24: train loss 0.4704484695738012 Epoch 24: val loss 0.6276015639305115
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6840774218241373 Epoch 0: val loss 0.6945353150367737 Epoch 1: train loss 0.6740160703659057 Epoch 1: val loss 0.6888964176177979 Epoch 2: train loss 0.6504687031110128 Epoch 2: val loss 0.6805844306945801 Epoch 3: train loss 0.6364547411600748 Epoch 3: val loss 0.6725245714187622 Epoch 4: train loss 0.6432624181111654 Epoch 4: val loss 0.6702597737312317 Epoch 5: train loss 0.6412024140357971 Epoch 5: val loss 0.6697430610656738 Epoch 6: train loss 0.6235022107760112 Epoch 6: val loss 0.662534773349762 Epoch 7: train loss 0.6116531252861023 Epoch 7: val loss 0.6504752039909363 Epoch 8: train loss 0.5968807478745778 Epoch 8: val loss 0.643212616443634 Epoch 9: train loss 0.5958824634552002 Epoch 9: val loss 0.6441199779510498 Epoch 10: train loss 0.5967123667399089 Epoch 10: val loss 0.6404140591621399 Epoch 11: train loss 0.5920393923918407 Epoch 11: val loss 0.6388303637504578 Epoch 12: train loss 0.5654333790143331 Epoch 12: val loss 0.635863721370697 Epoch 13: train loss 0.5972672382990519 Epoch 13: val loss 0.6311387419700623 Epoch 14: train loss 0.5680327614148458 Epoch 14: val loss 0.6414929032325745 Epoch 15: train loss 0.5827285687128703 Epoch 15: val loss 0.6301180124282837 Epoch 16: train loss 0.5594455420970916 Epoch 16: val loss 0.6316633820533752 Epoch 17: train loss 0.5379090964794159 Epoch 17: val loss 0.6235719919204712 Epoch 18: train loss 0.5321412841478984 Epoch 18: val loss 0.6262586712837219 Epoch 19: train loss 0.5604381203651428 Epoch 19: val loss 0.6231635212898254 Epoch 20: train loss 0.5407537559668223 Epoch 20: val loss 0.6157503724098206 Epoch 21: train loss 0.5315138061841329 Epoch 21: val loss 0.608594536781311 Epoch 22: train loss 0.5319956243038177 Epoch 22: val loss 0.6138328909873962
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932954650658828 Epoch 0: val loss 0.6818206906318665 Epoch 1: train loss 0.6566383288456843 Epoch 1: val loss 0.6744489669799805 Epoch 2: train loss 0.6443354166471041 Epoch 2: val loss 0.661979615688324 Epoch 3: train loss 0.631510445704827 Epoch 3: val loss 0.656444787979126 Epoch 4: train loss 0.6273244206721966 Epoch 4: val loss 0.6520949006080627 Epoch 5: train loss 0.6221194863319397 Epoch 5: val loss 0.6522359848022461 Epoch 6: train loss 0.6041682912753179 Epoch 6: val loss 0.6490941047668457 Epoch 7: train loss 0.5913970607977647 Epoch 7: val loss 0.646567702293396 Epoch 8: train loss 0.5945570147954501 Epoch 8: val loss 0.6462892889976501 Epoch 9: train loss 0.5901850049312298 Epoch 9: val loss 0.6446434259414673 Epoch 10: train loss 0.5724329512852889 Epoch 10: val loss 0.6428676247596741 Epoch 11: train loss 0.5738830084984119 Epoch 11: val loss 0.6441166996955872 Epoch 12: train loss 0.5622246976082141 Epoch 12: val loss 0.6438608169555664 Epoch 13: train loss 0.5655510265093583 Epoch 13: val loss 0.6486377716064453 Epoch 14: train loss 0.5556379900528834 Epoch 14: val loss 0.6499002575874329 Epoch 15: train loss 0.548496085863847 Epoch 15: val loss 0.6566254496574402 Epoch 16: train loss 0.5378924562380865 Epoch 16: val loss 0.6557499170303345 Epoch 17: train loss 0.5290780938588656 Epoch 17: val loss 0.6619393229484558 Epoch 18: train loss 0.5029121843668131 Epoch 18: val loss 0.6811205744743347 Epoch 19: train loss 0.528562951546449 Epoch 19: val loss 0.6650967597961426 Epoch 20: train loss 0.5203904051047105 Epoch 20: val loss 0.6657763123512268 Epoch 21: train loss 0.5001243352890015 Epoch 21: val loss 0.6790813207626343 Epoch 22: train loss 0.5046385228633881 Epoch 22: val loss 0.6784076690673828 Epoch 23: train loss 0.49073690405258763 Epoch 23: val loss 0.6708017587661743 Epoch 24: train loss 0.47890742466999936 Epoch 24: val loss 0.6774696111679077
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6931681266197791 Epoch 0: val loss 0.6869978308677673 Epoch 1: train loss 0.6574459534425002 Epoch 1: val loss 0.679204523563385 Epoch 2: train loss 0.6538466857029841 Epoch 2: val loss 0.675169825553894 Epoch 3: train loss 0.641030660042396 Epoch 3: val loss 0.6720264554023743 Epoch 4: train loss 0.6348390304125272 Epoch 4: val loss 0.6728044748306274 Epoch 5: train loss 0.6279759361193731 Epoch 5: val loss 0.6753700375556946 Epoch 6: train loss 0.6128648886313806 Epoch 6: val loss 0.6732772588729858 Epoch 7: train loss 0.5985206732383141 Epoch 7: val loss 0.6791985034942627 Epoch 8: train loss 0.5752414740048922 Epoch 8: val loss 0.6788362264633179 Epoch 9: train loss 0.585732123026481 Epoch 9: val loss 0.6792130470275879 Epoch 10: train loss 0.5709490913611192 Epoch 10: val loss 0.6733084917068481 Epoch 11: train loss 0.5831799140343299 Epoch 11: val loss 0.681505560874939 Epoch 12: train loss 0.5778742799392114 Epoch 12: val loss 0.6841182112693787 Epoch 13: train loss 0.5587158913795764 Epoch 13: val loss 0.6824187636375427 Epoch 14: train loss 0.5526079764732947 Epoch 14: val loss 0.6788132190704346 Epoch 15: train loss 0.5668153625268203 Epoch 15: val loss 0.677229642868042 Epoch 16: train loss 0.5564597936776968 Epoch 16: val loss 0.6715132594108582 Epoch 17: train loss 0.5430307181981894 Epoch 17: val loss 0.683462917804718 Epoch 18: train loss 0.5227530231842628 Epoch 18: val loss 0.6825153827667236 Epoch 19: train loss 0.5407661107870249 Epoch 19: val loss 0.6630088686943054 Epoch 20: train loss 0.5086013835210067 Epoch 20: val loss 0.6633599400520325 Epoch 21: train loss 0.5092479678300711 Epoch 21: val loss 0.6468372344970703 Epoch 22: train loss 0.5106268043701465 Epoch 22: val loss 0.649654746055603 Epoch 23: train loss 0.48350725265649647 Epoch 23: val loss 0.6465041041374207 Epoch 24: train loss 0.5014540461393503 Epoch 24: val loss 0.6425378322601318
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925044334851779 Epoch 0: val loss 0.6792813539505005 Epoch 1: train loss 0.6700340601114126 Epoch 1: val loss 0.6702302098274231 Epoch 2: train loss 0.6534126355097845 Epoch 2: val loss 0.6606483459472656 Epoch 3: train loss 0.6568722679064825 Epoch 3: val loss 0.6554792523384094 Epoch 4: train loss 0.6449261949612544 Epoch 4: val loss 0.6557737588882446 Epoch 5: train loss 0.636012966816242 Epoch 5: val loss 0.6555609107017517 Epoch 6: train loss 0.6204455540730403 Epoch 6: val loss 0.6610165238380432 Epoch 7: train loss 0.611766095344837 Epoch 7: val loss 0.6526282429695129 Epoch 8: train loss 0.6214909920325646 Epoch 8: val loss 0.658979058265686 Epoch 9: train loss 0.5861241725774912 Epoch 9: val loss 0.6618109345436096 Epoch 10: train loss 0.587105237520658 Epoch 10: val loss 0.6657639741897583 Epoch 11: train loss 0.5753947221315824 Epoch 11: val loss 0.6660768389701843 Epoch 12: train loss 0.5632084424679096 Epoch 12: val loss 0.6751331686973572 Epoch 13: train loss 0.5698458552360535 Epoch 13: val loss 0.6720432043075562 Epoch 14: train loss 0.5702671569127303 Epoch 14: val loss 0.6649889945983887 Epoch 15: train loss 0.5624971733643458 Epoch 15: val loss 0.6682941317558289 Epoch 16: train loss 0.5688906197364514 Epoch 16: val loss 0.6659480333328247 Epoch 17: train loss 0.519626090159783 Epoch 17: val loss 0.6702250242233276 Epoch 18: train loss 0.5386493595746847 Epoch 18: val loss 0.6755787134170532 Epoch 19: train loss 0.5097534794073838 Epoch 19: val loss 0.6796758770942688 Epoch 20: train loss 0.5286401533163511 Epoch 20: val loss 0.6779418587684631 Epoch 21: train loss 0.5118317099717947 Epoch 21: val loss 0.6782844066619873 Epoch 22: train loss 0.5160570557300861 Epoch 22: val loss 0.6806464195251465 Epoch 23: train loss 0.4847387786094959 Epoch 23: val loss 0.6873804330825806 Epoch 24: train loss 0.4789355786947104 Epoch 24: val loss 0.711227297782898
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965261835318345 Epoch 0: val loss 0.6814306378364563 Epoch 1: train loss 0.669241570509397 Epoch 1: val loss 0.6781547665596008 Epoch 2: train loss 0.6675357176707342 Epoch 2: val loss 0.6736396551132202 Epoch 3: train loss 0.6385947007399339 Epoch 3: val loss 0.6672719717025757 Epoch 4: train loss 0.6220035232030429 Epoch 4: val loss 0.6641729474067688 Epoch 5: train loss 0.618876732312716 Epoch 5: val loss 0.6627787947654724 Epoch 6: train loss 0.6017897266608018 Epoch 6: val loss 0.6621243357658386 Epoch 7: train loss 0.5789126111910894 Epoch 7: val loss 0.6600580215454102 Epoch 8: train loss 0.579863252548071 Epoch 8: val loss 0.6624732613563538 Epoch 9: train loss 0.5893426766762366 Epoch 9: val loss 0.6713146567344666 Epoch 10: train loss 0.5688289082967318 Epoch 10: val loss 0.6683551073074341 Epoch 11: train loss 0.5364737831629239 Epoch 11: val loss 0.6708378791809082 Epoch 12: train loss 0.5425813450263097 Epoch 12: val loss 0.67457515001297 Epoch 13: train loss 0.5388918794118441 Epoch 13: val loss 0.6749734878540039 Epoch 14: train loss 0.5250217708257529 Epoch 14: val loss 0.6839228868484497 Epoch 15: train loss 0.5252592930426965 Epoch 15: val loss 0.6839715242385864 Epoch 16: train loss 0.5048438608646393 Epoch 16: val loss 0.685559868812561 Epoch 17: train loss 0.5315543711185455 Epoch 17: val loss 0.6847333312034607 Epoch 18: train loss 0.5004041951436263 Epoch 18: val loss 0.6817530989646912 Epoch 19: train loss 0.5025569819487058 Epoch 19: val loss 0.6912736296653748 Epoch 20: train loss 0.4802163472542396 Epoch 20: val loss 0.6866101026535034 Epoch 21: train loss 0.47510309173510623 Epoch 21: val loss 0.6958390474319458 Epoch 22: train loss 0.4801344183775095 Epoch 22: val loss 0.6958889365196228 Epoch 23: train loss 0.4842876402231363 Epoch 23: val loss 0.7013364434242249 Epoch 24: train loss 0.46495871589734006 Epoch 24: val loss 0.7105477452278137
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6942650290096507 Epoch 0: val loss 0.6774632930755615 Epoch 1: train loss 0.6676437434028176 Epoch 1: val loss 0.663892924785614 Epoch 2: train loss 0.6390214913031634 Epoch 2: val loss 0.6508343815803528 Epoch 3: train loss 0.6334840900757733 Epoch 3: val loss 0.6393818259239197 Epoch 4: train loss 0.6227286002215218 Epoch 4: val loss 0.6418317556381226 Epoch 5: train loss 0.6129513908835018 Epoch 5: val loss 0.6351495981216431 Epoch 6: train loss 0.5908516329877517 Epoch 6: val loss 0.6376004815101624 Epoch 7: train loss 0.6017288951312795 Epoch 7: val loss 0.6318429112434387 Epoch 8: train loss 0.5898451296722188 Epoch 8: val loss 0.6216686964035034 Epoch 9: train loss 0.5826499058919794 Epoch 9: val loss 0.6322953701019287 Epoch 10: train loss 0.556079799638075 Epoch 10: val loss 0.6317622065544128 Epoch 11: train loss 0.5434363186359406 Epoch 11: val loss 0.626020073890686 Epoch 12: train loss 0.5561240823829875 Epoch 12: val loss 0.6421539187431335 Epoch 13: train loss 0.5482919882325565 Epoch 13: val loss 0.6481980681419373 Epoch 14: train loss 0.5455896906992969 Epoch 14: val loss 0.6330240368843079 Epoch 15: train loss 0.528466415755889 Epoch 15: val loss 0.6468037962913513 Epoch 16: train loss 0.533873959499247 Epoch 16: val loss 0.6556150913238525 Epoch 17: train loss 0.5256377844249501 Epoch 17: val loss 0.6544442176818848 Epoch 18: train loss 0.5196992597159218 Epoch 18: val loss 0.6549938321113586 Epoch 19: train loss 0.5075937544598299 Epoch 19: val loss 0.6534807682037354 Epoch 20: train loss 0.5022024933029624 Epoch 20: val loss 0.674910843372345
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697188268105189 Epoch 0: val loss 0.689140260219574 Epoch 1: train loss 0.6716804305712382 Epoch 1: val loss 0.6858954429626465 Epoch 2: train loss 0.6726215034723282 Epoch 2: val loss 0.6895997524261475 Epoch 3: train loss 0.6562033394972483 Epoch 3: val loss 0.6942912340164185 Epoch 4: train loss 0.6488526711861292 Epoch 4: val loss 0.6977333426475525 Epoch 5: train loss 0.6393214762210846 Epoch 5: val loss 0.704026460647583 Epoch 6: train loss 0.6327013870080312 Epoch 6: val loss 0.7123442888259888 Epoch 7: train loss 0.6304276784261068 Epoch 7: val loss 0.7132796049118042 Epoch 8: train loss 0.6259034673372904 Epoch 8: val loss 0.715914785861969 Epoch 9: train loss 0.615644338230292 Epoch 9: val loss 0.7156481146812439 Epoch 10: train loss 0.6119149823983511 Epoch 10: val loss 0.7206063270568848 Epoch 11: train loss 0.5989154875278473 Epoch 11: val loss 0.7251427173614502 Epoch 12: train loss 0.601030208170414 Epoch 12: val loss 0.7182368636131287 Epoch 13: train loss 0.5939736813306808 Epoch 13: val loss 0.718068540096283 Epoch 14: train loss 0.5966210961341858 Epoch 14: val loss 0.7274835109710693 Epoch 15: train loss 0.5870712002118429 Epoch 15: val loss 0.7431523203849792 Epoch 16: train loss 0.5934991911053658 Epoch 16: val loss 0.7412907481193542 Epoch 17: train loss 0.5601932927966118 Epoch 17: val loss 0.730948269367218 Epoch 18: train loss 0.5739587272206942 Epoch 18: val loss 0.7250120043754578 Epoch 19: train loss 0.5542497957746187 Epoch 19: val loss 0.7234062552452087 Epoch 20: train loss 0.5477750077843666 Epoch 20: val loss 0.718927264213562 Epoch 21: train loss 0.5427061716715494 Epoch 21: val loss 0.7228445410728455 Epoch 22: train loss 0.554367775718371 Epoch 22: val loss 0.7372055649757385 Epoch 23: train loss 0.5483423545956612 Epoch 23: val loss 0.7248126864433289 Epoch 24: train loss 0.5472235853473345 Epoch 24: val loss 0.734818696975708
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7009631395339966 Epoch 0: val loss 0.6881589293479919 Epoch 1: train loss 0.6840993861357371 Epoch 1: val loss 0.6892077922821045 Epoch 2: train loss 0.6591584235429764 Epoch 2: val loss 0.68703693151474 Epoch 3: train loss 0.6583235859870911 Epoch 3: val loss 0.6863386034965515 Epoch 4: train loss 0.6498637348413467 Epoch 4: val loss 0.6888406276702881 Epoch 5: train loss 0.6382886320352554 Epoch 5: val loss 0.6920374035835266 Epoch 6: train loss 0.6248477300008138 Epoch 6: val loss 0.6865266561508179 Epoch 7: train loss 0.6192785153786341 Epoch 7: val loss 0.687857985496521 Epoch 8: train loss 0.6373707950115204 Epoch 8: val loss 0.6866618394851685 Epoch 9: train loss 0.6349237561225891 Epoch 9: val loss 0.6823399662971497 Epoch 10: train loss 0.6062057465314865 Epoch 10: val loss 0.6810536980628967 Epoch 11: train loss 0.6166280508041382 Epoch 11: val loss 0.6838876008987427 Epoch 12: train loss 0.6056478271881739 Epoch 12: val loss 0.6837120056152344 Epoch 13: train loss 0.6148209025462469 Epoch 13: val loss 0.686821460723877 Epoch 14: train loss 0.6031175702810287 Epoch 14: val loss 0.6868476867675781 Epoch 15: train loss 0.6101551428437233 Epoch 15: val loss 0.680492639541626 Epoch 16: train loss 0.5887481321891149 Epoch 16: val loss 0.6884118318557739 Epoch 17: train loss 0.5991874585549036 Epoch 17: val loss 0.6795932054519653 Epoch 18: train loss 0.5790995185573896 Epoch 18: val loss 0.6948153972625732 Epoch 19: train loss 0.5881209522485733 Epoch 19: val loss 0.6988043189048767 Epoch 20: train loss 0.5853792404135069 Epoch 20: val loss 0.6936656832695007 Epoch 21: train loss 0.5724928677082062 Epoch 21: val loss 0.6949734687805176 Epoch 22: train loss 0.5806179841359457 Epoch 22: val loss 0.6994808912277222 Epoch 23: train loss 0.5452382738391558 Epoch 23: val loss 0.7109435796737671 Epoch 24: train loss 0.5843444739778837 Epoch 24: val loss 0.7025162577629089
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6966249992450079 Epoch 0: val loss 0.6839376091957092 Epoch 1: train loss 0.6880635420481364 Epoch 1: val loss 0.6816866397857666 Epoch 2: train loss 0.6722061733404795 Epoch 2: val loss 0.6776259541511536 Epoch 3: train loss 0.6600442280371984 Epoch 3: val loss 0.6844321489334106 Epoch 4: train loss 0.6618280907471975 Epoch 4: val loss 0.6828251481056213 Epoch 5: train loss 0.6498806824286779 Epoch 5: val loss 0.6737755537033081 Epoch 6: train loss 0.6469548791646957 Epoch 6: val loss 0.6793311834335327 Epoch 7: train loss 0.6381797244151434 Epoch 7: val loss 0.6811898946762085 Epoch 8: train loss 0.6461278150478998 Epoch 8: val loss 0.6810426115989685 Epoch 9: train loss 0.6257196714480718 Epoch 9: val loss 0.6813273429870605 Epoch 10: train loss 0.6144711077213287 Epoch 10: val loss 0.6869129538536072 Epoch 11: train loss 0.6169686516125997 Epoch 11: val loss 0.6878362894058228 Epoch 12: train loss 0.595319797595342 Epoch 12: val loss 0.6989104151725769 Epoch 13: train loss 0.5910428514083227 Epoch 13: val loss 0.699644148349762 Epoch 14: train loss 0.5808746640880903 Epoch 14: val loss 0.711474597454071 Epoch 15: train loss 0.5637383659680685 Epoch 15: val loss 0.7160624861717224 Epoch 16: train loss 0.5829035937786102 Epoch 16: val loss 0.7308369278907776 Epoch 17: train loss 0.5760617256164551 Epoch 17: val loss 0.7301288843154907 Epoch 18: train loss 0.5498523811499277 Epoch 18: val loss 0.7262408137321472 Epoch 19: train loss 0.5432896862427393 Epoch 19: val loss 0.7317488193511963 Epoch 20: train loss 0.5501367871960005 Epoch 20: val loss 0.7412726283073425 Epoch 21: train loss 0.539879376689593 Epoch 21: val loss 0.7441471219062805 Epoch 22: train loss 0.5428284232815107 Epoch 22: val loss 0.777018666267395 Epoch 23: train loss 0.5363729372620583 Epoch 23: val loss 0.7713866829872131 Epoch 24: train loss 0.5313723857204119 Epoch 24: val loss 0.7568863034248352
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7018054674069086 Epoch 0: val loss 0.6961288452148438 Epoch 1: train loss 0.6794524391492208 Epoch 1: val loss 0.6946283578872681 Epoch 2: train loss 0.656665230790774 Epoch 2: val loss 0.6961585879325867 Epoch 3: train loss 0.658526599407196 Epoch 3: val loss 0.6975828409194946 Epoch 4: train loss 0.6270723889271418 Epoch 4: val loss 0.7002071142196655 Epoch 5: train loss 0.6307420283555984 Epoch 5: val loss 0.7033472061157227 Epoch 6: train loss 0.6304247230291367 Epoch 6: val loss 0.7115609049797058 Epoch 7: train loss 0.6111851582924525 Epoch 7: val loss 0.7088806629180908 Epoch 8: train loss 0.6284654587507248 Epoch 8: val loss 0.7109860777854919 Epoch 9: train loss 0.6147581388552984 Epoch 9: val loss 0.7199696898460388 Epoch 10: train loss 0.6027979552745819 Epoch 10: val loss 0.7239960432052612 Epoch 11: train loss 0.5966391811768214 Epoch 11: val loss 0.7364768981933594 Epoch 12: train loss 0.5884370307127634 Epoch 12: val loss 0.7347179651260376 Epoch 13: train loss 0.5622892081737518 Epoch 13: val loss 0.7349703311920166 Epoch 14: train loss 0.5928052266438802 Epoch 14: val loss 0.732848048210144 Epoch 15: train loss 0.5690737466017405 Epoch 15: val loss 0.7318289279937744 Epoch 16: train loss 0.562214362124602 Epoch 16: val loss 0.7368108034133911 Epoch 17: train loss 0.5785967086752256 Epoch 17: val loss 0.7373532056808472 Epoch 18: train loss 0.5582174559434255 Epoch 18: val loss 0.7325096130371094 Epoch 19: train loss 0.5523778026302656 Epoch 19: val loss 0.7435008883476257 Epoch 20: train loss 0.5513274719317754 Epoch 20: val loss 0.7480340600013733 Epoch 21: train loss 0.5398643439014753 Epoch 21: val loss 0.7428956627845764 Epoch 22: train loss 0.5345722710092863 Epoch 22: val loss 0.754679799079895 Epoch 23: train loss 0.5406764994064966 Epoch 23: val loss 0.7675842642784119 Epoch 24: train loss 0.5413479059934616 Epoch 24: val loss 0.7546807527542114
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7013379409909248 Epoch 0: val loss 0.6910868287086487 Epoch 1: train loss 0.684254378080368 Epoch 1: val loss 0.6747613549232483 Epoch 2: train loss 0.6693777814507484 Epoch 2: val loss 0.6689890623092651 Epoch 3: train loss 0.6695850044488907 Epoch 3: val loss 0.6697779297828674 Epoch 4: train loss 0.6560379005968571 Epoch 4: val loss 0.6631775498390198 Epoch 5: train loss 0.6547547914087772 Epoch 5: val loss 0.6569423675537109 Epoch 6: train loss 0.6437275744974613 Epoch 6: val loss 0.6526786088943481 Epoch 7: train loss 0.6396028883755207 Epoch 7: val loss 0.6519826054573059 Epoch 8: train loss 0.6323175095021725 Epoch 8: val loss 0.6573716998100281 Epoch 9: train loss 0.6319735012948513 Epoch 9: val loss 0.6510666608810425 Epoch 10: train loss 0.6195366866886616 Epoch 10: val loss 0.650043785572052 Epoch 11: train loss 0.6057202816009521 Epoch 11: val loss 0.6529867649078369
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
20 Epoch 0: train loss 0.6597480263028827 Epoch 0: val loss 0.6073132157325745 Epoch 1: train loss 0.5961419812270573 Epoch 1: val loss 0.5957812666893005 Epoch 2: train loss 0.5660489201545715 Epoch 2: val loss 0.5835007429122925 Epoch 3: train loss 0.53030612213271 Epoch 3: val loss 0.572780430316925 Epoch 4: train loss 0.5635636874607631 Epoch 4: val loss 0.5660567879676819 Epoch 5: train loss 0.5435869268008641 Epoch 5: val loss 0.5619856119155884 Epoch 6: train loss 0.5375965365341732 Epoch 6: val loss 0.5612272024154663 Epoch 7: train loss 0.5568682508809226 Epoch 7: val loss 0.5589971542358398 Epoch 8: train loss 0.49973651341029574 Epoch 8: val loss 0.5535346865653992 Epoch 9: train loss 0.5168642571994236 Epoch 9: val loss 0.5490655303001404 Epoch 10: train loss 0.5399663661207471 Epoch 10: val loss 0.5457413792610168 Epoch 11: train loss 0.49085674967084614 Epoch 11: val loss 0.5406554341316223 Epoch 12: train loss 0.4930443636008671 Epoch 12: val loss 0.5427525043487549 Epoch 13: train loss 0.49490013292857576 Epoch 13: val loss 0.5503358244895935 Epoch 14: train loss 0.48609637788363863 Epoch 14: val loss 0.5510216951370239 Epoch 15: train loss 0.5226267448493412 Epoch 15: val loss 0.5517323017120361 Epoch 16: train loss 0.538840264081955 Epoch 16: val loss 0.5423508286476135 Epoch 17: train loss 0.46584589992250713 Epoch 17: val loss 0.5336884260177612 Epoch 18: train loss 0.5238898864814213 Epoch 18: val loss 0.5359284281730652 Epoch 19: train loss 0.46774705818721224 Epoch 19: val loss 0.5427929162979126 Epoch 20: train loss 0.4733151452881949 Epoch 20: val loss 0.5392530560493469 Epoch 21: train loss 0.4552733983312334 Epoch 21: val loss 0.5413180589675903 Epoch 22: train loss 0.45570998106684 Epoch 22: val loss 0.5465087890625 Epoch 23: train loss 0.4406473551477705 Epoch 23: val loss 0.5424314141273499 Epoch 24: train loss 0.4535086580685207 Epoch 24: val loss 0.5341358780860901
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6357677919524056 Epoch 0: val loss 0.646245002746582 Epoch 1: train loss 0.6002707225935799 Epoch 1: val loss 0.6470006108283997 Epoch 2: train loss 0.5523729494639805 Epoch 2: val loss 0.6376550793647766 Epoch 3: train loss 0.5475258486611503 Epoch 3: val loss 0.6403595209121704 Epoch 4: train loss 0.5324778301375253 Epoch 4: val loss 0.6536672115325928 Epoch 5: train loss 0.5503064777169909 Epoch 5: val loss 0.6701509952545166 Epoch 6: train loss 0.5065187300954547 Epoch 6: val loss 0.686633288860321 Epoch 7: train loss 0.4795899455036436 Epoch 7: val loss 0.6823760271072388 Epoch 8: train loss 0.5314766551767077 Epoch 8: val loss 0.6798301935195923 Epoch 9: train loss 0.5388905320848737 Epoch 9: val loss 0.66358482837677 Epoch 10: train loss 0.5351014137268066 Epoch 10: val loss 0.6647152900695801 Epoch 11: train loss 0.5067109763622284 Epoch 11: val loss 0.6531851887702942 Epoch 12: train loss 0.47715104477746145 Epoch 12: val loss 0.6592798233032227 Epoch 13: train loss 0.4748590758868626 Epoch 13: val loss 0.6647385954856873 Epoch 14: train loss 0.4384905163730894 Epoch 14: val loss 0.6795191168785095 Epoch 15: train loss 0.4603660064084189 Epoch 15: val loss 0.6828330159187317 Epoch 16: train loss 0.4999180904456547 Epoch 16: val loss 0.6856846213340759 Epoch 17: train loss 0.45693872230393545 Epoch 17: val loss 0.6712326407432556 Epoch 18: train loss 0.4651995726994106 Epoch 18: val loss 0.6667197346687317 Epoch 19: train loss 0.4214017263480595 Epoch 19: val loss 0.6769282221794128 Epoch 20: train loss 0.4260982424020767 Epoch 20: val loss 0.7036795020103455 Epoch 21: train loss 0.40939573092120035 Epoch 21: val loss 0.6976052522659302 Epoch 22: train loss 0.3861131604228701 Epoch 22: val loss 0.6963663697242737 Epoch 23: train loss 0.4170276309762682 Epoch 23: val loss 0.694728434085846 Epoch 24: train loss 0.4037221372127533 Epoch 24: val loss 0.6616947054862976
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680826050894601 Epoch 0: val loss 0.6565966010093689 Epoch 1: train loss 0.616456653390612 Epoch 1: val loss 0.6227859854698181 Epoch 2: train loss 0.5822079692568097 Epoch 2: val loss 0.6016897559165955 Epoch 3: train loss 0.545663867677961 Epoch 3: val loss 0.5922641754150391 Epoch 4: train loss 0.5991937645844051 Epoch 4: val loss 0.58952796459198 Epoch 5: train loss 0.6385340094566345 Epoch 5: val loss 0.5945277810096741 Epoch 6: train loss 0.5103030375071934 Epoch 6: val loss 0.606511652469635 Epoch 7: train loss 0.526294640132359 Epoch 7: val loss 0.6096103191375732 Epoch 8: train loss 0.5145315485341209 Epoch 8: val loss 0.6227750778198242 Epoch 9: train loss 0.4924536347389221 Epoch 9: val loss 0.6329283714294434 Epoch 10: train loss 0.5256836244038173 Epoch 10: val loss 0.6398334503173828 Epoch 11: train loss 0.5184921707425799 Epoch 11: val loss 0.6452586650848389 Epoch 12: train loss 0.5211157883916583 Epoch 12: val loss 0.6500330567359924 Epoch 13: train loss 0.5013609656265804 Epoch 13: val loss 0.6544742584228516 Epoch 14: train loss 0.522904247045517 Epoch 14: val loss 0.6616120338439941 Epoch 15: train loss 0.5051880053111485 Epoch 15: val loss 0.6501419544219971 Epoch 16: train loss 0.48639652132987976 Epoch 16: val loss 0.6482933759689331 Epoch 17: train loss 0.4795870525496347 Epoch 17: val loss 0.6609013080596924 Epoch 18: train loss 0.43322691321372986 Epoch 18: val loss 0.6730508804321289 Epoch 19: train loss 0.4673575631209782 Epoch 19: val loss 0.6922129988670349 Epoch 20: train loss 0.4552715505872454 Epoch 20: val loss 0.7027938365936279 Epoch 21: train loss 0.4200315347739628 Epoch 21: val loss 0.7121356725692749 Epoch 22: train loss 0.43996746625219074 Epoch 22: val loss 0.7290059328079224 Epoch 23: train loss 0.45075781430516926 Epoch 23: val loss 0.7533879280090332 Epoch 24: train loss 0.4461476377078465 Epoch 24: val loss 0.7630768418312073
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856995906148639 Epoch 0: val loss 0.6075745224952698 Epoch 1: train loss 0.6484588810375759 Epoch 1: val loss 0.5738688111305237 Epoch 2: train loss 0.6044448273522514 Epoch 2: val loss 0.5613780617713928 Epoch 3: train loss 0.5646362176963261 Epoch 3: val loss 0.5510116815567017 Epoch 4: train loss 0.54714577964374 Epoch 4: val loss 0.5456316471099854 Epoch 5: train loss 0.5958146325179509 Epoch 5: val loss 0.5380176305770874 Epoch 6: train loss 0.5380145864827293 Epoch 6: val loss 0.5386905670166016 Epoch 7: train loss 0.5551643073558807 Epoch 7: val loss 0.5431995391845703 Epoch 8: train loss 0.5401713762964521 Epoch 8: val loss 0.5536279678344727 Epoch 9: train loss 0.5294225684234074 Epoch 9: val loss 0.54778653383255 Epoch 10: train loss 0.48836064764431547 Epoch 10: val loss 0.5397079586982727 Epoch 11: train loss 0.566063289131437 Epoch 11: val loss 0.536598265171051 Epoch 12: train loss 0.4848546470914568 Epoch 12: val loss 0.5338165163993835 Epoch 13: train loss 0.48846504943711416 Epoch 13: val loss 0.5360013842582703 Epoch 14: train loss 0.5228169475282941 Epoch 14: val loss 0.5507722496986389 Epoch 15: train loss 0.479718131678445 Epoch 15: val loss 0.5575154423713684 Epoch 16: train loss 0.49183760796274456 Epoch 16: val loss 0.5569764971733093 Epoch 17: train loss 0.4903799593448639 Epoch 17: val loss 0.5606144666671753 Epoch 18: train loss 0.4963964947632381 Epoch 18: val loss 0.5664653778076172 Epoch 19: train loss 0.488955625465938 Epoch 19: val loss 0.5798068046569824 Epoch 20: train loss 0.531317629984447 Epoch 20: val loss 0.5965946316719055 Epoch 21: train loss 0.43900929391384125 Epoch 21: val loss 0.6210936307907104 Epoch 22: train loss 0.43926745653152466 Epoch 22: val loss 0.6212037801742554 Epoch 23: train loss 0.4568138122558594 Epoch 23: val loss 0.6163766980171204 Epoch 24: train loss 0.4491391692842756 Epoch 24: val loss 0.6101471781730652
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6616506311628554 Epoch 0: val loss 0.6618964076042175 Epoch 1: train loss 0.584592643711302 Epoch 1: val loss 0.6137856245040894 Epoch 2: train loss 0.5582218170166016 Epoch 2: val loss 0.6094323992729187 Epoch 3: train loss 0.5495522220929464 Epoch 3: val loss 0.6275095343589783 Epoch 4: train loss 0.5315894782543182 Epoch 4: val loss 0.6406981348991394 Epoch 5: train loss 0.6196400490072038 Epoch 5: val loss 0.656582236289978 Epoch 6: train loss 0.5130556093321906 Epoch 6: val loss 0.6772770881652832 Epoch 7: train loss 0.5157362288898892 Epoch 7: val loss 0.6770089268684387 Epoch 8: train loss 0.48560694191190934 Epoch 8: val loss 0.6853809356689453
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789827793836594 Epoch 0: val loss 0.6446170210838318 Epoch 1: train loss 0.5984786376357079 Epoch 1: val loss 0.5877806544303894 Epoch 2: train loss 0.5545665919780731 Epoch 2: val loss 0.5475054979324341 Epoch 3: train loss 0.5161751583218575 Epoch 3: val loss 0.5309877991676331 Epoch 4: train loss 0.49979443848133087 Epoch 4: val loss 0.5128872990608215 Epoch 5: train loss 0.5131626091897488 Epoch 5: val loss 0.511093258857727 Epoch 6: train loss 0.4783366546034813 Epoch 6: val loss 0.524002194404602 Epoch 7: train loss 0.46125803887844086 Epoch 7: val loss 0.5223727226257324 Epoch 8: train loss 0.45860839262604713 Epoch 8: val loss 0.5274211764335632 Epoch 9: train loss 0.46853743866086006 Epoch 9: val loss 0.5204458832740784 Epoch 10: train loss 0.43664204329252243 Epoch 10: val loss 0.5193635821342468 Epoch 11: train loss 0.4401916489005089 Epoch 11: val loss 0.5154910087585449 Epoch 12: train loss 0.4136670008301735 Epoch 12: val loss 0.5117002129554749 Epoch 13: train loss 0.413542952388525 Epoch 13: val loss 0.5136417150497437 Epoch 14: train loss 0.4152051992714405 Epoch 14: val loss 0.5041874647140503 Epoch 15: train loss 0.39734287187457085 Epoch 15: val loss 0.5134295225143433 Epoch 16: train loss 0.40553776547312737 Epoch 16: val loss 0.5195226669311523 Epoch 17: train loss 0.41188081353902817 Epoch 17: val loss 0.5142434239387512 Epoch 18: train loss 0.4007015489041805 Epoch 18: val loss 0.5133518576622009 Epoch 19: train loss 0.38468272238969803 Epoch 19: val loss 0.5356166958808899 Epoch 20: train loss 0.39575254917144775 Epoch 20: val loss 0.5445151925086975 Epoch 21: train loss 0.374856173992157 Epoch 21: val loss 0.5468159914016724 Epoch 22: train loss 0.3671337254345417 Epoch 22: val loss 0.5349666476249695 Epoch 23: train loss 0.36228470131754875 Epoch 23: val loss 0.5311756134033203 Epoch 24: train loss 0.3484949469566345 Epoch 24: val loss 0.5102167725563049
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6814332902431488 Epoch 0: val loss 0.6551593542098999 Epoch 1: train loss 0.604753203690052 Epoch 1: val loss 0.6087756156921387 Epoch 2: train loss 0.5602439157664776 Epoch 2: val loss 0.5559287667274475 Epoch 3: train loss 0.5239642821252346 Epoch 3: val loss 0.5268712639808655 Epoch 4: train loss 0.5010563656687737 Epoch 4: val loss 0.5145490765571594 Epoch 5: train loss 0.48105907067656517 Epoch 5: val loss 0.5114272832870483 Epoch 6: train loss 0.4676944389939308 Epoch 6: val loss 0.5131763815879822 Epoch 7: train loss 0.46413361839950085 Epoch 7: val loss 0.5148547887802124 Epoch 8: train loss 0.4643215350806713 Epoch 8: val loss 0.507370114326477 Epoch 9: train loss 0.48205603659152985 Epoch 9: val loss 0.49840426445007324 Epoch 10: train loss 0.44900694489479065 Epoch 10: val loss 0.5044040083885193 Epoch 11: train loss 0.4471062086522579 Epoch 11: val loss 0.5045658946037292 Epoch 12: train loss 0.4395368658006191 Epoch 12: val loss 0.5155109167098999 Epoch 13: train loss 0.43554627150297165 Epoch 13: val loss 0.5125288367271423 Epoch 14: train loss 0.4246533438563347 Epoch 14: val loss 0.5125597715377808 Epoch 15: train loss 0.40005286410450935 Epoch 15: val loss 0.5171151161193848 Epoch 16: train loss 0.3918002229183912 Epoch 16: val loss 0.5289893746376038 Epoch 17: train loss 0.35442084819078445 Epoch 17: val loss 0.5375477075576782 Epoch 18: train loss 0.37755152955651283 Epoch 18: val loss 0.5485211610794067 Epoch 19: train loss 0.39092322438955307 Epoch 19: val loss 0.5508631467819214 Epoch 20: train loss 0.3562711253762245 Epoch 20: val loss 0.5590851306915283 Epoch 21: train loss 0.36671170964837074 Epoch 21: val loss 0.5588781237602234 Epoch 22: train loss 0.3562440536916256 Epoch 22: val loss 0.5796417593955994 Epoch 23: train loss 0.3389951456338167 Epoch 23: val loss 0.5904260873794556 Epoch 24: train loss 0.3219499997794628 Epoch 24: val loss 0.5806062817573547
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6397997587919235 Epoch 0: val loss 0.6361440420150757 Epoch 1: train loss 0.5816127210855484 Epoch 1: val loss 0.5990186333656311 Epoch 2: train loss 0.5365252867341042 Epoch 2: val loss 0.570256769657135 Epoch 3: train loss 0.49751556292176247 Epoch 3: val loss 0.5579779148101807 Epoch 4: train loss 0.4713025316596031 Epoch 4: val loss 0.5616777539253235 Epoch 5: train loss 0.46992868557572365 Epoch 5: val loss 0.5724838972091675 Epoch 6: train loss 0.4489315114915371 Epoch 6: val loss 0.5680601000785828 Epoch 7: train loss 0.451259583234787 Epoch 7: val loss 0.5700153708457947 Epoch 8: train loss 0.42919792234897614 Epoch 8: val loss 0.57191002368927 Epoch 9: train loss 0.4061618112027645 Epoch 9: val loss 0.5893017649650574 Epoch 10: train loss 0.4217168651521206 Epoch 10: val loss 0.5941139459609985 Epoch 11: train loss 0.42796117812395096 Epoch 11: val loss 0.5917949676513672 Epoch 12: train loss 0.39265525713562965 Epoch 12: val loss 0.5983618497848511 Epoch 13: train loss 0.38268373534083366 Epoch 13: val loss 0.6141082644462585 Epoch 14: train loss 0.3751804567873478 Epoch 14: val loss 0.6266095042228699 Epoch 15: train loss 0.3654339127242565 Epoch 15: val loss 0.6335404515266418 Epoch 16: train loss 0.36730807833373547 Epoch 16: val loss 0.6399511694908142 Epoch 17: train loss 0.3574986606836319 Epoch 17: val loss 0.6446384191513062 Epoch 18: train loss 0.3694366365671158 Epoch 18: val loss 0.6514114737510681 Epoch 19: train loss 0.3578278087079525 Epoch 19: val loss 0.6395862102508545 Epoch 20: train loss 0.33946239948272705 Epoch 20: val loss 0.6428733468055725 Epoch 21: train loss 0.34925906360149384 Epoch 21: val loss 0.6613557934761047 Epoch 22: train loss 0.3265399634838104 Epoch 22: val loss 0.6739829182624817 Epoch 23: train loss 0.3207275904715061 Epoch 23: val loss 0.6834492683410645 Epoch 24: train loss 0.27360124699771404 Epoch 24: val loss 0.6830143332481384
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6786854714155197 Epoch 0: val loss 0.6492639780044556 Epoch 1: train loss 0.5935338139533997 Epoch 1: val loss 0.603452742099762 Epoch 2: train loss 0.545083612203598 Epoch 2: val loss 0.5563438534736633 Epoch 3: train loss 0.5272939391434193 Epoch 3: val loss 0.5341147184371948 Epoch 4: train loss 0.502398643642664 Epoch 4: val loss 0.5269840955734253 Epoch 5: train loss 0.5054276436567307 Epoch 5: val loss 0.5289788246154785 Epoch 6: train loss 0.46977413073182106 Epoch 6: val loss 0.5248193740844727 Epoch 7: train loss 0.4651022180914879 Epoch 7: val loss 0.5210666060447693 Epoch 8: train loss 0.4502982050180435 Epoch 8: val loss 0.5210457444190979 Epoch 9: train loss 0.44831594452261925 Epoch 9: val loss 0.5362122058868408 Epoch 10: train loss 0.43277063220739365 Epoch 10: val loss 0.5304157733917236 Epoch 11: train loss 0.4320882372558117 Epoch 11: val loss 0.5294297933578491 Epoch 12: train loss 0.4031463898718357 Epoch 12: val loss 0.5375366806983948 Epoch 13: train loss 0.3972281962633133 Epoch 13: val loss 0.5371887683868408 Epoch 14: train loss 0.4109347574412823 Epoch 14: val loss 0.54200279712677 Epoch 15: train loss 0.3810040280222893 Epoch 15: val loss 0.5582390427589417 Epoch 16: train loss 0.37437743321061134 Epoch 16: val loss 0.5564905405044556 Epoch 17: train loss 0.3745206892490387 Epoch 17: val loss 0.5717869997024536 Epoch 18: train loss 0.35070764273405075 Epoch 18: val loss 0.5800912380218506 Epoch 19: train loss 0.3484661132097244 Epoch 19: val loss 0.582451581954956 Epoch 20: train loss 0.36218877881765366 Epoch 20: val loss 0.5808669328689575 Epoch 21: train loss 0.33236348256468773 Epoch 21: val loss 0.6117517948150635 Epoch 22: train loss 0.3153188172727823 Epoch 22: val loss 0.6061277389526367 Epoch 23: train loss 0.30370050109922886 Epoch 23: val loss 0.6105934381484985 Epoch 24: train loss 0.31067709624767303 Epoch 24: val loss 0.6211917400360107
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6727445342323997 Epoch 0: val loss 0.6493693590164185 Epoch 1: train loss 0.5983099774880842 Epoch 1: val loss 0.6076794266700745 Epoch 2: train loss 0.5346986055374146 Epoch 2: val loss 0.5754109621047974 Epoch 3: train loss 0.4949504245411266 Epoch 3: val loss 0.5423372983932495 Epoch 4: train loss 0.4844097982753407 Epoch 4: val loss 0.5304834246635437 Epoch 5: train loss 0.4909636974334717 Epoch 5: val loss 0.529385507106781 Epoch 6: train loss 0.46608511155301874 Epoch 6: val loss 0.5227319002151489 Epoch 7: train loss 0.45511267672885547 Epoch 7: val loss 0.517328143119812 Epoch 8: train loss 0.4529614353721792 Epoch 8: val loss 0.5236059427261353 Epoch 9: train loss 0.4455789463086562 Epoch 9: val loss 0.5274777412414551 Epoch 10: train loss 0.43731989101930097 Epoch 10: val loss 0.5245763659477234 Epoch 11: train loss 0.4233812920071862 Epoch 11: val loss 0.5285741090774536 Epoch 12: train loss 0.43356769464232703 Epoch 12: val loss 0.530584990978241 Epoch 13: train loss 0.4018984951756217 Epoch 13: val loss 0.5400682091712952 Epoch 14: train loss 0.4213977659290487 Epoch 14: val loss 0.5487855076789856 Epoch 15: train loss 0.40907991474325006 Epoch 15: val loss 0.5431203246116638 Epoch 16: train loss 0.3931754163720391 Epoch 16: val loss 0.537857174873352 Epoch 17: train loss 0.3862119560891932 Epoch 17: val loss 0.5422028303146362 Epoch 18: train loss 0.3967574455521323 Epoch 18: val loss 0.5466849207878113 Epoch 19: train loss 0.36650926687500696 Epoch 19: val loss 0.5640337467193604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6550551533699036 Epoch 0: val loss 0.6165017485618591 Epoch 1: train loss 0.5853705823421478 Epoch 1: val loss 0.5662500858306885 Epoch 2: train loss 0.5444289803504944 Epoch 2: val loss 0.5496228337287903 Epoch 3: train loss 0.5119585126638413 Epoch 3: val loss 0.542654275894165 Epoch 4: train loss 0.4898412376642227 Epoch 4: val loss 0.545785129070282 Epoch 5: train loss 0.48503072559833527 Epoch 5: val loss 0.555583119392395 Epoch 6: train loss 0.4965098351240158 Epoch 6: val loss 0.5478973984718323 Epoch 7: train loss 0.4932689905166626 Epoch 7: val loss 0.5428788661956787 Epoch 8: train loss 0.4886148691177368 Epoch 8: val loss 0.535548210144043 Epoch 9: train loss 0.47137550115585325 Epoch 9: val loss 0.5375199317932129 Epoch 10: train loss 0.4994353860616684 Epoch 10: val loss 0.532768189907074 Epoch 11: train loss 0.4641588568687439 Epoch 11: val loss 0.5285263657569885 Epoch 12: train loss 0.4645911782979965 Epoch 12: val loss 0.5256333351135254 Epoch 13: train loss 0.4359285235404968 Epoch 13: val loss 0.5212243795394897 Epoch 14: train loss 0.4704326272010803 Epoch 14: val loss 0.5220271944999695 Epoch 15: train loss 0.44289540946483613 Epoch 15: val loss 0.5291436910629272 Epoch 16: train loss 0.43866966366767884 Epoch 16: val loss 0.5313705205917358 Epoch 17: train loss 0.42086226046085357 Epoch 17: val loss 0.5365809202194214 Epoch 18: train loss 0.42520253658294677 Epoch 18: val loss 0.5404607653617859 Epoch 19: train loss 0.4473602309823036 Epoch 19: val loss 0.5406650304794312 Epoch 20: train loss 0.41391797065734864 Epoch 20: val loss 0.5474202632904053 Epoch 21: train loss 0.40066142529249194 Epoch 21: val loss 0.5451328754425049 Epoch 22: train loss 0.41830416321754454 Epoch 22: val loss 0.5455107688903809 Epoch 23: train loss 0.41046210527420046 Epoch 23: val loss 0.5494800209999084 Epoch 24: train loss 0.39286607801914214 Epoch 24: val loss 0.5500320196151733
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6623205363750457 Epoch 0: val loss 0.6007944345474243 Epoch 1: train loss 0.5865167766809464 Epoch 1: val loss 0.5510324239730835 Epoch 2: train loss 0.5469321429729461 Epoch 2: val loss 0.5152671933174133 Epoch 3: train loss 0.5055954724550247 Epoch 3: val loss 0.5103215575218201 Epoch 4: train loss 0.5049865931272507 Epoch 4: val loss 0.5092140436172485 Epoch 5: train loss 0.49638388156890867 Epoch 5: val loss 0.5091140270233154 Epoch 6: train loss 0.48633870482444763 Epoch 6: val loss 0.5170199275016785 Epoch 7: train loss 0.47264895737171175 Epoch 7: val loss 0.5210822820663452 Epoch 8: train loss 0.48329204618930816 Epoch 8: val loss 0.519789457321167 Epoch 9: train loss 0.4587634414434433 Epoch 9: val loss 0.5293240547180176 Epoch 10: train loss 0.4424245566129684 Epoch 10: val loss 0.5367359519004822 Epoch 11: train loss 0.43396972119808197 Epoch 11: val loss 0.536374568939209 Epoch 12: train loss 0.4218367666006088 Epoch 12: val loss 0.5473118424415588 Epoch 13: train loss 0.4321973234415054 Epoch 13: val loss 0.5553784966468811 Epoch 14: train loss 0.4240023881196976 Epoch 14: val loss 0.567096471786499 Epoch 15: train loss 0.40379097759723664 Epoch 15: val loss 0.5688412189483643 Epoch 16: train loss 0.40691434442996977 Epoch 16: val loss 0.5880858302116394 Epoch 17: train loss 0.4322644084692001 Epoch 17: val loss 0.5946166515350342 Epoch 18: train loss 0.3909308761358261 Epoch 18: val loss 0.5943695902824402 Epoch 19: train loss 0.3926336020231247 Epoch 19: val loss 0.6069753170013428 Epoch 20: train loss 0.36441600918769834 Epoch 20: val loss 0.5985700488090515 Epoch 21: train loss 0.3441663712263107 Epoch 21: val loss 0.6118006706237793 Epoch 22: train loss 0.35450907200574877 Epoch 22: val loss 0.6246581077575684 Epoch 23: train loss 0.37914657443761823 Epoch 23: val loss 0.6395183801651001 Epoch 24: train loss 0.32719884216785433 Epoch 24: val loss 0.6440966725349426
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6298763632774353 Epoch 0: val loss 0.5768912434577942 Epoch 1: train loss 0.5587334245443344 Epoch 1: val loss 0.5388771891593933 Epoch 2: train loss 0.5394180357456207 Epoch 2: val loss 0.5248523950576782 Epoch 3: train loss 0.5055474281311035 Epoch 3: val loss 0.5203865170478821 Epoch 4: train loss 0.5148338586091995 Epoch 4: val loss 0.5270799994468689 Epoch 5: train loss 0.5501130789518356 Epoch 5: val loss 0.5290619134902954 Epoch 6: train loss 0.4915883779525757 Epoch 6: val loss 0.5209632515907288 Epoch 7: train loss 0.5109458535909652 Epoch 7: val loss 0.5143550038337708 Epoch 8: train loss 0.49491065740585327 Epoch 8: val loss 0.5149921178817749 Epoch 9: train loss 0.481635707616806 Epoch 9: val loss 0.5204228162765503 Epoch 10: train loss 0.48069163262844083 Epoch 10: val loss 0.5197367668151855 Epoch 11: train loss 0.45587132275104525 Epoch 11: val loss 0.5153084993362427 Epoch 12: train loss 0.4566943496465683 Epoch 12: val loss 0.5207131505012512 Epoch 13: train loss 0.44404787123203276 Epoch 13: val loss 0.5187540650367737 Epoch 14: train loss 0.44694726169109344 Epoch 14: val loss 0.5114227533340454 Epoch 15: train loss 0.42053075730800626 Epoch 15: val loss 0.5187191963195801 Epoch 16: train loss 0.4054107695817947 Epoch 16: val loss 0.5296880006790161 Epoch 17: train loss 0.4364007830619812 Epoch 17: val loss 0.5284370183944702 Epoch 18: train loss 0.3937150686979294 Epoch 18: val loss 0.5360218286514282 Epoch 19: train loss 0.3986379235982895 Epoch 19: val loss 0.53957200050354 Epoch 20: train loss 0.3897621318697929 Epoch 20: val loss 0.5373455286026001 Epoch 21: train loss 0.37619000375270845 Epoch 21: val loss 0.540606677532196 Epoch 22: train loss 0.4182522088289261 Epoch 22: val loss 0.5429980754852295 Epoch 23: train loss 0.38312235176563264 Epoch 23: val loss 0.5606898069381714 Epoch 24: train loss 0.3477629035711288 Epoch 24: val loss 0.5646344423294067
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6631374835968018 Epoch 0: val loss 0.6213369965553284 Epoch 1: train loss 0.5512489885091781 Epoch 1: val loss 0.5926783084869385 Epoch 2: train loss 0.5088690161705017 Epoch 2: val loss 0.6038052439689636 Epoch 3: train loss 0.4851265847682953 Epoch 3: val loss 0.6103363037109375 Epoch 4: train loss 0.4762828886508942 Epoch 4: val loss 0.6111806035041809 Epoch 5: train loss 0.48680218756198884 Epoch 5: val loss 0.6067959070205688 Epoch 6: train loss 0.46964831054210665 Epoch 6: val loss 0.6017060279846191 Epoch 7: train loss 0.4618902713060379 Epoch 7: val loss 0.593612790107727 Epoch 8: train loss 0.4536355257034302 Epoch 8: val loss 0.5938985347747803 Epoch 9: train loss 0.44379736185073854 Epoch 9: val loss 0.5958908796310425 Epoch 10: train loss 0.440905824303627 Epoch 10: val loss 0.5949666500091553 Epoch 11: train loss 0.44436235129833224 Epoch 11: val loss 0.5982229113578796 Epoch 12: train loss 0.4392794191837311 Epoch 12: val loss 0.5984524488449097 Epoch 13: train loss 0.42002818584442136 Epoch 13: val loss 0.5979580879211426 Epoch 14: train loss 0.3918973356485367 Epoch 14: val loss 0.5943875312805176 Epoch 15: train loss 0.39101047813892365 Epoch 15: val loss 0.5970015525817871 Epoch 16: train loss 0.39144058525562286 Epoch 16: val loss 0.6127992272377014 Epoch 17: train loss 0.41767717003822324 Epoch 17: val loss 0.6193258166313171 Epoch 18: train loss 0.3969063699245453 Epoch 18: val loss 0.6156507730484009 Epoch 19: train loss 0.3711361825466156 Epoch 19: val loss 0.6215460300445557 Epoch 20: train loss 0.3745707720518112 Epoch 20: val loss 0.6216375827789307 Epoch 21: train loss 0.36961048245429995 Epoch 21: val loss 0.62386155128479 Epoch 22: train loss 0.3572122514247894 Epoch 22: val loss 0.627316951751709 Epoch 23: train loss 0.3586367666721344 Epoch 23: val loss 0.6286858916282654 Epoch 24: train loss 0.34862699508666994 Epoch 24: val loss 0.6225570440292358
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6331543463927048 Epoch 0: val loss 0.6173638701438904 Epoch 1: train loss 0.5639855563640594 Epoch 1: val loss 0.5724036693572998 Epoch 2: train loss 0.5284826526275048 Epoch 2: val loss 0.5470504760742188 Epoch 3: train loss 0.5126039752593408 Epoch 3: val loss 0.5337821245193481 Epoch 4: train loss 0.5013760374142573 Epoch 4: val loss 0.5297589898109436 Epoch 5: train loss 0.4990046414045187 Epoch 5: val loss 0.517828643321991 Epoch 6: train loss 0.48632655235437244 Epoch 6: val loss 0.5177479386329651 Epoch 7: train loss 0.462088202054684 Epoch 7: val loss 0.5162116289138794 Epoch 8: train loss 0.4767810862797957 Epoch 8: val loss 0.5160254836082458 Epoch 9: train loss 0.4656861676619603 Epoch 9: val loss 0.5161133408546448 Epoch 10: train loss 0.453923931488624 Epoch 10: val loss 0.5204200148582458 Epoch 11: train loss 0.4577014446258545 Epoch 11: val loss 0.5236605405807495 Epoch 12: train loss 0.45494699019652146 Epoch 12: val loss 0.5137330889701843 Epoch 13: train loss 0.4392675436460055 Epoch 13: val loss 0.514577329158783
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022021743986342 Epoch 0: val loss 0.6811394691467285 Epoch 1: train loss 0.6689436833063761 Epoch 1: val loss 0.6708446145057678 Epoch 2: train loss 0.6324520177311368 Epoch 2: val loss 0.6646625399589539 Epoch 3: train loss 0.6085846225420634 Epoch 3: val loss 0.6550437808036804 Epoch 4: train loss 0.5861457520061069 Epoch 4: val loss 0.6511666178703308 Epoch 5: train loss 0.5774720973438687 Epoch 5: val loss 0.6447102427482605 Epoch 6: train loss 0.5637784434689416 Epoch 6: val loss 0.6461003422737122 Epoch 7: train loss 0.5554399788379669 Epoch 7: val loss 0.6526687741279602 Epoch 8: train loss 0.5301661656962501 Epoch 8: val loss 0.6483105421066284 Epoch 9: train loss 0.4990403155485789 Epoch 9: val loss 0.6539039015769958 Epoch 10: train loss 0.49629858798450893 Epoch 10: val loss 0.6657325625419617 Epoch 11: train loss 0.4881121317545573 Epoch 11: val loss 0.6633242964744568 Epoch 12: train loss 0.485663781563441 Epoch 12: val loss 0.6646580100059509 Epoch 13: train loss 0.4544340835677253 Epoch 13: val loss 0.6642147898674011 Epoch 14: train loss 0.4513729512691498 Epoch 14: val loss 0.6672558784484863 Epoch 15: train loss 0.4440503815809886 Epoch 15: val loss 0.6699227690696716 Epoch 16: train loss 0.442919072177675 Epoch 16: val loss 0.6800822615623474 Epoch 17: train loss 0.43098218573464286 Epoch 17: val loss 0.6724372506141663 Epoch 18: train loss 0.41300345460573834 Epoch 18: val loss 0.6674780249595642 Epoch 19: train loss 0.42123058769438004 Epoch 19: val loss 0.6954293847084045 Epoch 20: train loss 0.4018413457605574 Epoch 20: val loss 0.6980009078979492 Epoch 21: train loss 0.41016580330000985 Epoch 21: val loss 0.6884140372276306 Epoch 22: train loss 0.3915915720992618 Epoch 22: val loss 0.6902044415473938 Epoch 23: train loss 0.3845783405833774 Epoch 23: val loss 0.6908202767372131 Epoch 24: train loss 0.3599025325642692 Epoch 24: val loss 0.7142632007598877
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6977229913075765 Epoch 0: val loss 0.6683273911476135 Epoch 1: train loss 0.6600299808714125 Epoch 1: val loss 0.6464545130729675 Epoch 2: train loss 0.6498575210571289 Epoch 2: val loss 0.6287665963172913 Epoch 3: train loss 0.6169731484519111 Epoch 3: val loss 0.6173570156097412 Epoch 4: train loss 0.6096661620669894 Epoch 4: val loss 0.6115147471427917 Epoch 5: train loss 0.588444259431627 Epoch 5: val loss 0.6047027111053467 Epoch 6: train loss 0.5836439629395803 Epoch 6: val loss 0.6001281142234802 Epoch 7: train loss 0.5642386111948225 Epoch 7: val loss 0.6060894131660461 Epoch 8: train loss 0.5481885936525133 Epoch 8: val loss 0.6028030514717102 Epoch 9: train loss 0.5376871592468686 Epoch 9: val loss 0.6045294404029846 Epoch 10: train loss 0.539585656589932 Epoch 10: val loss 0.6102473139762878 Epoch 11: train loss 0.5122078955173492 Epoch 11: val loss 0.6146042943000793 Epoch 12: train loss 0.5105074147383372 Epoch 12: val loss 0.6262239813804626 Epoch 13: train loss 0.4716251856750912 Epoch 13: val loss 0.622316300868988 Epoch 14: train loss 0.4781311485502455 Epoch 14: val loss 0.621770977973938 Epoch 15: train loss 0.45708395706282723 Epoch 15: val loss 0.6283344626426697 Epoch 16: train loss 0.4556305607159932 Epoch 16: val loss 0.630949854850769 Epoch 17: train loss 0.4679486155509949 Epoch 17: val loss 0.6399354338645935 Epoch 18: train loss 0.4775414864222209 Epoch 18: val loss 0.6206744909286499 Epoch 19: train loss 0.43310514754719204 Epoch 19: val loss 0.637678861618042 Epoch 20: train loss 0.4327584471967485 Epoch 20: val loss 0.6947722434997559 Epoch 21: train loss 0.4412558674812317 Epoch 21: val loss 0.6818110942840576 Epoch 22: train loss 0.43232227696312797 Epoch 22: val loss 0.6669312119483948 Epoch 23: train loss 0.42765485909250045 Epoch 23: val loss 0.6661072373390198 Epoch 24: train loss 0.3915291610691283 Epoch 24: val loss 0.6978302597999573
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6845099992222257 Epoch 0: val loss 0.6738932132720947 Epoch 1: train loss 0.6561945146984525 Epoch 1: val loss 0.6517091989517212 Epoch 2: train loss 0.6420156757036845 Epoch 2: val loss 0.6384365558624268 Epoch 3: train loss 0.6096079481972588 Epoch 3: val loss 0.6279595494270325 Epoch 4: train loss 0.5986384749412537 Epoch 4: val loss 0.6197890639305115 Epoch 5: train loss 0.5744957890775468 Epoch 5: val loss 0.6115503907203674 Epoch 6: train loss 0.5541468958059946 Epoch 6: val loss 0.6113955974578857 Epoch 7: train loss 0.5443363785743713 Epoch 7: val loss 0.6108639240264893 Epoch 8: train loss 0.5235823955800798 Epoch 8: val loss 0.6040325164794922 Epoch 9: train loss 0.5162759158346388 Epoch 9: val loss 0.5983206033706665 Epoch 10: train loss 0.515618900458018 Epoch 10: val loss 0.5968437790870667 Epoch 11: train loss 0.49130695395999485 Epoch 11: val loss 0.5957615375518799 Epoch 12: train loss 0.5012316637569003 Epoch 12: val loss 0.5999207496643066 Epoch 13: train loss 0.4966287679142422 Epoch 13: val loss 0.5916087031364441 Epoch 14: train loss 0.47181381781895954 Epoch 14: val loss 0.6139894127845764 Epoch 15: train loss 0.4706671138604482 Epoch 15: val loss 0.6069787740707397 Epoch 16: train loss 0.48982751700613236 Epoch 16: val loss 0.6144026517868042 Epoch 17: train loss 0.4678012861145867 Epoch 17: val loss 0.6201232075691223 Epoch 18: train loss 0.45388203859329224 Epoch 18: val loss 0.6127653121948242 Epoch 19: train loss 0.4378606544600593 Epoch 19: val loss 0.6178343892097473 Epoch 20: train loss 0.45871180295944214 Epoch 20: val loss 0.6254010796546936 Epoch 21: train loss 0.45436837275822956 Epoch 21: val loss 0.6359919309616089 Epoch 22: train loss 0.44696197244856095 Epoch 22: val loss 0.6121887564659119 Epoch 23: train loss 0.4089348680443234 Epoch 23: val loss 0.6051610708236694 Epoch 24: train loss 0.43445217940542435 Epoch 24: val loss 0.626922607421875
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6901441150241427 Epoch 0: val loss 0.6641290187835693 Epoch 1: train loss 0.6553978456391228 Epoch 1: val loss 0.651878297328949 Epoch 2: train loss 0.6380648480521308 Epoch 2: val loss 0.6361520886421204 Epoch 3: train loss 0.6087257398499383 Epoch 3: val loss 0.6180805563926697 Epoch 4: train loss 0.6035424338446723 Epoch 4: val loss 0.6037479043006897 Epoch 5: train loss 0.5807255638970269 Epoch 5: val loss 0.6027407646179199 Epoch 6: train loss 0.5718519455856748 Epoch 6: val loss 0.5908258557319641 Epoch 7: train loss 0.5466165012783475 Epoch 7: val loss 0.5727679133415222 Epoch 8: train loss 0.5328528980414072 Epoch 8: val loss 0.562030017375946 Epoch 9: train loss 0.5164990954928927 Epoch 9: val loss 0.5522550940513611 Epoch 10: train loss 0.5165251559681363 Epoch 10: val loss 0.5512059330940247 Epoch 11: train loss 0.5193027125464545 Epoch 11: val loss 0.5556365847587585 Epoch 12: train loss 0.49847949544588727 Epoch 12: val loss 0.5539633631706238 Epoch 13: train loss 0.5023251407676272 Epoch 13: val loss 0.5426166653633118 Epoch 14: train loss 0.5195434623294406 Epoch 14: val loss 0.5441522598266602 Epoch 15: train loss 0.482906785276201 Epoch 15: val loss 0.5333873629570007 Epoch 16: train loss 0.47898193531566197 Epoch 16: val loss 0.5290732383728027 Epoch 17: train loss 0.4598259793387519 Epoch 17: val loss 0.5435637831687927 Epoch 18: train loss 0.45610499382019043 Epoch 18: val loss 0.5507221221923828 Epoch 19: train loss 0.44380759530597264 Epoch 19: val loss 0.5548696517944336 Epoch 20: train loss 0.409621129433314 Epoch 20: val loss 0.5547486543655396 Epoch 21: train loss 0.422719140847524 Epoch 21: val loss 0.5547745823860168 Epoch 22: train loss 0.419190376996994 Epoch 22: val loss 0.5605026483535767 Epoch 23: train loss 0.4021714958879683 Epoch 23: val loss 0.5634999871253967 Epoch 24: train loss 0.3967856036292182 Epoch 24: val loss 0.5724640488624573
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6832720339298248 Epoch 0: val loss 0.6617258787155151 Epoch 1: train loss 0.6488494823376337 Epoch 1: val loss 0.6324676275253296 Epoch 2: train loss 0.6294623017311096 Epoch 2: val loss 0.6120265126228333 Epoch 3: train loss 0.603570764263471 Epoch 3: val loss 0.5982756018638611 Epoch 4: train loss 0.5811400810877482 Epoch 4: val loss 0.5868642330169678 Epoch 5: train loss 0.577713762720426 Epoch 5: val loss 0.57428377866745 Epoch 6: train loss 0.5598058899243673 Epoch 6: val loss 0.5620510578155518 Epoch 7: train loss 0.5373487969239553 Epoch 7: val loss 0.558428943157196 Epoch 8: train loss 0.5480605761210123 Epoch 8: val loss 0.5525445342063904 Epoch 9: train loss 0.5369808822870255 Epoch 9: val loss 0.5558361411094666 Epoch 10: train loss 0.5305474773049355 Epoch 10: val loss 0.5451958775520325 Epoch 11: train loss 0.509587379793326 Epoch 11: val loss 0.5459226369857788 Epoch 12: train loss 0.5047417506575584 Epoch 12: val loss 0.5432931780815125 Epoch 13: train loss 0.4958200355370839 Epoch 13: val loss 0.5510300993919373 Epoch 14: train loss 0.4853902409474055 Epoch 14: val loss 0.5396174788475037 Epoch 15: train loss 0.46835043281316757 Epoch 15: val loss 0.5410798788070679 Epoch 16: train loss 0.4797656362255414 Epoch 16: val loss 0.543602705001831 Epoch 17: train loss 0.4811715881029765 Epoch 17: val loss 0.5554986000061035
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7193404273553328 Epoch 0: val loss 0.6755632758140564 Epoch 1: train loss 0.6369817690415815 Epoch 1: val loss 0.6559196710586548 Epoch 2: train loss 0.6247198527509515 Epoch 2: val loss 0.6377815008163452 Epoch 3: train loss 0.5919114540923726 Epoch 3: val loss 0.6217079162597656 Epoch 4: train loss 0.5627598627047106 Epoch 4: val loss 0.6079142689704895 Epoch 5: train loss 0.5655957731333646 Epoch 5: val loss 0.5911440253257751 Epoch 6: train loss 0.5429799936034463 Epoch 6: val loss 0.5874556303024292 Epoch 7: train loss 0.5287673256613992 Epoch 7: val loss 0.5764754414558411 Epoch 8: train loss 0.5183817039836537 Epoch 8: val loss 0.5586419105529785 Epoch 9: train loss 0.4840423220937902 Epoch 9: val loss 0.5489232540130615 Epoch 10: train loss 0.4996911639517004 Epoch 10: val loss 0.5462900400161743 Epoch 11: train loss 0.4858954738486897 Epoch 11: val loss 0.544329822063446 Epoch 12: train loss 0.49082902344790375 Epoch 12: val loss 0.5400313138961792 Epoch 13: train loss 0.4732763171195984 Epoch 13: val loss 0.5375704765319824 Epoch 14: train loss 0.4497113525867462 Epoch 14: val loss 0.5409229397773743 Epoch 15: train loss 0.4467779289592396 Epoch 15: val loss 0.542624831199646 Epoch 16: train loss 0.4788275415247137 Epoch 16: val loss 0.538520097732544 Epoch 17: train loss 0.4644480347633362 Epoch 17: val loss 0.532504141330719 Epoch 18: train loss 0.43095221844586457 Epoch 18: val loss 0.5439422726631165 Epoch 19: train loss 0.4165409667925401 Epoch 19: val loss 0.5364183187484741 Epoch 20: train loss 0.427736298604445 Epoch 20: val loss 0.532034158706665 Epoch 21: train loss 0.4167924916202372 Epoch 21: val loss 0.5246648192405701 Epoch 22: train loss 0.3810227337208661 Epoch 22: val loss 0.5314447283744812 Epoch 23: train loss 0.3605717420578003 Epoch 23: val loss 0.5373564958572388 Epoch 24: train loss 0.3967845927585255 Epoch 24: val loss 0.5376233458518982
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6949526775966991 Epoch 0: val loss 0.6827951073646545 Epoch 1: train loss 0.6518894921649586 Epoch 1: val loss 0.6658024787902832 Epoch 2: train loss 0.6110174737193368 Epoch 2: val loss 0.6574188470840454 Epoch 3: train loss 0.6042578220367432 Epoch 3: val loss 0.6529348492622375 Epoch 4: train loss 0.5784936005418951 Epoch 4: val loss 0.6408946514129639 Epoch 5: train loss 0.549247069792314 Epoch 5: val loss 0.6405537724494934 Epoch 6: train loss 0.5282991961999373 Epoch 6: val loss 0.6340287923812866 Epoch 7: train loss 0.5426513715223833 Epoch 7: val loss 0.631748616695404 Epoch 8: train loss 0.5231175314296376 Epoch 8: val loss 0.6257981657981873 Epoch 9: train loss 0.5081542784517462 Epoch 9: val loss 0.6121089458465576 Epoch 10: train loss 0.4994708949869329 Epoch 10: val loss 0.6012815237045288 Epoch 11: train loss 0.47278864546255633 Epoch 11: val loss 0.6113077402114868 Epoch 12: train loss 0.4668169211257588 Epoch 12: val loss 0.6112831234931946 Epoch 13: train loss 0.46468409354036505 Epoch 13: val loss 0.6207272410392761 Epoch 14: train loss 0.44569769501686096 Epoch 14: val loss 0.6104350686073303 Epoch 15: train loss 0.45426557009870355 Epoch 15: val loss 0.6218660473823547 Epoch 16: train loss 0.44084071029316296 Epoch 16: val loss 0.6193251013755798 Epoch 17: train loss 0.41531923142346466 Epoch 17: val loss 0.6237831711769104 Epoch 18: train loss 0.43736258149147034 Epoch 18: val loss 0.6145232915878296 Epoch 19: train loss 0.42900374802676117 Epoch 19: val loss 0.6107645630836487 Epoch 20: train loss 0.4254564642906189 Epoch 20: val loss 0.6446294188499451 Epoch 21: train loss 0.39598829366944055 Epoch 21: val loss 0.6358292102813721 Epoch 22: train loss 0.36338798566298053 Epoch 22: val loss 0.637900710105896 Epoch 23: train loss 0.41692788763479754 Epoch 23: val loss 0.6283551454544067 Epoch 24: train loss 0.42074428363279864 Epoch 24: val loss 0.6510367393493652
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890436248345808 Epoch 0: val loss 0.6659893989562988 Epoch 1: train loss 0.6357775926589966 Epoch 1: val loss 0.6422666907310486 Epoch 2: train loss 0.5879697908054698 Epoch 2: val loss 0.6247109174728394 Epoch 3: train loss 0.5976063473658129 Epoch 3: val loss 0.6019079089164734 Epoch 4: train loss 0.5676162053238262 Epoch 4: val loss 0.5946791172027588 Epoch 5: train loss 0.5435738346793435 Epoch 5: val loss 0.5864683389663696 Epoch 6: train loss 0.5368373366919431 Epoch 6: val loss 0.5770445466041565 Epoch 7: train loss 0.5192415551705793 Epoch 7: val loss 0.5764291882514954 Epoch 8: train loss 0.5092364928939126 Epoch 8: val loss 0.5710303783416748 Epoch 9: train loss 0.5078104084188287 Epoch 9: val loss 0.5786201357841492 Epoch 10: train loss 0.4726108664816076 Epoch 10: val loss 0.585809588432312 Epoch 11: train loss 0.4765566316517917 Epoch 11: val loss 0.573613166809082 Epoch 12: train loss 0.4841989956118844 Epoch 12: val loss 0.5597299337387085 Epoch 13: train loss 0.4656265513463454 Epoch 13: val loss 0.5506160259246826 Epoch 14: train loss 0.44585436853495514 Epoch 14: val loss 0.5658309459686279 Epoch 15: train loss 0.4428481811826879 Epoch 15: val loss 0.5728917717933655 Epoch 16: train loss 0.45524263652888214 Epoch 16: val loss 0.5599777102470398 Epoch 17: train loss 0.4372161491350694 Epoch 17: val loss 0.5674673318862915 Epoch 18: train loss 0.4449723579666831 Epoch 18: val loss 0.5519042015075684 Epoch 19: train loss 0.42526501417160034 Epoch 19: val loss 0.5616125464439392 Epoch 20: train loss 0.42580908807841217 Epoch 20: val loss 0.5862531065940857 Epoch 21: train loss 0.39147340980443085 Epoch 21: val loss 0.5799701809883118 Epoch 22: train loss 0.38826343552632764 Epoch 22: val loss 0.581182599067688 Epoch 23: train loss 0.3985686098987406 Epoch 23: val loss 0.5811829566955566 Epoch 24: train loss 0.39221410859714856 Epoch 24: val loss 0.5859605669975281
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6978494091467424 Epoch 0: val loss 0.6647489666938782 Epoch 1: train loss 0.6718000119382684 Epoch 1: val loss 0.6371238827705383 Epoch 2: train loss 0.6376383412968029 Epoch 2: val loss 0.6060455441474915 Epoch 3: train loss 0.6076184700835835 Epoch 3: val loss 0.5824882984161377 Epoch 4: train loss 0.5892305916005914 Epoch 4: val loss 0.5631799101829529 Epoch 5: train loss 0.5872839743440802 Epoch 5: val loss 0.5505200624465942 Epoch 6: train loss 0.5597986497662284 Epoch 6: val loss 0.5498954653739929 Epoch 7: train loss 0.5436620820652355 Epoch 7: val loss 0.5517934560775757 Epoch 8: train loss 0.5391204682263461 Epoch 8: val loss 0.5380970239639282 Epoch 9: train loss 0.5128178352659399 Epoch 9: val loss 0.5395702123641968 Epoch 10: train loss 0.5266917239535939 Epoch 10: val loss 0.5430155396461487 Epoch 11: train loss 0.5139599415388975 Epoch 11: val loss 0.5513037443161011 Epoch 12: train loss 0.4941102510148829 Epoch 12: val loss 0.5515715479850769 Epoch 13: train loss 0.4821019308133559 Epoch 13: val loss 0.5399546027183533 Epoch 14: train loss 0.4722752571105957 Epoch 14: val loss 0.5489806532859802 Epoch 15: train loss 0.45687931776046753 Epoch 15: val loss 0.5477333664894104 Epoch 16: train loss 0.4648368981751529 Epoch 16: val loss 0.5502583384513855 Epoch 17: train loss 0.43825694105841895 Epoch 17: val loss 0.5741539597511292 Epoch 18: train loss 0.4454256702553142 Epoch 18: val loss 0.5843133330345154 Epoch 19: train loss 0.4305738400329243 Epoch 19: val loss 0.5677046179771423 Epoch 20: train loss 0.414872481064363 Epoch 20: val loss 0.5739001631736755 Epoch 21: train loss 0.4262913546778939 Epoch 21: val loss 0.5846018195152283 Epoch 22: train loss 0.4009170857342807 Epoch 22: val loss 0.5815398097038269 Epoch 23: train loss 0.4140291701663624 Epoch 23: val loss 0.5847672820091248 Epoch 24: train loss 0.3890720687129281 Epoch 24: val loss 0.5987136363983154
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967207533972604 Epoch 0: val loss 0.6666373014450073 Epoch 1: train loss 0.6348533119474139 Epoch 1: val loss 0.6442756056785583 Epoch 2: train loss 0.6073166813169207 Epoch 2: val loss 0.6279482841491699 Epoch 3: train loss 0.5702091987643924 Epoch 3: val loss 0.6355946660041809 Epoch 4: train loss 0.5612086398260934 Epoch 4: val loss 0.6314120888710022 Epoch 5: train loss 0.5454204593385968 Epoch 5: val loss 0.6229299902915955 Epoch 6: train loss 0.5265217487301145 Epoch 6: val loss 0.6236593127250671 Epoch 7: train loss 0.5172715783119202 Epoch 7: val loss 0.6359373331069946 Epoch 8: train loss 0.523752265742847 Epoch 8: val loss 0.6319984197616577 Epoch 9: train loss 0.48055286705493927 Epoch 9: val loss 0.6371060609817505 Epoch 10: train loss 0.4918713335480009 Epoch 10: val loss 0.6439127326011658 Epoch 11: train loss 0.49150946949209484 Epoch 11: val loss 0.6402118802070618 Epoch 12: train loss 0.46236883316721233 Epoch 12: val loss 0.6444315910339355 Epoch 13: train loss 0.4546761044434139 Epoch 13: val loss 0.6521517038345337 Epoch 14: train loss 0.46133787291390554 Epoch 14: val loss 0.6554630398750305 Epoch 15: train loss 0.4432399570941925 Epoch 15: val loss 0.6410569548606873 Epoch 16: train loss 0.421586526291711 Epoch 16: val loss 0.6549965143203735 Epoch 17: train loss 0.4342679019485201 Epoch 17: val loss 0.6499884724617004
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.716554754310184 Epoch 0: val loss 0.665870726108551 Epoch 1: train loss 0.6562403308020698 Epoch 1: val loss 0.6521790623664856 Epoch 2: train loss 0.649321715037028 Epoch 2: val loss 0.638041615486145 Epoch 3: train loss 0.6245095398690965 Epoch 3: val loss 0.6362375617027283 Epoch 4: train loss 0.6163821121056875 Epoch 4: val loss 0.6310875415802002 Epoch 5: train loss 0.6156773964564005 Epoch 5: val loss 0.6361622214317322 Epoch 6: train loss 0.6235722535186343 Epoch 6: val loss 0.6376961469650269 Epoch 7: train loss 0.5960720115237765 Epoch 7: val loss 0.6380825638771057 Epoch 8: train loss 0.5902079343795776 Epoch 8: val loss 0.6359826922416687 Epoch 9: train loss 0.5614494449562497 Epoch 9: val loss 0.6325676441192627 Epoch 10: train loss 0.5717873341507382 Epoch 10: val loss 0.6322173476219177 Epoch 11: train loss 0.5565304160118103 Epoch 11: val loss 0.6322422623634338 Epoch 12: train loss 0.5284138686127133 Epoch 12: val loss 0.6487127542495728 Epoch 13: train loss 0.526323119799296 Epoch 13: val loss 0.6672738194465637 Epoch 14: train loss 0.5113824572828081 Epoch 14: val loss 0.6688815355300903 Epoch 15: train loss 0.5162533389197456 Epoch 15: val loss 0.6577466726303101 Epoch 16: train loss 0.49032805694474113 Epoch 16: val loss 0.6508622169494629 Epoch 17: train loss 0.5071946349408891 Epoch 17: val loss 0.6507574915885925 Epoch 18: train loss 0.48033469253116184 Epoch 18: val loss 0.6619961261749268 Epoch 19: train loss 0.4701916078726451 Epoch 19: val loss 0.6610811352729797 Epoch 20: train loss 0.506485273440679 Epoch 20: val loss 0.6594004034996033 Epoch 21: train loss 0.4632868501875136 Epoch 21: val loss 0.6868456602096558 Epoch 22: train loss 0.42896921767128837 Epoch 22: val loss 0.6831546425819397 Epoch 23: train loss 0.44550202952490914 Epoch 23: val loss 0.6709111332893372 Epoch 24: train loss 0.4687310755252838 Epoch 24: val loss 0.6852495670318604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690455781088935 Epoch 0: val loss 0.6560646295547485 Epoch 1: train loss 0.6478213866551717 Epoch 1: val loss 0.6500852108001709 Epoch 2: train loss 0.6262261602613661 Epoch 2: val loss 0.6422768831253052 Epoch 3: train loss 0.6331795255343119 Epoch 3: val loss 0.6366401314735413 Epoch 4: train loss 0.6050337751706442 Epoch 4: val loss 0.6333014965057373 Epoch 5: train loss 0.6000726289219327 Epoch 5: val loss 0.6284132599830627 Epoch 6: train loss 0.5873151454660628 Epoch 6: val loss 0.625440239906311 Epoch 7: train loss 0.589855968952179 Epoch 7: val loss 0.6287155747413635 Epoch 8: train loss 0.5826896892653571 Epoch 8: val loss 0.6321070790290833 Epoch 9: train loss 0.5747180150614845 Epoch 9: val loss 0.6328921914100647 Epoch 10: train loss 0.5510604249106513 Epoch 10: val loss 0.6330450177192688 Epoch 11: train loss 0.5574913554721408 Epoch 11: val loss 0.6311478018760681 Epoch 12: train loss 0.5437743498219384 Epoch 12: val loss 0.6300410628318787 Epoch 13: train loss 0.5162252850002713 Epoch 13: val loss 0.6307055950164795 Epoch 14: train loss 0.5174494120809767 Epoch 14: val loss 0.6364606618881226 Epoch 15: train loss 0.49760594964027405 Epoch 15: val loss 0.6418361663818359 Epoch 16: train loss 0.47455810838275486 Epoch 16: val loss 0.6380033493041992 Epoch 17: train loss 0.46221809254752266 Epoch 17: val loss 0.6402943730354309 Epoch 18: train loss 0.4699150257640415 Epoch 18: val loss 0.6477583646774292 Epoch 19: train loss 0.44084176421165466 Epoch 19: val loss 0.652774453163147 Epoch 20: train loss 0.4215228027767605 Epoch 20: val loss 0.6698430180549622 Epoch 21: train loss 0.4070144726170434 Epoch 21: val loss 0.6738172173500061 Epoch 22: train loss 0.4443512227800157 Epoch 22: val loss 0.6779745817184448 Epoch 23: train loss 0.383191532558865 Epoch 23: val loss 0.7011226415634155 Epoch 24: train loss 0.38300884928968215 Epoch 24: val loss 0.7154572606086731
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6849549677636888 Epoch 0: val loss 0.6903562545776367 Epoch 1: train loss 0.6483224166764153 Epoch 1: val loss 0.6873850226402283 Epoch 2: train loss 0.6327702071931627 Epoch 2: val loss 0.6944463849067688 Epoch 3: train loss 0.6393881638844808 Epoch 3: val loss 0.7039851546287537 Epoch 4: train loss 0.6066547830899557 Epoch 4: val loss 0.7048858404159546 Epoch 5: train loss 0.6032706631554497 Epoch 5: val loss 0.7015091776847839 Epoch 6: train loss 0.5990508397420248 Epoch 6: val loss 0.7085602879524231 Epoch 7: train loss 0.5980708797772726 Epoch 7: val loss 0.7197731733322144 Epoch 8: train loss 0.5775790082083808 Epoch 8: val loss 0.7159276604652405 Epoch 9: train loss 0.5882180233796438 Epoch 9: val loss 0.7125878930091858 Epoch 10: train loss 0.5748607251379225 Epoch 10: val loss 0.7060162425041199 Epoch 11: train loss 0.5718707243601481 Epoch 11: val loss 0.7040185928344727 Epoch 12: train loss 0.568610323799981 Epoch 12: val loss 0.7245789170265198 Epoch 13: train loss 0.5379780663384331 Epoch 13: val loss 0.7200413942337036 Epoch 14: train loss 0.5486614969041612 Epoch 14: val loss 0.7315641045570374 Epoch 15: train loss 0.5314119127061632 Epoch 15: val loss 0.7241873741149902 Epoch 16: train loss 0.514159984058804 Epoch 16: val loss 0.7305709719657898 Epoch 17: train loss 0.49518245789739823 Epoch 17: val loss 0.7351539731025696 Epoch 18: train loss 0.5260180102454292 Epoch 18: val loss 0.7287418842315674 Epoch 19: train loss 0.509825199842453 Epoch 19: val loss 0.6955356001853943 Epoch 20: train loss 0.4979467491308848 Epoch 20: val loss 0.6919462084770203 Epoch 21: train loss 0.4878926674524943 Epoch 21: val loss 0.7170428037643433 Epoch 22: train loss 0.48636044727431404 Epoch 22: val loss 0.718126654624939 Epoch 23: train loss 0.4815140432781643 Epoch 23: val loss 0.6982738375663757 Epoch 24: train loss 0.44860809048016864 Epoch 24: val loss 0.7145753502845764
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6984718177053664 Epoch 0: val loss 0.6932615637779236 Epoch 1: train loss 0.6525653203328451 Epoch 1: val loss 0.6798824071884155 Epoch 2: train loss 0.6315886113378737 Epoch 2: val loss 0.6731334328651428 Epoch 3: train loss 0.6058356198999617 Epoch 3: val loss 0.673121452331543 Epoch 4: train loss 0.6073767344156901 Epoch 4: val loss 0.6750096678733826 Epoch 5: train loss 0.5933523840374417 Epoch 5: val loss 0.6789968609809875 Epoch 6: train loss 0.5909294949637519 Epoch 6: val loss 0.6838551759719849 Epoch 7: train loss 0.5607540011405945 Epoch 7: val loss 0.6839624047279358 Epoch 8: train loss 0.5724066032303704 Epoch 8: val loss 0.6936501264572144 Epoch 9: train loss 0.5491100947062174 Epoch 9: val loss 0.6954154372215271 Epoch 10: train loss 0.5558656652768453 Epoch 10: val loss 0.6889495253562927 Epoch 11: train loss 0.5302106241385142 Epoch 11: val loss 0.6924329996109009 Epoch 12: train loss 0.5225372148884667 Epoch 12: val loss 0.699690043926239 Epoch 13: train loss 0.5350551671451993 Epoch 13: val loss 0.7173544764518738 Epoch 14: train loss 0.5003776384724511 Epoch 14: val loss 0.7188546657562256 Epoch 15: train loss 0.5145071281327142 Epoch 15: val loss 0.7050408124923706 Epoch 16: train loss 0.4743317928579118 Epoch 16: val loss 0.7155526876449585 Epoch 17: train loss 0.4940462542904748 Epoch 17: val loss 0.7255210280418396 Epoch 18: train loss 0.474197205570009 Epoch 18: val loss 0.7368958592414856 Epoch 19: train loss 0.48034923606448704 Epoch 19: val loss 0.7287591695785522 Epoch 20: train loss 0.45189985301759505 Epoch 20: val loss 0.7191391587257385 Epoch 21: train loss 0.4619094464513991 Epoch 21: val loss 0.73506098985672 Epoch 22: train loss 0.4298635588751899 Epoch 22: val loss 0.734882116317749 Epoch 23: train loss 0.4461640881167518 Epoch 23: val loss 0.727063000202179 Epoch 24: train loss 0.40672993825541603 Epoch 24: val loss 0.7325777411460876
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6889804055293401 Epoch 0: val loss 0.668079137802124 Epoch 1: train loss 0.6561267723639806 Epoch 1: val loss 0.6599047183990479 Epoch 2: train loss 0.6282976071039835 Epoch 2: val loss 0.6493360996246338 Epoch 3: train loss 0.6335038542747498 Epoch 3: val loss 0.6437504291534424 Epoch 4: train loss 0.6013624121745428 Epoch 4: val loss 0.6313877105712891 Epoch 5: train loss 0.5998861988385519 Epoch 5: val loss 0.607998251914978 Epoch 6: train loss 0.5821285073955854 Epoch 6: val loss 0.5906140804290771 Epoch 7: train loss 0.5760345434149107 Epoch 7: val loss 0.5993221998214722 Epoch 8: train loss 0.5801842908064524 Epoch 8: val loss 0.5998254418373108 Epoch 9: train loss 0.5630277792612711 Epoch 9: val loss 0.5841721296310425 Epoch 10: train loss 0.5474444627761841 Epoch 10: val loss 0.5922042727470398 Epoch 11: train loss 0.5279382541775703 Epoch 11: val loss 0.5884528160095215 Epoch 12: train loss 0.5349813948074976 Epoch 12: val loss 0.6186999678611755 Epoch 13: train loss 0.5072900578379631 Epoch 13: val loss 0.5901146531105042 Epoch 14: train loss 0.5182613457242647 Epoch 14: val loss 0.6107848286628723 Epoch 15: train loss 0.5080730244517326 Epoch 15: val loss 0.5668575763702393 Epoch 16: train loss 0.4853089228272438 Epoch 16: val loss 0.5782380700111389 Epoch 17: train loss 0.4576985662182172 Epoch 17: val loss 0.5951051115989685 Epoch 18: train loss 0.4872092182437579 Epoch 18: val loss 0.6138718724250793 Epoch 19: train loss 0.4811694473028183 Epoch 19: val loss 0.5788929462432861 Epoch 20: train loss 0.47831949094931286 Epoch 20: val loss 0.6018010377883911 Epoch 21: train loss 0.48188647131125134 Epoch 21: val loss 0.5946894884109497 Epoch 22: train loss 0.48188793907562893 Epoch 22: val loss 0.5561744570732117
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6627007186412811 Epoch 0: val loss 0.6514794230461121 Epoch 1: train loss 0.5350150763988495 Epoch 1: val loss 0.5846298933029175 Epoch 2: train loss 0.47821071445941926 Epoch 2: val loss 0.5159247517585754 Epoch 3: train loss 0.4544339209794998 Epoch 3: val loss 0.471398264169693 Epoch 4: train loss 0.38954313695430753 Epoch 4: val loss 0.4789089262485504 Epoch 5: train loss 0.4099137157201767 Epoch 5: val loss 0.4908446967601776 Epoch 6: train loss 0.40258567631244657 Epoch 6: val loss 0.48845699429512024 Epoch 7: train loss 0.3998222887516022 Epoch 7: val loss 0.5413542985916138 Epoch 8: train loss 0.4893165469169617 Epoch 8: val loss 0.4888415038585663 Epoch 9: train loss 0.40506030023097994 Epoch 9: val loss 0.4326838552951813 Epoch 10: train loss 0.39690602123737334 Epoch 10: val loss 0.46343716979026794 Epoch 11: train loss 0.41351411789655684 Epoch 11: val loss 0.49404779076576233 Epoch 12: train loss 0.3437659084796906 Epoch 12: val loss 0.4673663079738617 Epoch 13: train loss 0.37911936938762664 Epoch 13: val loss 0.47035303711891174 Epoch 14: train loss 0.3342244833707809 Epoch 14: val loss 0.4783242642879486 Epoch 15: train loss 0.34987940192222594 Epoch 15: val loss 0.48094746470451355 Epoch 16: train loss 0.3324369519948959 Epoch 16: val loss 0.4865163564682007 Epoch 17: train loss 0.32251680344343187 Epoch 17: val loss 0.4931636452674866 Epoch 18: train loss 0.2947985216975212 Epoch 18: val loss 0.4952617883682251 Epoch 19: train loss 0.3064031466841698 Epoch 19: val loss 0.5041046738624573 Epoch 20: train loss 0.30862009674310686 Epoch 20: val loss 0.5085335373878479 Epoch 21: train loss 0.32429094016551974 Epoch 21: val loss 0.5016761422157288 Epoch 22: train loss 0.33735363483428954 Epoch 22: val loss 0.5324400067329407 Epoch 23: train loss 0.31205715239048004 Epoch 23: val loss 0.5472761392593384 Epoch 24: train loss 0.3151452675461769 Epoch 24: val loss 0.5167657136917114
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6257201731204987 Epoch 0: val loss 0.5576127171516418 Epoch 1: train loss 0.5329053789377213 Epoch 1: val loss 0.4958812892436981 Epoch 2: train loss 0.4848519921302795 Epoch 2: val loss 0.4544171392917633 Epoch 3: train loss 0.4051789864897728 Epoch 3: val loss 0.4441908597946167 Epoch 4: train loss 0.39971273094415666 Epoch 4: val loss 0.4372478723526001 Epoch 5: train loss 0.38588336408138274 Epoch 5: val loss 0.43613213300704956 Epoch 6: train loss 0.38580274283885957 Epoch 6: val loss 0.4305405020713806 Epoch 7: train loss 0.3910305768251419 Epoch 7: val loss 0.41877520084381104 Epoch 8: train loss 0.3874738335609436 Epoch 8: val loss 0.42680397629737854 Epoch 9: train loss 0.4152292639017105 Epoch 9: val loss 0.43046510219573975 Epoch 10: train loss 0.3538300409913063 Epoch 10: val loss 0.40824711322784424 Epoch 11: train loss 0.34077614843845366 Epoch 11: val loss 0.4035288393497467 Epoch 12: train loss 0.3374400034546852 Epoch 12: val loss 0.4063546359539032 Epoch 13: train loss 0.3348243996500969 Epoch 13: val loss 0.42288318276405334 Epoch 14: train loss 0.3411554805934429 Epoch 14: val loss 0.41063007712364197 Epoch 15: train loss 0.3433756396174431 Epoch 15: val loss 0.407430499792099 Epoch 16: train loss 0.38390876948833463 Epoch 16: val loss 0.4016091227531433 Epoch 17: train loss 0.41351442486047746 Epoch 17: val loss 0.3964822292327881 Epoch 18: train loss 0.36110248863697053 Epoch 18: val loss 0.3952069580554962 Epoch 19: train loss 0.3203904047608376 Epoch 19: val loss 0.40431714057922363 Epoch 20: train loss 0.373370124399662 Epoch 20: val loss 0.4061746299266815 Epoch 21: train loss 0.3376412734389305 Epoch 21: val loss 0.40648508071899414 Epoch 22: train loss 0.37768584340810774 Epoch 22: val loss 0.4169568121433258 Epoch 23: train loss 0.3189434692263603 Epoch 23: val loss 0.4426797032356262 Epoch 24: train loss 0.30782807618379593 Epoch 24: val loss 0.44139039516448975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6399954497814179 Epoch 0: val loss 0.5931403636932373 Epoch 1: train loss 0.5315542817115784 Epoch 1: val loss 0.512890636920929 Epoch 2: train loss 0.4856679439544678 Epoch 2: val loss 0.4688999056816101 Epoch 3: train loss 0.46583603918552396 Epoch 3: val loss 0.4493628740310669 Epoch 4: train loss 0.4340871810913086 Epoch 4: val loss 0.4473274350166321 Epoch 5: train loss 0.3883199796080589 Epoch 5: val loss 0.44340071082115173 Epoch 6: train loss 0.3736220046877861 Epoch 6: val loss 0.449288547039032 Epoch 7: train loss 0.37341555655002595 Epoch 7: val loss 0.43233922123908997 Epoch 8: train loss 0.34877861961722373 Epoch 8: val loss 0.4378952085971832 Epoch 9: train loss 0.397711318731308 Epoch 9: val loss 0.4494420886039734 Epoch 10: train loss 0.35152094066143036 Epoch 10: val loss 0.45764321088790894 Epoch 11: train loss 0.32733565121889113 Epoch 11: val loss 0.4575749337673187 Epoch 12: train loss 0.357029065489769 Epoch 12: val loss 0.46813714504241943 Epoch 13: train loss 0.3518895924091339 Epoch 13: val loss 0.48833900690078735 Epoch 14: train loss 0.31821945309638977 Epoch 14: val loss 0.48668015003204346 Epoch 15: train loss 0.3289419487118721 Epoch 15: val loss 0.4830704629421234 Epoch 16: train loss 0.3295898735523224 Epoch 16: val loss 0.4886838495731354 Epoch 17: train loss 0.3630138963460922 Epoch 17: val loss 0.5091241002082825 Epoch 18: train loss 0.3654761999845505 Epoch 18: val loss 0.5237435698509216 Epoch 19: train loss 0.2829784095287323 Epoch 19: val loss 0.5340007543563843 Epoch 20: train loss 0.33413482904434205 Epoch 20: val loss 0.5201455354690552 Epoch 21: train loss 0.2936643123626709 Epoch 21: val loss 0.5291445851325989 Epoch 22: train loss 0.3114254385232925 Epoch 22: val loss 0.5378355383872986 Epoch 23: train loss 0.27749612778425214 Epoch 23: val loss 0.5518126487731934 Epoch 24: train loss 0.27078782618045805 Epoch 24: val loss 0.5566469430923462
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6625391364097595 Epoch 0: val loss 0.5963401198387146 Epoch 1: train loss 0.5072467595338821 Epoch 1: val loss 0.5103812217712402 Epoch 2: train loss 0.4772608786821365 Epoch 2: val loss 0.45638102293014526 Epoch 3: train loss 0.41948904991149905 Epoch 3: val loss 0.44440382719039917 Epoch 4: train loss 0.4995206519961357 Epoch 4: val loss 0.44825807213783264 Epoch 5: train loss 0.4178517907857895 Epoch 5: val loss 0.468630313873291 Epoch 6: train loss 0.42969230711460116 Epoch 6: val loss 0.46721264719963074 Epoch 7: train loss 0.4327895358204842 Epoch 7: val loss 0.4697580337524414 Epoch 8: train loss 0.37255448549985887 Epoch 8: val loss 0.46248289942741394 Epoch 9: train loss 0.39466839730739595 Epoch 9: val loss 0.46497172117233276 Epoch 10: train loss 0.453766667842865 Epoch 10: val loss 0.470613956451416 Epoch 11: train loss 0.39602984935045243 Epoch 11: val loss 0.47095435857772827 Epoch 12: train loss 0.3510358646512032 Epoch 12: val loss 0.46368250250816345 Epoch 13: train loss 0.3293796628713608 Epoch 13: val loss 0.45613911747932434 Epoch 14: train loss 0.36781027615070344 Epoch 14: val loss 0.4692279100418091 Epoch 15: train loss 0.32426239997148515 Epoch 15: val loss 0.48210209608078003 Epoch 16: train loss 0.3157532185316086 Epoch 16: val loss 0.49741262197494507 Epoch 17: train loss 0.336437800526619 Epoch 17: val loss 0.5042891502380371 Epoch 18: train loss 0.3179989531636238 Epoch 18: val loss 0.510671079158783 Epoch 19: train loss 0.3612784415483475 Epoch 19: val loss 0.5158146023750305 Epoch 20: train loss 0.3579663336277008 Epoch 20: val loss 0.5122153759002686 Epoch 21: train loss 0.31572241634130477 Epoch 21: val loss 0.5055959820747375 Epoch 22: train loss 0.320753787457943 Epoch 22: val loss 0.5022726058959961 Epoch 23: train loss 0.30564953982830045 Epoch 23: val loss 0.5016701817512512 Epoch 24: train loss 0.2938144445419312 Epoch 24: val loss 0.5085278153419495
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6398879977372977 Epoch 0: val loss 0.5747802257537842 Epoch 1: train loss 0.493265138222621 Epoch 1: val loss 0.48621290922164917 Epoch 2: train loss 0.4128415366778007 Epoch 2: val loss 0.45661771297454834 Epoch 3: train loss 0.39127578185154843 Epoch 3: val loss 0.4637506902217865 Epoch 4: train loss 0.41228016867087436 Epoch 4: val loss 0.4674346446990967 Epoch 5: train loss 0.38301692329920256 Epoch 5: val loss 0.4602479338645935 Epoch 6: train loss 0.3930368377612187 Epoch 6: val loss 0.4622775614261627 Epoch 7: train loss 0.3786032864680657 Epoch 7: val loss 0.47066569328308105 Epoch 8: train loss 0.38759705195060146 Epoch 8: val loss 0.4701610803604126 Epoch 9: train loss 0.36162711450686824 Epoch 9: val loss 0.46548497676849365
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7108200517567721 Epoch 0: val loss 0.6872203350067139 Epoch 1: train loss 0.6645850376649336 Epoch 1: val loss 0.6640868782997131 Epoch 2: train loss 0.6289297233928334 Epoch 2: val loss 0.647500216960907 Epoch 3: train loss 0.6345712000673468 Epoch 3: val loss 0.6349924802780151 Epoch 4: train loss 0.6128998452966864 Epoch 4: val loss 0.6276967525482178 Epoch 5: train loss 0.594700959595767 Epoch 5: val loss 0.6167351007461548 Epoch 6: train loss 0.5834464891390367 Epoch 6: val loss 0.6081705689430237 Epoch 7: train loss 0.5790726975961165 Epoch 7: val loss 0.6045031547546387 Epoch 8: train loss 0.553488861430775 Epoch 8: val loss 0.5986530184745789 Epoch 9: train loss 0.5417326417836276 Epoch 9: val loss 0.5910099744796753 Epoch 10: train loss 0.5469182811000131 Epoch 10: val loss 0.5877906680107117 Epoch 11: train loss 0.547240054065531 Epoch 11: val loss 0.5789728760719299 Epoch 12: train loss 0.5159796259619973 Epoch 12: val loss 0.5792954564094543 Epoch 13: train loss 0.4876275116747076 Epoch 13: val loss 0.5703036785125732 Epoch 14: train loss 0.49144079739397223 Epoch 14: val loss 0.5626498460769653 Epoch 15: train loss 0.457305290482261 Epoch 15: val loss 0.5645884871482849 Epoch 16: train loss 0.4736459824171933 Epoch 16: val loss 0.5666247010231018 Epoch 17: train loss 0.4704147766936909 Epoch 17: val loss 0.5671001672744751 Epoch 18: train loss 0.48588501052422955 Epoch 18: val loss 0.5737789273262024 Epoch 19: train loss 0.4571113315495578 Epoch 19: val loss 0.5728771686553955 Epoch 20: train loss 0.44921631433747033 Epoch 20: val loss 0.5636597275733948 Epoch 21: train loss 0.4496461396867579 Epoch 21: val loss 0.574816107749939 Epoch 22: train loss 0.43249929222193634 Epoch 22: val loss 0.5779003500938416 Epoch 23: train loss 0.41523423520001496 Epoch 23: val loss 0.5799831748008728 Epoch 24: train loss 0.3955265527421778 Epoch 24: val loss 0.5860939621925354
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.679048012603413 Epoch 0: val loss 0.6662068963050842 Epoch 1: train loss 0.6332524852319197 Epoch 1: val loss 0.6513394713401794 Epoch 2: train loss 0.6158735697919672 Epoch 2: val loss 0.6483885645866394 Epoch 3: train loss 0.6033405932513151 Epoch 3: val loss 0.6418893933296204 Epoch 4: train loss 0.5970385508103804 Epoch 4: val loss 0.6354929208755493 Epoch 5: train loss 0.5843941515142267 Epoch 5: val loss 0.6328321695327759 Epoch 6: train loss 0.5704179568724199 Epoch 6: val loss 0.6247999668121338 Epoch 7: train loss 0.5561188405210321 Epoch 7: val loss 0.6193041801452637 Epoch 8: train loss 0.5404318354346536 Epoch 8: val loss 0.6192274689674377 Epoch 9: train loss 0.526655291969126 Epoch 9: val loss 0.6130198240280151 Epoch 10: train loss 0.5296091708269987 Epoch 10: val loss 0.6039955615997314 Epoch 11: train loss 0.5032269521193071 Epoch 11: val loss 0.6061225533485413 Epoch 12: train loss 0.49932758103717456 Epoch 12: val loss 0.5960784554481506 Epoch 13: train loss 0.4721007536758076 Epoch 13: val loss 0.5898765325546265 Epoch 14: train loss 0.4715277064930309 Epoch 14: val loss 0.5844840407371521 Epoch 15: train loss 0.4701805358583277 Epoch 15: val loss 0.5778413414955139 Epoch 16: train loss 0.4492187229069797 Epoch 16: val loss 0.5897253155708313 Epoch 17: train loss 0.43465976823459973 Epoch 17: val loss 0.5897291898727417 Epoch 18: train loss 0.4295513060959903 Epoch 18: val loss 0.5776196122169495 Epoch 19: train loss 0.4199118099429391 Epoch 19: val loss 0.571000337600708 Epoch 20: train loss 0.420433908700943 Epoch 20: val loss 0.5757685899734497 Epoch 21: train loss 0.41504164988344366 Epoch 21: val loss 0.5738334059715271 Epoch 22: train loss 0.4128836284984242 Epoch 22: val loss 0.5791131258010864 Epoch 23: train loss 0.4197961525483565 Epoch 23: val loss 0.5808920860290527 Epoch 24: train loss 0.37366247177124023 Epoch 24: val loss 0.5773387551307678
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7015021389180963 Epoch 0: val loss 0.6567113995552063 Epoch 1: train loss 0.6354467543688688 Epoch 1: val loss 0.6498348712921143 Epoch 2: train loss 0.6013533012433485 Epoch 2: val loss 0.6494138836860657 Epoch 3: train loss 0.5784426006403837 Epoch 3: val loss 0.6422028541564941 Epoch 4: train loss 0.5909914699467745 Epoch 4: val loss 0.6330071091651917 Epoch 5: train loss 0.5588104264302687 Epoch 5: val loss 0.6339689493179321 Epoch 6: train loss 0.5489694421941583 Epoch 6: val loss 0.6356305480003357 Epoch 7: train loss 0.5319619314237074 Epoch 7: val loss 0.6406745910644531 Epoch 8: train loss 0.5266098542646929 Epoch 8: val loss 0.6320949792861938 Epoch 9: train loss 0.5081915909593756 Epoch 9: val loss 0.6413684487342834 Epoch 10: train loss 0.5023616308515723 Epoch 10: val loss 0.641258955001831 Epoch 11: train loss 0.5002231868830594 Epoch 11: val loss 0.6285353899002075 Epoch 12: train loss 0.4845986068248749 Epoch 12: val loss 0.6363823413848877 Epoch 13: train loss 0.48321896520527924 Epoch 13: val loss 0.6307983994483948 Epoch 14: train loss 0.47444581443613226 Epoch 14: val loss 0.625425398349762 Epoch 15: train loss 0.46457593820311804 Epoch 15: val loss 0.6281091570854187 Epoch 16: train loss 0.45911312103271484 Epoch 16: val loss 0.6302205324172974 Epoch 17: train loss 0.45282644575292413 Epoch 17: val loss 0.6373145580291748 Epoch 18: train loss 0.44151741672645917 Epoch 18: val loss 0.6326156258583069 Epoch 19: train loss 0.43482697822830896 Epoch 19: val loss 0.6413676142692566 Epoch 20: train loss 0.41244826262647455 Epoch 20: val loss 0.6325523853302002 Epoch 21: train loss 0.4234830818393014 Epoch 21: val loss 0.6399059295654297 Epoch 22: train loss 0.40073586864904925 Epoch 22: val loss 0.6535969376564026 Epoch 23: train loss 0.4000393043864857 Epoch 23: val loss 0.6662849187850952 Epoch 24: train loss 0.38931096683848987 Epoch 24: val loss 0.6523028016090393
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6884357712485574 Epoch 0: val loss 0.6590796113014221 Epoch 1: train loss 0.6444698897275057 Epoch 1: val loss 0.6265847682952881 Epoch 2: train loss 0.612035109238191 Epoch 2: val loss 0.6065837144851685 Epoch 3: train loss 0.6066940318454396 Epoch 3: val loss 0.5917661190032959 Epoch 4: train loss 0.5874990847977725 Epoch 4: val loss 0.5820056796073914 Epoch 5: train loss 0.5738543786785819 Epoch 5: val loss 0.5786079168319702 Epoch 6: train loss 0.5622992027889598 Epoch 6: val loss 0.571746826171875 Epoch 7: train loss 0.5638314458456907 Epoch 7: val loss 0.5678156614303589 Epoch 8: train loss 0.5268092616037889 Epoch 8: val loss 0.568495512008667 Epoch 9: train loss 0.5247070139104669 Epoch 9: val loss 0.5536889433860779 Epoch 10: train loss 0.532023933800784 Epoch 10: val loss 0.551129162311554 Epoch 11: train loss 0.5136407803405415 Epoch 11: val loss 0.5480871200561523 Epoch 12: train loss 0.5056531483476813 Epoch 12: val loss 0.5477170944213867 Epoch 13: train loss 0.48887304013425653 Epoch 13: val loss 0.5434868335723877 Epoch 14: train loss 0.47718077627095307 Epoch 14: val loss 0.5490701198577881 Epoch 15: train loss 0.45781744068319147 Epoch 15: val loss 0.5467947125434875 Epoch 16: train loss 0.4661536487666043 Epoch 16: val loss 0.5419087409973145 Epoch 17: train loss 0.44660630280321295 Epoch 17: val loss 0.5417027473449707 Epoch 18: train loss 0.43274986202066595 Epoch 18: val loss 0.5400181412696838 Epoch 19: train loss 0.4331492524255406 Epoch 19: val loss 0.5473700761795044 Epoch 20: train loss 0.41889175501736725 Epoch 20: val loss 0.5549035668373108 Epoch 21: train loss 0.41832835294983606 Epoch 21: val loss 0.5567688345909119 Epoch 22: train loss 0.42953524535352533 Epoch 22: val loss 0.5692453980445862 Epoch 23: train loss 0.4179138812151822 Epoch 23: val loss 0.5619835257530212 Epoch 24: train loss 0.41352044452320447 Epoch 24: val loss 0.5490937829017639
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6757840196291606 Epoch 0: val loss 0.6517481207847595 Epoch 1: train loss 0.629478375116984 Epoch 1: val loss 0.6200478076934814 Epoch 2: train loss 0.5919911583264669 Epoch 2: val loss 0.6026203632354736 Epoch 3: train loss 0.5781491359074911 Epoch 3: val loss 0.5897995829582214 Epoch 4: train loss 0.5641103307406108 Epoch 4: val loss 0.5706352591514587 Epoch 5: train loss 0.5454951186974843 Epoch 5: val loss 0.5617014169692993 Epoch 6: train loss 0.5451636970043182 Epoch 6: val loss 0.5562923550605774 Epoch 7: train loss 0.5270469844341278 Epoch 7: val loss 0.5533043742179871 Epoch 8: train loss 0.5389720420042674 Epoch 8: val loss 0.5458580255508423 Epoch 9: train loss 0.5126647512118022 Epoch 9: val loss 0.5370803475379944 Epoch 10: train loss 0.5073818862438202 Epoch 10: val loss 0.539434015750885 Epoch 11: train loss 0.4950795571009318 Epoch 11: val loss 0.5287386775016785 Epoch 12: train loss 0.479006290435791 Epoch 12: val loss 0.5225169062614441 Epoch 13: train loss 0.46175809303919474 Epoch 13: val loss 0.5135212540626526 Epoch 14: train loss 0.451651140054067 Epoch 14: val loss 0.5031536817550659 Epoch 15: train loss 0.4277329126993815 Epoch 15: val loss 0.5315102934837341 Epoch 16: train loss 0.4558180014292399 Epoch 16: val loss 0.5245348811149597 Epoch 17: train loss 0.4486053069432577 Epoch 17: val loss 0.4946131110191345 Epoch 18: train loss 0.41512324611345924 Epoch 18: val loss 0.5119019150733948 Epoch 19: train loss 0.423589492837588 Epoch 19: val loss 0.5205773115158081 Epoch 20: train loss 0.4164638658364614 Epoch 20: val loss 0.5101105570793152 Epoch 21: train loss 0.40531218846639 Epoch 21: val loss 0.5026795864105225 Epoch 22: train loss 0.4009322384993235 Epoch 22: val loss 0.5081414580345154
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6933083633581797 Epoch 0: val loss 0.6907276511192322 Epoch 1: train loss 0.6302608201901118 Epoch 1: val loss 0.67850261926651 Epoch 2: train loss 0.6107933719952902 Epoch 2: val loss 0.6840155124664307 Epoch 3: train loss 0.5762919411063194 Epoch 3: val loss 0.6919339895248413 Epoch 4: train loss 0.5571002513170242 Epoch 4: val loss 0.7028876543045044 Epoch 5: train loss 0.5442468027273814 Epoch 5: val loss 0.702599823474884 Epoch 6: train loss 0.5353047226866087 Epoch 6: val loss 0.6984201669692993 Epoch 7: train loss 0.5232378467917442 Epoch 7: val loss 0.7025983333587646 Epoch 8: train loss 0.5204520002007484 Epoch 8: val loss 0.6997984647750854 Epoch 9: train loss 0.5162386496861776 Epoch 9: val loss 0.6992895603179932 Epoch 10: train loss 0.4949005867044131 Epoch 10: val loss 0.7119719386100769 Epoch 11: train loss 0.48003749549388885 Epoch 11: val loss 0.725334644317627 Epoch 12: train loss 0.47955843557914096 Epoch 12: val loss 0.7405064702033997 Epoch 13: train loss 0.4941490888595581 Epoch 13: val loss 0.7357735633850098 Epoch 14: train loss 0.463824396332105 Epoch 14: val loss 0.7355455756187439 Epoch 15: train loss 0.4529810647169749 Epoch 15: val loss 0.7453768849372864 Epoch 16: train loss 0.4618268460035324 Epoch 16: val loss 0.7602161765098572 Epoch 17: train loss 0.4214081938068072 Epoch 17: val loss 0.7872821092605591 Epoch 18: train loss 0.4309171065688133 Epoch 18: val loss 0.7968489527702332 Epoch 19: train loss 0.4148172711332639 Epoch 19: val loss 0.7999335527420044 Epoch 20: train loss 0.3944256405035655 Epoch 20: val loss 0.8116950392723083 Epoch 21: train loss 0.3869015946984291 Epoch 21: val loss 0.8242228031158447 Epoch 22: train loss 0.37455826501051587 Epoch 22: val loss 0.8327391743659973 Epoch 23: train loss 0.37258443981409073 Epoch 23: val loss 0.8588802218437195 Epoch 24: train loss 0.356835941473643 Epoch 24: val loss 0.8695282340049744
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6997987627983093 Epoch 0: val loss 0.668610155582428 Epoch 1: train loss 0.6699234247207642 Epoch 1: val loss 0.6520891785621643 Epoch 2: train loss 0.6465911467870077 Epoch 2: val loss 0.6338246464729309 Epoch 3: train loss 0.618829682469368 Epoch 3: val loss 0.6143074631690979 Epoch 4: train loss 0.6270936131477356 Epoch 4: val loss 0.5999957323074341 Epoch 5: train loss 0.5983634144067764 Epoch 5: val loss 0.5890602469444275 Epoch 6: train loss 0.6055834690729777 Epoch 6: val loss 0.5810732841491699 Epoch 7: train loss 0.5765520309408506 Epoch 7: val loss 0.5792704224586487 Epoch 8: train loss 0.5815647393465042 Epoch 8: val loss 0.5718333125114441 Epoch 9: train loss 0.5493503461281458 Epoch 9: val loss 0.5711331963539124 Epoch 10: train loss 0.5637509698669115 Epoch 10: val loss 0.5677435398101807 Epoch 11: train loss 0.5739819134275118 Epoch 11: val loss 0.5753127932548523 Epoch 12: train loss 0.5371774286031723 Epoch 12: val loss 0.5749859809875488 Epoch 13: train loss 0.5169732049107552 Epoch 13: val loss 0.5700172781944275 Epoch 14: train loss 0.5231155554453532 Epoch 14: val loss 0.5713047981262207 Epoch 15: train loss 0.5138081088662148 Epoch 15: val loss 0.5686516761779785 Epoch 16: train loss 0.48713022470474243 Epoch 16: val loss 0.5660427212715149 Epoch 17: train loss 0.4984799300630887 Epoch 17: val loss 0.5654767751693726 Epoch 18: train loss 0.47229717671871185 Epoch 18: val loss 0.5641744136810303 Epoch 19: train loss 0.4442263146241506 Epoch 19: val loss 0.5691129565238953 Epoch 20: train loss 0.4411557192603747 Epoch 20: val loss 0.5880658626556396 Epoch 21: train loss 0.45822687943776447 Epoch 21: val loss 0.5816903114318848 Epoch 22: train loss 0.4660062740246455 Epoch 22: val loss 0.5745667219161987 Epoch 23: train loss 0.4423628970980644 Epoch 23: val loss 0.5885960459709167 Epoch 24: train loss 0.4451034218072891 Epoch 24: val loss 0.5866860151290894
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7103194197018942 Epoch 0: val loss 0.6978771686553955 Epoch 1: train loss 0.6805677165587743 Epoch 1: val loss 0.6893763542175293 Epoch 2: train loss 0.6763782600561777 Epoch 2: val loss 0.6851918697357178 Epoch 3: train loss 0.6401672760645548 Epoch 3: val loss 0.662888765335083 Epoch 4: train loss 0.6305863310893377 Epoch 4: val loss 0.6522761583328247 Epoch 5: train loss 0.5992996841669083 Epoch 5: val loss 0.6441755890846252 Epoch 6: train loss 0.5810733338197073 Epoch 6: val loss 0.6439733505249023 Epoch 7: train loss 0.557684081296126 Epoch 7: val loss 0.6405210494995117 Epoch 8: train loss 0.5525835528969765 Epoch 8: val loss 0.6370279788970947 Epoch 9: train loss 0.5549582789341608 Epoch 9: val loss 0.6368709206581116 Epoch 10: train loss 0.5325300097465515 Epoch 10: val loss 0.6288977861404419 Epoch 11: train loss 0.49961408972740173 Epoch 11: val loss 0.63204026222229 Epoch 12: train loss 0.5106656750043234 Epoch 12: val loss 0.6203789710998535 Epoch 13: train loss 0.48056697100400925 Epoch 13: val loss 0.6300498247146606 Epoch 14: train loss 0.45989710589249927 Epoch 14: val loss 0.6276581883430481 Epoch 15: train loss 0.45690860599279404 Epoch 15: val loss 0.6293750405311584 Epoch 16: train loss 0.4678208107749621 Epoch 16: val loss 0.6408311128616333 Epoch 17: train loss 0.4245694900552432 Epoch 17: val loss 0.6483595967292786 Epoch 18: train loss 0.44283267110586166 Epoch 18: val loss 0.6565222144126892 Epoch 19: train loss 0.4131300474206607 Epoch 19: val loss 0.6834644675254822 Epoch 20: train loss 0.4187381987770398 Epoch 20: val loss 0.6852026581764221 Epoch 21: train loss 0.40643664449453354 Epoch 21: val loss 0.7046850919723511 Epoch 22: train loss 0.4073576331138611 Epoch 22: val loss 0.6914821267127991 Epoch 23: train loss 0.3788033723831177 Epoch 23: val loss 0.6894407868385315 Epoch 24: train loss 0.39124108105897903 Epoch 24: val loss 0.7113890647888184
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6908763498067856 Epoch 0: val loss 0.6739843487739563 Epoch 1: train loss 0.659675121307373 Epoch 1: val loss 0.6654847264289856 Epoch 2: train loss 0.635313426454862 Epoch 2: val loss 0.6487246751785278 Epoch 3: train loss 0.6163623481988907 Epoch 3: val loss 0.6365062594413757 Epoch 4: train loss 0.6056820799907049 Epoch 4: val loss 0.6269294023513794 Epoch 5: train loss 0.592777798573176 Epoch 5: val loss 0.6078269481658936 Epoch 6: train loss 0.5754894490043322 Epoch 6: val loss 0.6032528281211853 Epoch 7: train loss 0.5765585402647654 Epoch 7: val loss 0.6016037464141846 Epoch 8: train loss 0.5446270182728767 Epoch 8: val loss 0.5976791977882385 Epoch 9: train loss 0.5551584412654241 Epoch 9: val loss 0.591062068939209 Epoch 10: train loss 0.5520704835653305 Epoch 10: val loss 0.5930047631263733 Epoch 11: train loss 0.5555495296915373 Epoch 11: val loss 0.5988383293151855 Epoch 12: train loss 0.5242657413085302 Epoch 12: val loss 0.5862347483634949 Epoch 13: train loss 0.5140378847718239 Epoch 13: val loss 0.5939258337020874 Epoch 14: train loss 0.49547866980234784 Epoch 14: val loss 0.5864397287368774 Epoch 15: train loss 0.462281733751297 Epoch 15: val loss 0.5939465165138245 Epoch 16: train loss 0.48747944583495456 Epoch 16: val loss 0.5945190191268921 Epoch 17: train loss 0.4967728356520335 Epoch 17: val loss 0.5894290208816528 Epoch 18: train loss 0.4965069244305293 Epoch 18: val loss 0.6003024578094482 Epoch 19: train loss 0.4731598397095998 Epoch 19: val loss 0.6065893173217773 Epoch 20: train loss 0.4563850189248721 Epoch 20: val loss 0.5983995199203491 Epoch 21: train loss 0.4694754108786583 Epoch 21: val loss 0.6088988780975342 Epoch 22: train loss 0.4496312166253726 Epoch 22: val loss 0.61165452003479 Epoch 23: train loss 0.4418586293856303 Epoch 23: val loss 0.5997016429901123 Epoch 24: train loss 0.43780557811260223 Epoch 24: val loss 0.6012062430381775
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6680101826786995 Epoch 0: val loss 0.6777986288070679 Epoch 1: train loss 0.6522060260176659 Epoch 1: val loss 0.6566543579101562 Epoch 2: train loss 0.6134341545403004 Epoch 2: val loss 0.6351295709609985 Epoch 3: train loss 0.5960890911519527 Epoch 3: val loss 0.6297754049301147 Epoch 4: train loss 0.5710914433002472 Epoch 4: val loss 0.6302615404129028 Epoch 5: train loss 0.5496344547718763 Epoch 5: val loss 0.6176559925079346 Epoch 6: train loss 0.5341312699019909 Epoch 6: val loss 0.6288203597068787 Epoch 7: train loss 0.5262320842593908 Epoch 7: val loss 0.6282877922058105 Epoch 8: train loss 0.5063289608806372 Epoch 8: val loss 0.6282497644424438 Epoch 9: train loss 0.5195672065019608 Epoch 9: val loss 0.6309177279472351 Epoch 10: train loss 0.5028819981962442 Epoch 10: val loss 0.6338280439376831 Epoch 11: train loss 0.5013430379331112 Epoch 11: val loss 0.6301904916763306 Epoch 12: train loss 0.486625287681818 Epoch 12: val loss 0.6284849643707275 Epoch 13: train loss 0.4845395162701607 Epoch 13: val loss 0.6369264125823975 Epoch 14: train loss 0.47316007874906063 Epoch 14: val loss 0.6281439661979675 Epoch 15: train loss 0.48323155008256435 Epoch 15: val loss 0.6160405874252319 Epoch 16: train loss 0.46990191750228405 Epoch 16: val loss 0.6126334071159363
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6644962231318156 Epoch 0: val loss 0.6744019985198975 Epoch 1: train loss 0.6578929076592127 Epoch 1: val loss 0.6550356149673462 Epoch 2: train loss 0.645120362440745 Epoch 2: val loss 0.6361638307571411 Epoch 3: train loss 0.6336522499720255 Epoch 3: val loss 0.6366167664527893 Epoch 4: train loss 0.6043093750874201 Epoch 4: val loss 0.6259434819221497 Epoch 5: train loss 0.6282970160245895 Epoch 5: val loss 0.6189417839050293 Epoch 6: train loss 0.6065699954827627 Epoch 6: val loss 0.6227306723594666 Epoch 7: train loss 0.5894708832105001 Epoch 7: val loss 0.6286845803260803 Epoch 8: train loss 0.5947111596663793 Epoch 8: val loss 0.6265488266944885 Epoch 9: train loss 0.5728760759035746 Epoch 9: val loss 0.6297589540481567 Epoch 10: train loss 0.5825989122192065 Epoch 10: val loss 0.6266385316848755 Epoch 11: train loss 0.5780470644434293 Epoch 11: val loss 0.6374419331550598 Epoch 12: train loss 0.5660234739383062 Epoch 12: val loss 0.638425886631012 Epoch 13: train loss 0.5698581238587698 Epoch 13: val loss 0.6328133940696716 Epoch 14: train loss 0.5523222635189692 Epoch 14: val loss 0.628959596157074 Epoch 15: train loss 0.5416795238852501 Epoch 15: val loss 0.6221232414245605 Epoch 16: train loss 0.5415241743127505 Epoch 16: val loss 0.6215035319328308 Epoch 17: train loss 0.5373647709687551 Epoch 17: val loss 0.6272289156913757 Epoch 18: train loss 0.5375622188051542 Epoch 18: val loss 0.6347891688346863 Epoch 19: train loss 0.5212020774682363 Epoch 19: val loss 0.6286305785179138 Epoch 20: train loss 0.5069875170787176 Epoch 20: val loss 0.6390902400016785 Epoch 21: train loss 0.513571115831534 Epoch 21: val loss 0.6397726535797119 Epoch 22: train loss 0.5181848729650179 Epoch 22: val loss 0.6251943707466125 Epoch 23: train loss 0.517595037817955 Epoch 23: val loss 0.626878023147583 Epoch 24: train loss 0.4928883835673332 Epoch 24: val loss 0.6240279078483582
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930224994818369 Epoch 0: val loss 0.685424268245697 Epoch 1: train loss 0.6722036004066467 Epoch 1: val loss 0.666584312915802 Epoch 2: train loss 0.656004453698794 Epoch 2: val loss 0.6466127038002014 Epoch 3: train loss 0.6509608179330826 Epoch 3: val loss 0.6351655125617981 Epoch 4: train loss 0.6335773020982742 Epoch 4: val loss 0.6215448975563049 Epoch 5: train loss 0.6180562674999237 Epoch 5: val loss 0.610560953617096 Epoch 6: train loss 0.6072206248839697 Epoch 6: val loss 0.60915607213974 Epoch 7: train loss 0.5879722088575363 Epoch 7: val loss 0.6118038296699524 Epoch 8: train loss 0.5868667513132095 Epoch 8: val loss 0.6038956642150879 Epoch 9: train loss 0.5796881367762884 Epoch 9: val loss 0.6171190142631531 Epoch 10: train loss 0.5735238442818323 Epoch 10: val loss 0.6069531440734863 Epoch 11: train loss 0.5755781655510267 Epoch 11: val loss 0.6037748456001282 Epoch 12: train loss 0.5666475842396418 Epoch 12: val loss 0.6122647523880005 Epoch 13: train loss 0.5424293528000513 Epoch 13: val loss 0.6294017434120178 Epoch 14: train loss 0.5502411425113678 Epoch 14: val loss 0.637617290019989 Epoch 15: train loss 0.5465574239691099 Epoch 15: val loss 0.6443510055541992 Epoch 16: train loss 0.5492526491483053 Epoch 16: val loss 0.6401187181472778 Epoch 17: train loss 0.5272756864627203 Epoch 17: val loss 0.6379506587982178 Epoch 18: train loss 0.5214516445994377 Epoch 18: val loss 0.6471587419509888 Epoch 19: train loss 0.5349855224291483 Epoch 19: val loss 0.6601194143295288 Epoch 20: train loss 0.5154463897148768 Epoch 20: val loss 0.6648064851760864 Epoch 21: train loss 0.5284872154394785 Epoch 21: val loss 0.6808515191078186 Epoch 22: train loss 0.5304123635093371 Epoch 22: val loss 0.6723301410675049 Epoch 23: train loss 0.4985400264461835 Epoch 23: val loss 0.6688329577445984 Epoch 24: train loss 0.49678270518779755 Epoch 24: val loss 0.6765698790550232
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7057437946399053 Epoch 0: val loss 0.6925575137138367 Epoch 1: train loss 0.6751565287510554 Epoch 1: val loss 0.6848706007003784 Epoch 2: train loss 0.6596090545256933 Epoch 2: val loss 0.6792386174201965 Epoch 3: train loss 0.6386877050002416 Epoch 3: val loss 0.6765429973602295 Epoch 4: train loss 0.6301445464293162 Epoch 4: val loss 0.6770094633102417 Epoch 5: train loss 0.6070384234189987 Epoch 5: val loss 0.6753401160240173 Epoch 6: train loss 0.6010538935661316 Epoch 6: val loss 0.6732809543609619 Epoch 7: train loss 0.6098096718390783 Epoch 7: val loss 0.674558699131012 Epoch 8: train loss 0.5797534286975861 Epoch 8: val loss 0.6839659810066223 Epoch 9: train loss 0.5740431447823843 Epoch 9: val loss 0.6945647597312927 Epoch 10: train loss 0.5748213430245718 Epoch 10: val loss 0.6829453110694885 Epoch 11: train loss 0.5512758915623029 Epoch 11: val loss 0.6817931532859802 Epoch 12: train loss 0.5559302369753519 Epoch 12: val loss 0.6853560209274292 Epoch 13: train loss 0.5411087895433108 Epoch 13: val loss 0.7023657560348511 Epoch 14: train loss 0.5406986325979233 Epoch 14: val loss 0.7053897380828857 Epoch 15: train loss 0.5286792442202568 Epoch 15: val loss 0.6908362507820129 Epoch 16: train loss 0.5263629009326299 Epoch 16: val loss 0.6990132927894592 Epoch 17: train loss 0.5228898276885351 Epoch 17: val loss 0.7182729244232178 Epoch 18: train loss 0.49602993826071423 Epoch 18: val loss 0.7143116593360901 Epoch 19: train loss 0.4877864470084508 Epoch 19: val loss 0.7153845429420471 Epoch 20: train loss 0.4953075001637141 Epoch 20: val loss 0.7335856556892395 Epoch 21: train loss 0.4748538210988045 Epoch 21: val loss 0.7367017865180969 Epoch 22: train loss 0.4750376840432485 Epoch 22: val loss 0.7481892108917236 Epoch 23: train loss 0.48515306661526364 Epoch 23: val loss 0.7564405798912048 Epoch 24: train loss 0.4729178821047147 Epoch 24: val loss 0.744027853012085
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7047176112731298 Epoch 0: val loss 0.6938332319259644 Epoch 1: train loss 0.6500888566176096 Epoch 1: val loss 0.6937388181686401 Epoch 2: train loss 0.6379517565170923 Epoch 2: val loss 0.7005962133407593 Epoch 3: train loss 0.6208938558896383 Epoch 3: val loss 0.7091509103775024 Epoch 4: train loss 0.6197416186332703 Epoch 4: val loss 0.7153931260108948 Epoch 5: train loss 0.6060309807459513 Epoch 5: val loss 0.7118570804595947 Epoch 6: train loss 0.5841019973158836 Epoch 6: val loss 0.7263503074645996 Epoch 7: train loss 0.5906750659147898 Epoch 7: val loss 0.7251020669937134 Epoch 8: train loss 0.57157435019811 Epoch 8: val loss 0.7267383337020874 Epoch 9: train loss 0.5820236677924792 Epoch 9: val loss 0.7320592403411865 Epoch 10: train loss 0.5619214003284773 Epoch 10: val loss 0.7346968054771423 Epoch 11: train loss 0.5537253866593043 Epoch 11: val loss 0.7351148724555969 Epoch 12: train loss 0.5518233378728231 Epoch 12: val loss 0.7299233675003052 Epoch 13: train loss 0.5370178172985712 Epoch 13: val loss 0.742658793926239 Epoch 14: train loss 0.5283740783731142 Epoch 14: val loss 0.739749014377594 Epoch 15: train loss 0.516753263771534 Epoch 15: val loss 0.735775887966156 Epoch 16: train loss 0.5230932037035624 Epoch 16: val loss 0.738671064376831 Epoch 17: train loss 0.536890871822834 Epoch 17: val loss 0.7529754042625427 Epoch 18: train loss 0.50892290721337 Epoch 18: val loss 0.7570933699607849 Epoch 19: train loss 0.508892779548963 Epoch 19: val loss 0.7675949335098267 Epoch 20: train loss 0.4907775819301605 Epoch 20: val loss 0.7617363333702087 Epoch 21: train loss 0.4984694893161456 Epoch 21: val loss 0.779897928237915 Epoch 22: train loss 0.4946754227081935 Epoch 22: val loss 0.7773008942604065 Epoch 23: train loss 0.4957636073231697 Epoch 23: val loss 0.7777109146118164 Epoch 24: train loss 0.4767262637615204 Epoch 24: val loss 0.7917807102203369
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6877731420099735 Epoch 0: val loss 0.6762372255325317 Epoch 1: train loss 0.6601275354623795 Epoch 1: val loss 0.6584028601646423 Epoch 2: train loss 0.6447306275367737 Epoch 2: val loss 0.6513004302978516 Epoch 3: train loss 0.6371627524495125 Epoch 3: val loss 0.639293372631073 Epoch 4: train loss 0.6325998939573765 Epoch 4: val loss 0.6278136372566223 Epoch 5: train loss 0.6208153236657381 Epoch 5: val loss 0.6219446063041687 Epoch 6: train loss 0.6144567094743252 Epoch 6: val loss 0.6170690655708313 Epoch 7: train loss 0.5888028014451265 Epoch 7: val loss 0.6208670139312744
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6827981038527056 Epoch 0: val loss 0.6711268424987793 Epoch 1: train loss 0.6521997885270552 Epoch 1: val loss 0.6578958034515381 Epoch 2: train loss 0.6415644721551375 Epoch 2: val loss 0.6426152586936951 Epoch 3: train loss 0.6084993048147722 Epoch 3: val loss 0.6359638571739197 Epoch 4: train loss 0.5934369401498274 Epoch 4: val loss 0.6330528855323792 Epoch 5: train loss 0.5942113345319574 Epoch 5: val loss 0.6241142153739929 Epoch 6: train loss 0.5966559431769631 Epoch 6: val loss 0.6270187497138977 Epoch 7: train loss 0.5643562593243339 Epoch 7: val loss 0.6190870404243469 Epoch 8: train loss 0.5514264675703916 Epoch 8: val loss 0.6338801980018616 Epoch 9: train loss 0.5367435406554829 Epoch 9: val loss 0.6196450591087341 Epoch 10: train loss 0.5324344851753928 Epoch 10: val loss 0.6216203570365906 Epoch 11: train loss 0.5432789027690887 Epoch 11: val loss 0.6331879496574402 Epoch 12: train loss 0.5022886910221793 Epoch 12: val loss 0.6318715810775757 Epoch 13: train loss 0.5269577503204346 Epoch 13: val loss 0.6389356255531311 Epoch 14: train loss 0.49681977250359277 Epoch 14: val loss 0.6370867490768433 Epoch 15: train loss 0.4856149770996787 Epoch 15: val loss 0.6507492661476135 Epoch 16: train loss 0.5118696201931346 Epoch 16: val loss 0.6544961333274841 Epoch 17: train loss 0.4659518978812478 Epoch 17: val loss 0.658484935760498 Epoch 18: train loss 0.47755846110257233 Epoch 18: val loss 0.6497057676315308 Epoch 19: train loss 0.45837356827475806 Epoch 19: val loss 0.6522225737571716 Epoch 20: train loss 0.45660343766212463 Epoch 20: val loss 0.6518447399139404 Epoch 21: train loss 0.4375086562200026 Epoch 21: val loss 0.6515195965766907 Epoch 22: train loss 0.4406271062114022 Epoch 22: val loss 0.6616809964179993 Epoch 23: train loss 0.42440899122845044 Epoch 23: val loss 0.6627992987632751 Epoch 24: train loss 0.4363553388552232 Epoch 24: val loss 0.6741184592247009
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7099234515970404 Epoch 0: val loss 0.6811802387237549 Epoch 1: train loss 0.6741838346828114 Epoch 1: val loss 0.6690879464149475 Epoch 2: train loss 0.6568512483076616 Epoch 2: val loss 0.665255606174469 Epoch 3: train loss 0.6431907144459811 Epoch 3: val loss 0.6669244170188904 Epoch 4: train loss 0.6397859670899131 Epoch 4: val loss 0.6693968772888184 Epoch 5: train loss 0.6112956404685974 Epoch 5: val loss 0.6727867722511292 Epoch 6: train loss 0.6206434856761586 Epoch 6: val loss 0.6737306118011475 Epoch 7: train loss 0.6125440868464384 Epoch 7: val loss 0.6758081912994385 Epoch 8: train loss 0.5841069167310541 Epoch 8: val loss 0.6872153878211975 Epoch 9: train loss 0.5972460996020924 Epoch 9: val loss 0.6817006468772888 Epoch 10: train loss 0.5649531266906045 Epoch 10: val loss 0.6878306865692139 Epoch 11: train loss 0.5795953544703397 Epoch 11: val loss 0.6796479225158691 Epoch 12: train loss 0.5554987083781849 Epoch 12: val loss 0.6738330721855164 Epoch 13: train loss 0.5358821018175646 Epoch 13: val loss 0.6726462841033936 Epoch 14: train loss 0.532563412731344 Epoch 14: val loss 0.6753761768341064 Epoch 15: train loss 0.5236682241613214 Epoch 15: val loss 0.6851028203964233 Epoch 16: train loss 0.5183299048380419 Epoch 16: val loss 0.6788178086280823 Epoch 17: train loss 0.5005986582149159 Epoch 17: val loss 0.6758189797401428 Epoch 18: train loss 0.5168742835521698 Epoch 18: val loss 0.6780394911766052 Epoch 19: train loss 0.49760526147755707 Epoch 19: val loss 0.6677846312522888 Epoch 20: train loss 0.5012593458999287 Epoch 20: val loss 0.6634571552276611 Epoch 21: train loss 0.47570242935960944 Epoch 21: val loss 0.6724637746810913 Epoch 22: train loss 0.46891292387788946 Epoch 22: val loss 0.6828597784042358 Epoch 23: train loss 0.47804541750387713 Epoch 23: val loss 0.665762722492218 Epoch 24: train loss 0.46113888783888385 Epoch 24: val loss 0.6811672449111938
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6877784620631825 Epoch 0: val loss 0.6743462681770325 Epoch 1: train loss 0.648614682934501 Epoch 1: val loss 0.6767281293869019 Epoch 2: train loss 0.637577008117329 Epoch 2: val loss 0.6799694299697876 Epoch 3: train loss 0.6323269659822638 Epoch 3: val loss 0.6777318120002747 Epoch 4: train loss 0.6030258590524847 Epoch 4: val loss 0.6766397356987 Epoch 5: train loss 0.5945569439367815 Epoch 5: val loss 0.6653684973716736 Epoch 6: train loss 0.5921145894310691 Epoch 6: val loss 0.6648688912391663 Epoch 7: train loss 0.5833412977782163 Epoch 7: val loss 0.6559397578239441 Epoch 8: train loss 0.563215437260541 Epoch 8: val loss 0.6532195210456848 Epoch 9: train loss 0.5495980950919065 Epoch 9: val loss 0.6545688509941101 Epoch 10: train loss 0.5598470026796515 Epoch 10: val loss 0.6588627099990845 Epoch 11: train loss 0.5261650085449219 Epoch 11: val loss 0.6533424854278564 Epoch 12: train loss 0.519449616020376 Epoch 12: val loss 0.6627134084701538 Epoch 13: train loss 0.506928565827283 Epoch 13: val loss 0.6559381484985352 Epoch 14: train loss 0.4990749575875022 Epoch 14: val loss 0.6653341054916382 Epoch 15: train loss 0.5253121934153817 Epoch 15: val loss 0.6540320515632629 Epoch 16: train loss 0.516216979785399 Epoch 16: val loss 0.635387659072876 Epoch 17: train loss 0.4922353814948689 Epoch 17: val loss 0.6531915664672852 Epoch 18: train loss 0.4797358892180703 Epoch 18: val loss 0.6703010201454163 Epoch 19: train loss 0.48489195108413696 Epoch 19: val loss 0.6528654098510742 Epoch 20: train loss 0.4768125225197185 Epoch 20: val loss 0.6703937649726868 Epoch 21: train loss 0.48898345502940094 Epoch 21: val loss 0.672470211982727 Epoch 22: train loss 0.45846624266017566 Epoch 22: val loss 0.6614875197410583 Epoch 23: train loss 0.45719657973809674 Epoch 23: val loss 0.6572955846786499 Epoch 24: train loss 0.4603009982542558 Epoch 24: val loss 0.6673039793968201
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.702098396691409 Epoch 0: val loss 0.6792300343513489 Epoch 1: train loss 0.6646178202195601 Epoch 1: val loss 0.6726934313774109 Epoch 2: train loss 0.651530688459223 Epoch 2: val loss 0.6711511015892029 Epoch 3: train loss 0.633676144209775 Epoch 3: val loss 0.6718078851699829 Epoch 4: train loss 0.616824979131872 Epoch 4: val loss 0.6760678291320801 Epoch 5: train loss 0.6133093725551259 Epoch 5: val loss 0.677033543586731 Epoch 6: train loss 0.6025362123142589 Epoch 6: val loss 0.6779688000679016 Epoch 7: train loss 0.6014919064261697 Epoch 7: val loss 0.6791187524795532 Epoch 8: train loss 0.5905528339472684 Epoch 8: val loss 0.6803727746009827 Epoch 9: train loss 0.5960981303995306 Epoch 9: val loss 0.6809072494506836 Epoch 10: train loss 0.5902605246413838 Epoch 10: val loss 0.6863040924072266 Epoch 11: train loss 0.5528163557702844 Epoch 11: val loss 0.6799473762512207 Epoch 12: train loss 0.5715416236357256 Epoch 12: val loss 0.6777253150939941 Epoch 13: train loss 0.5353699245236136 Epoch 13: val loss 0.6677709817886353 Epoch 14: train loss 0.5603105669671838 Epoch 14: val loss 0.6676219701766968 Epoch 15: train loss 0.5180278366262262 Epoch 15: val loss 0.6751033067703247 Epoch 16: train loss 0.514854455536062 Epoch 16: val loss 0.6771401762962341 Epoch 17: train loss 0.5250402851538225 Epoch 17: val loss 0.6711243391036987 Epoch 18: train loss 0.5111559304324064 Epoch 18: val loss 0.6636683940887451 Epoch 19: train loss 0.4875054413622076 Epoch 19: val loss 0.6713604927062988 Epoch 20: train loss 0.48102156682447955 Epoch 20: val loss 0.6834376454353333 Epoch 21: train loss 0.4822763204574585 Epoch 21: val loss 0.6862666010856628 Epoch 22: train loss 0.4734565886584195 Epoch 22: val loss 0.6895031929016113 Epoch 23: train loss 0.47706731070171704 Epoch 23: val loss 0.6977177858352661 Epoch 24: train loss 0.44913062995130365 Epoch 24: val loss 0.6955939531326294
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955563386281332 Epoch 0: val loss 0.683971643447876 Epoch 1: train loss 0.6709805687268575 Epoch 1: val loss 0.6761283278465271 Epoch 2: train loss 0.6595165411631266 Epoch 2: val loss 0.6682379841804504 Epoch 3: train loss 0.6475397189458211 Epoch 3: val loss 0.6656204462051392 Epoch 4: train loss 0.603463610013326 Epoch 4: val loss 0.6717175841331482 Epoch 5: train loss 0.6301042477289835 Epoch 5: val loss 0.6619731187820435 Epoch 6: train loss 0.6129514217376709 Epoch 6: val loss 0.6593633890151978 Epoch 7: train loss 0.6031023899714152 Epoch 7: val loss 0.6583917140960693 Epoch 8: train loss 0.5800138930479686 Epoch 8: val loss 0.6461730599403381 Epoch 9: train loss 0.5889288862546285 Epoch 9: val loss 0.6538366079330444 Epoch 10: train loss 0.5909605224927267 Epoch 10: val loss 0.6551306247711182 Epoch 11: train loss 0.5802248338858287 Epoch 11: val loss 0.6496887803077698 Epoch 12: train loss 0.5592332502206167 Epoch 12: val loss 0.6511682868003845 Epoch 13: train loss 0.5828882972399394 Epoch 13: val loss 0.6351955533027649 Epoch 14: train loss 0.5546514411767324 Epoch 14: val loss 0.6457608342170715 Epoch 15: train loss 0.543514750401179 Epoch 15: val loss 0.6376391053199768 Epoch 16: train loss 0.5146745721499125 Epoch 16: val loss 0.6649168729782104 Epoch 17: train loss 0.5154025177160899 Epoch 17: val loss 0.6581827998161316 Epoch 18: train loss 0.5310220221678416 Epoch 18: val loss 0.6507239937782288 Epoch 19: train loss 0.5380145132541656 Epoch 19: val loss 0.6635714769363403 Epoch 20: train loss 0.5422743181387584 Epoch 20: val loss 0.6704164743423462 Epoch 21: train loss 0.5336551904678345 Epoch 21: val loss 0.6630030870437622
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911207620914166 Epoch 0: val loss 0.6896819472312927 Epoch 1: train loss 0.6520080933204064 Epoch 1: val loss 0.6889640688896179 Epoch 2: train loss 0.6387397280106177 Epoch 2: val loss 0.6961640119552612 Epoch 3: train loss 0.6203827353624197 Epoch 3: val loss 0.6932875514030457 Epoch 4: train loss 0.5967020117319547 Epoch 4: val loss 0.7005573511123657 Epoch 5: train loss 0.6004859002736899 Epoch 5: val loss 0.7062757015228271 Epoch 6: train loss 0.5692412761541513 Epoch 6: val loss 0.7084229588508606 Epoch 7: train loss 0.5766860063259418 Epoch 7: val loss 0.7133529186248779 Epoch 8: train loss 0.5627305347185868 Epoch 8: val loss 0.7052691578865051 Epoch 9: train loss 0.5810726284980774 Epoch 9: val loss 0.7185083031654358 Epoch 10: train loss 0.5540916552910438 Epoch 10: val loss 0.7153580188751221 Epoch 11: train loss 0.5564788419466752 Epoch 11: val loss 0.7065001130104065 Epoch 12: train loss 0.5293826094040504 Epoch 12: val loss 0.7052093744277954 Epoch 13: train loss 0.5297853488188523 Epoch 13: val loss 0.7237570881843567 Epoch 14: train loss 0.5232852697372437 Epoch 14: val loss 0.7022467255592346 Epoch 15: train loss 0.5258461374502915 Epoch 15: val loss 0.71013343334198 Epoch 16: train loss 0.5227608199302967 Epoch 16: val loss 0.7168706655502319 Epoch 17: train loss 0.5078694201432742 Epoch 17: val loss 0.6940454244613647 Epoch 18: train loss 0.5037677471454327 Epoch 18: val loss 0.7114614844322205 Epoch 19: train loss 0.48725304236778844 Epoch 19: val loss 0.6821312308311462 Epoch 20: train loss 0.4948727786540985 Epoch 20: val loss 0.6922782063484192 Epoch 21: train loss 0.48162634326861453 Epoch 21: val loss 0.70335453748703 Epoch 22: train loss 0.45639530512002796 Epoch 22: val loss 0.7179615497589111 Epoch 23: train loss 0.45941784519415635 Epoch 23: val loss 0.6998724341392517 Epoch 24: train loss 0.4743008132164295 Epoch 24: val loss 0.6931667327880859
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888629381473248 Epoch 0: val loss 0.7001969814300537 Epoch 1: train loss 0.6570788071705744 Epoch 1: val loss 0.6874421238899231 Epoch 2: train loss 0.6394267632411077 Epoch 2: val loss 0.700652539730072 Epoch 3: train loss 0.624360584295713 Epoch 3: val loss 0.6953585147857666 Epoch 4: train loss 0.5964652941777155 Epoch 4: val loss 0.699495255947113 Epoch 5: train loss 0.5793682588980749 Epoch 5: val loss 0.7186629176139832 Epoch 6: train loss 0.5732656808999869 Epoch 6: val loss 0.7532470226287842 Epoch 7: train loss 0.5619683563709259 Epoch 7: val loss 0.7242042422294617 Epoch 8: train loss 0.5560029699252202 Epoch 8: val loss 0.7256231307983398 Epoch 9: train loss 0.5669224445636456 Epoch 9: val loss 0.7341684103012085 Epoch 10: train loss 0.5610550687863276 Epoch 10: val loss 0.7336648106575012 Epoch 11: train loss 0.5393109527918009 Epoch 11: val loss 0.7521210312843323 Epoch 12: train loss 0.5325740552865542 Epoch 12: val loss 0.7421032190322876 Epoch 13: train loss 0.5333096912273994 Epoch 13: val loss 0.7328798174858093 Epoch 14: train loss 0.5418018905016092 Epoch 14: val loss 0.7604239583015442 Epoch 15: train loss 0.5069970626097459 Epoch 15: val loss 0.7357052564620972 Epoch 16: train loss 0.4975231083539816 Epoch 16: val loss 0.7435234189033508 Epoch 17: train loss 0.5133748329602755 Epoch 17: val loss 0.7682505249977112 Epoch 18: train loss 0.4976804279364072 Epoch 18: val loss 0.7662287950515747 Epoch 19: train loss 0.5128286778926849 Epoch 19: val loss 0.7921570539474487 Epoch 20: train loss 0.5251883222506597 Epoch 20: val loss 0.768467366695404 Epoch 21: train loss 0.49808977429683393 Epoch 21: val loss 0.7506828904151917 Epoch 22: train loss 0.501888435620528 Epoch 22: val loss 0.7632991671562195 Epoch 23: train loss 0.48016765255194443 Epoch 23: val loss 0.7307407259941101 Epoch 24: train loss 0.47787772233669573 Epoch 24: val loss 0.7756787538528442
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965713592676016 Epoch 0: val loss 0.6771168112754822 Epoch 1: train loss 0.6776618728270898 Epoch 1: val loss 0.658988893032074 Epoch 2: train loss 0.6445367565521827 Epoch 2: val loss 0.6457638740539551 Epoch 3: train loss 0.6353221810781039 Epoch 3: val loss 0.6443716287612915 Epoch 4: train loss 0.6137177302287176 Epoch 4: val loss 0.6234661936759949 Epoch 5: train loss 0.6196956588671758 Epoch 5: val loss 0.6209036707878113 Epoch 6: train loss 0.6035914925428537 Epoch 6: val loss 0.6108720898628235 Epoch 7: train loss 0.6052875197850741 Epoch 7: val loss 0.605397641658783 Epoch 8: train loss 0.5915263295173645 Epoch 8: val loss 0.6161461472511292 Epoch 9: train loss 0.5804316493181082 Epoch 9: val loss 0.603101909160614 Epoch 10: train loss 0.588281470995683 Epoch 10: val loss 0.6060672998428345 Epoch 11: train loss 0.5650100937256446 Epoch 11: val loss 0.609073281288147 Epoch 12: train loss 0.549117196064729 Epoch 12: val loss 0.6169102787971497 Epoch 13: train loss 0.5406616284297063 Epoch 13: val loss 0.6043439507484436 Epoch 14: train loss 0.551517305465845 Epoch 14: val loss 0.5936378240585327 Epoch 15: train loss 0.5645727285972009 Epoch 15: val loss 0.6068732738494873 Epoch 16: train loss 0.5326177111038795 Epoch 16: val loss 0.6032160520553589 Epoch 17: train loss 0.5299323797225952 Epoch 17: val loss 0.5967267155647278 Epoch 18: train loss 0.5336350615207965 Epoch 18: val loss 0.598979115486145 Epoch 19: train loss 0.5116985188080714 Epoch 19: val loss 0.6107386946678162 Epoch 20: train loss 0.491282194852829 Epoch 20: val loss 0.5980454683303833 Epoch 21: train loss 0.5043433469075423 Epoch 21: val loss 0.5992554426193237 Epoch 22: train loss 0.5116494183356946 Epoch 22: val loss 0.601533830165863 Epoch 23: train loss 0.4710767658857199 Epoch 23: val loss 0.6029983162879944 Epoch 24: train loss 0.48520376132084775 Epoch 24: val loss 0.6280562281608582
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7067996401053208 Epoch 0: val loss 0.6686912775039673 Epoch 1: train loss 0.6602610808152419 Epoch 1: val loss 0.6635043621063232 Epoch 2: train loss 0.6560807961684006 Epoch 2: val loss 0.6591166853904724 Epoch 3: train loss 0.6246373607562139 Epoch 3: val loss 0.655913770198822 Epoch 4: train loss 0.6290014615425696 Epoch 4: val loss 0.6543511748313904 Epoch 5: train loss 0.6180374117997977 Epoch 5: val loss 0.6500891447067261 Epoch 6: train loss 0.6203381144083463 Epoch 6: val loss 0.6482089757919312 Epoch 7: train loss 0.600684220974262 Epoch 7: val loss 0.639868438243866 Epoch 8: train loss 0.6032040921541361 Epoch 8: val loss 0.6350769996643066 Epoch 9: train loss 0.5857230287331802 Epoch 9: val loss 0.635348916053772 Epoch 10: train loss 0.5915397176375756 Epoch 10: val loss 0.6350336074829102 Epoch 11: train loss 0.5862935873178335 Epoch 11: val loss 0.6346256136894226 Epoch 12: train loss 0.5836285742429587 Epoch 12: val loss 0.6306554079055786 Epoch 13: train loss 0.5747354030609131 Epoch 13: val loss 0.635456919670105 Epoch 14: train loss 0.545451854283993 Epoch 14: val loss 0.6380450129508972 Epoch 15: train loss 0.5569848418235779 Epoch 15: val loss 0.6378577351570129 Epoch 16: train loss 0.5375685531359452 Epoch 16: val loss 0.6409585475921631 Epoch 17: train loss 0.5224144504620478 Epoch 17: val loss 0.6445187330245972 Epoch 18: train loss 0.5152016717654008 Epoch 18: val loss 0.6469672918319702 Epoch 19: train loss 0.5419683548120352 Epoch 19: val loss 0.6371071338653564 Epoch 20: train loss 0.5014429940627172 Epoch 20: val loss 0.635051965713501 Epoch 21: train loss 0.5226778984069824 Epoch 21: val loss 0.6417630910873413 Epoch 22: train loss 0.5044936766991248 Epoch 22: val loss 0.6391146779060364 Epoch 23: train loss 0.5032501725050119 Epoch 23: val loss 0.6443379521369934 Epoch 24: train loss 0.5190311876627115 Epoch 24: val loss 0.6584610939025879
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6999216816004585 Epoch 0: val loss 0.7111090421676636 Epoch 1: train loss 0.6767138347906225 Epoch 1: val loss 0.7070505619049072 Epoch 2: train loss 0.6688686609268188 Epoch 2: val loss 0.6985854506492615 Epoch 3: train loss 0.6373411066391889 Epoch 3: val loss 0.6929261684417725 Epoch 4: train loss 0.6441421684096841 Epoch 4: val loss 0.6822484135627747 Epoch 5: train loss 0.6301486106479869 Epoch 5: val loss 0.6777975559234619 Epoch 6: train loss 0.6060905666912303 Epoch 6: val loss 0.66482013463974 Epoch 7: train loss 0.6077382950221791 Epoch 7: val loss 0.6746116876602173 Epoch 8: train loss 0.5885879187022939 Epoch 8: val loss 0.6646605134010315 Epoch 9: train loss 0.5868073771981632 Epoch 9: val loss 0.6766474843025208 Epoch 10: train loss 0.5774703814702875 Epoch 10: val loss 0.6663355231285095 Epoch 11: train loss 0.561070591211319 Epoch 11: val loss 0.6804927587509155 Epoch 12: train loss 0.5523954507182626 Epoch 12: val loss 0.6732797026634216 Epoch 13: train loss 0.5566111171946806 Epoch 13: val loss 0.690547525882721 Epoch 14: train loss 0.5409020395839915 Epoch 14: val loss 0.6983203291893005 Epoch 15: train loss 0.5369233348790337 Epoch 15: val loss 0.6964983344078064 Epoch 16: train loss 0.5343462789759916 Epoch 16: val loss 0.7012659907341003 Epoch 17: train loss 0.5317293440594393 Epoch 17: val loss 0.7286558151245117 Epoch 18: train loss 0.5245008643935708 Epoch 18: val loss 0.7333270907402039 Epoch 19: train loss 0.5134960500633016 Epoch 19: val loss 0.737823486328125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.724387859304746 Epoch 0: val loss 0.6847884058952332 Epoch 1: train loss 0.6810498634974161 Epoch 1: val loss 0.6818941831588745 Epoch 2: train loss 0.6711816688378652 Epoch 2: val loss 0.6816844344139099 Epoch 3: train loss 0.665186271071434 Epoch 3: val loss 0.6838717460632324 Epoch 4: train loss 0.6520074705282847 Epoch 4: val loss 0.6830580830574036 Epoch 5: train loss 0.6575872302055359 Epoch 5: val loss 0.6849305629730225 Epoch 6: train loss 0.6447348992029825 Epoch 6: val loss 0.6854502558708191 Epoch 7: train loss 0.6498642762502035 Epoch 7: val loss 0.6843525171279907 Epoch 8: train loss 0.6220239847898483 Epoch 8: val loss 0.6813868880271912 Epoch 9: train loss 0.622135599454244 Epoch 9: val loss 0.6856123208999634 Epoch 10: train loss 0.6151472677787145 Epoch 10: val loss 0.6815050840377808 Epoch 11: train loss 0.61090437322855 Epoch 11: val loss 0.6794229745864868 Epoch 12: train loss 0.5935163994630178 Epoch 12: val loss 0.6837916970252991 Epoch 13: train loss 0.604228655497233 Epoch 13: val loss 0.6775036454200745 Epoch 14: train loss 0.6003776242335638 Epoch 14: val loss 0.6798132061958313 Epoch 15: train loss 0.5892527749141058 Epoch 15: val loss 0.693526566028595 Epoch 16: train loss 0.5859339063366255 Epoch 16: val loss 0.6937914490699768 Epoch 17: train loss 0.5754913439353307 Epoch 17: val loss 0.6818450093269348 Epoch 18: train loss 0.5770001585284869 Epoch 18: val loss 0.6917668581008911 Epoch 19: train loss 0.5654346719384193 Epoch 19: val loss 0.6997056603431702 Epoch 20: train loss 0.5535758882761002 Epoch 20: val loss 0.7027373313903809 Epoch 21: train loss 0.5384631703297297 Epoch 21: val loss 0.6888570189476013 Epoch 22: train loss 0.5605685735742251 Epoch 22: val loss 0.6770833730697632 Epoch 23: train loss 0.540163574119409 Epoch 23: val loss 0.6796398758888245 Epoch 24: train loss 0.5276282504200935 Epoch 24: val loss 0.6853063106536865
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7054416239261627 Epoch 0: val loss 0.6849571466445923 Epoch 1: train loss 0.6725379774967829 Epoch 1: val loss 0.6799414157867432 Epoch 2: train loss 0.673211395740509 Epoch 2: val loss 0.674717366695404 Epoch 3: train loss 0.6542964528004328 Epoch 3: val loss 0.6704325079917908 Epoch 4: train loss 0.6590439677238464 Epoch 4: val loss 0.6725596785545349 Epoch 5: train loss 0.6449540704488754 Epoch 5: val loss 0.6725399494171143 Epoch 6: train loss 0.6382452497879664 Epoch 6: val loss 0.6726411581039429 Epoch 7: train loss 0.6186356097459793 Epoch 7: val loss 0.6740865111351013 Epoch 8: train loss 0.6276541699965795 Epoch 8: val loss 0.6751309633255005 Epoch 9: train loss 0.618714819351832 Epoch 9: val loss 0.6800200939178467 Epoch 10: train loss 0.6084505418936411 Epoch 10: val loss 0.6821747422218323 Epoch 11: train loss 0.5973483721415201 Epoch 11: val loss 0.68912273645401 Epoch 12: train loss 0.5939059356848398 Epoch 12: val loss 0.6942027807235718 Epoch 13: train loss 0.5719244182109833 Epoch 13: val loss 0.6958879232406616 Epoch 14: train loss 0.5860014408826828 Epoch 14: val loss 0.6988596320152283 Epoch 15: train loss 0.5773040627439817 Epoch 15: val loss 0.7031448483467102 Epoch 16: train loss 0.5793822333216667 Epoch 16: val loss 0.705793023109436 Epoch 17: train loss 0.5662150805195173 Epoch 17: val loss 0.7108373045921326 Epoch 18: train loss 0.5626587520043055 Epoch 18: val loss 0.7105264067649841 Epoch 19: train loss 0.5548827176292738 Epoch 19: val loss 0.7124719023704529 Epoch 20: train loss 0.5605742161472639 Epoch 20: val loss 0.7078222632408142 Epoch 21: train loss 0.5610928709308306 Epoch 21: val loss 0.7074874043464661 Epoch 22: train loss 0.5444681147734324 Epoch 22: val loss 0.71961510181427 Epoch 23: train loss 0.5472467144330343 Epoch 23: val loss 0.7207524180412292 Epoch 24: train loss 0.5392549385627111 Epoch 24: val loss 0.727940559387207
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7030627826849619 Epoch 0: val loss 0.6902865171432495 Epoch 1: train loss 0.6811889757712682 Epoch 1: val loss 0.6969078183174133 Epoch 2: train loss 0.6595533142487208 Epoch 2: val loss 0.6927018165588379 Epoch 3: train loss 0.645521213610967 Epoch 3: val loss 0.6921471357345581 Epoch 4: train loss 0.6369319409132004 Epoch 4: val loss 0.6970915794372559 Epoch 5: train loss 0.6475033164024353 Epoch 5: val loss 0.6992682814598083 Epoch 6: train loss 0.6231730878353119 Epoch 6: val loss 0.7023931741714478 Epoch 7: train loss 0.6194614668687185 Epoch 7: val loss 0.7090538144111633 Epoch 8: train loss 0.6126417020956675 Epoch 8: val loss 0.7187724113464355 Epoch 9: train loss 0.6011476218700409 Epoch 9: val loss 0.7196587920188904 Epoch 10: train loss 0.5990386779109637 Epoch 10: val loss 0.7254745960235596 Epoch 11: train loss 0.6024287740389506 Epoch 11: val loss 0.7358054518699646 Epoch 12: train loss 0.5972396632035574 Epoch 12: val loss 0.7434969544410706 Epoch 13: train loss 0.5852950463692347 Epoch 13: val loss 0.7536036372184753 Epoch 14: train loss 0.5782820781071981 Epoch 14: val loss 0.7450089454650879 Epoch 15: train loss 0.5545754084984461 Epoch 15: val loss 0.7534101605415344 Epoch 16: train loss 0.580040693283081 Epoch 16: val loss 0.7676418423652649 Epoch 17: train loss 0.5668224096298218 Epoch 17: val loss 0.7544425129890442 Epoch 18: train loss 0.5603730529546738 Epoch 18: val loss 0.7613512873649597 Epoch 19: train loss 0.548134279747804 Epoch 19: val loss 0.7811559438705444 Epoch 20: train loss 0.5411217361688614 Epoch 20: val loss 0.790561854839325 Epoch 21: train loss 0.5181284745534261 Epoch 21: val loss 0.8069232106208801 Epoch 22: train loss 0.5257607748111089 Epoch 22: val loss 0.7922025322914124 Epoch 23: train loss 0.5258704995115598 Epoch 23: val loss 0.8079352378845215 Epoch 24: train loss 0.513058806459109 Epoch 24: val loss 0.8198038935661316
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6996236443519592 Epoch 0: val loss 0.6867061257362366 Epoch 1: train loss 0.6746365328629812 Epoch 1: val loss 0.6740598082542419 Epoch 2: train loss 0.6706474423408508 Epoch 2: val loss 0.6685029864311218 Epoch 3: train loss 0.6577368229627609 Epoch 3: val loss 0.663517415523529 Epoch 4: train loss 0.6620392700036367 Epoch 4: val loss 0.6602667570114136 Epoch 5: train loss 0.6500681241353353 Epoch 5: val loss 0.6588315367698669 Epoch 6: train loss 0.651327908039093 Epoch 6: val loss 0.6549957990646362 Epoch 7: train loss 0.6362695097923279 Epoch 7: val loss 0.6519823670387268 Epoch 8: train loss 0.6255697806676229 Epoch 8: val loss 0.6540539860725403 Epoch 9: train loss 0.6208689908186594 Epoch 9: val loss 0.6602919697761536 Epoch 10: train loss 0.6311251843969027 Epoch 10: val loss 0.6607092618942261 Epoch 11: train loss 0.615044484535853 Epoch 11: val loss 0.6589895486831665 Epoch 12: train loss 0.6059412956237793 Epoch 12: val loss 0.6657890677452087 Epoch 13: train loss 0.6118229975303014 Epoch 13: val loss 0.6653919816017151 Epoch 14: train loss 0.6095479528109232 Epoch 14: val loss 0.6610323190689087 Epoch 15: train loss 0.6022307823101679 Epoch 15: val loss 0.6590818166732788 Epoch 16: train loss 0.5976833080252012 Epoch 16: val loss 0.657953143119812 Epoch 17: train loss 0.5815011262893677 Epoch 17: val loss 0.6579219698905945 Epoch 18: train loss 0.5772711237271627 Epoch 18: val loss 0.6564522981643677 Epoch 19: train loss 0.5863187710444132 Epoch 19: val loss 0.6572193503379822 Epoch 20: train loss 0.5651958808302879 Epoch 20: val loss 0.6568413972854614 Epoch 21: train loss 0.5742799639701843 Epoch 21: val loss 0.6595301032066345 Epoch 22: train loss 0.5490019445617994 Epoch 22: val loss 0.6542711853981018 Epoch 23: train loss 0.5665466114878654 Epoch 23: val loss 0.65506911277771 Epoch 24: train loss 0.5586656009157499 Epoch 24: val loss 0.6613791584968567
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6904875449836254 Epoch 0: val loss 0.6633332967758179 Epoch 1: train loss 0.6744995675981045 Epoch 1: val loss 0.653095006942749 Epoch 2: train loss 0.6601134426891804 Epoch 2: val loss 0.6509429216384888 Epoch 3: train loss 0.6545270159840584 Epoch 3: val loss 0.6583998799324036 Epoch 4: train loss 0.6495362669229507 Epoch 4: val loss 0.6567425727844238 Epoch 5: train loss 0.644223727285862 Epoch 5: val loss 0.6554195880889893 Epoch 6: train loss 0.643462497740984 Epoch 6: val loss 0.6599451899528503 Epoch 7: train loss 0.6323359683156013 Epoch 7: val loss 0.6638795137405396 Epoch 8: train loss 0.6295372657477856 Epoch 8: val loss 0.6694803833961487 Epoch 9: train loss 0.6192171759903431 Epoch 9: val loss 0.6719294190406799 Epoch 10: train loss 0.6201022304594517 Epoch 10: val loss 0.6713045239448547 Epoch 11: train loss 0.6128071285784245 Epoch 11: val loss 0.6737917065620422 Epoch 12: train loss 0.6147731579840183 Epoch 12: val loss 0.6768167018890381
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
21 Epoch 0: train loss 0.7341968332018171 Epoch 0: val loss 0.6620106101036072 Epoch 1: train loss 0.6633092590740749 Epoch 1: val loss 0.6488659977912903 Epoch 2: train loss 0.6037141936165946 Epoch 2: val loss 0.6371874213218689 Epoch 3: train loss 0.5737383621079581 Epoch 3: val loss 0.6252424120903015 Epoch 4: train loss 0.5242745280265808 Epoch 4: val loss 0.6255208253860474 Epoch 5: train loss 0.5962630467755454 Epoch 5: val loss 0.6330956816673279 Epoch 6: train loss 0.5122788080147335 Epoch 6: val loss 0.6345616579055786 Epoch 7: train loss 0.5332574120589665 Epoch 7: val loss 0.631406307220459 Epoch 8: train loss 0.611419039113181 Epoch 8: val loss 0.627199649810791 Epoch 9: train loss 0.5421713462897709 Epoch 9: val loss 0.6154016852378845 Epoch 10: train loss 0.5589052736759186 Epoch 10: val loss 0.6137294769287109 Epoch 11: train loss 0.5255144962242672 Epoch 11: val loss 0.6160367131233215 Epoch 12: train loss 0.518351823091507 Epoch 12: val loss 0.6187431812286377 Epoch 13: train loss 0.5260331545557294 Epoch 13: val loss 0.621872067451477 Epoch 14: train loss 0.4848743847438267 Epoch 14: val loss 0.6238150000572205 Epoch 15: train loss 0.47804472701890127 Epoch 15: val loss 0.6317237019538879 Epoch 16: train loss 0.45169761776924133 Epoch 16: val loss 0.6482419967651367 Epoch 17: train loss 0.4780359608786447 Epoch 17: val loss 0.6582307815551758 Epoch 18: train loss 0.4557271365608488 Epoch 18: val loss 0.6676397323608398 Epoch 19: train loss 0.4498747502054487 Epoch 19: val loss 0.6708500385284424 Epoch 20: train loss 0.4359213837555477 Epoch 20: val loss 0.6717985272407532 Epoch 21: train loss 0.5127360948494503 Epoch 21: val loss 0.6740825772285461 Epoch 22: train loss 0.5172781944274902 Epoch 22: val loss 0.6701700091362 Epoch 23: train loss 0.45362435068402973 Epoch 23: val loss 0.679836094379425 Epoch 24: train loss 0.4626435169151851 Epoch 24: val loss 0.6976034045219421
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7046326058251517 Epoch 0: val loss 0.6602393388748169 Epoch 1: train loss 0.6618217485291618 Epoch 1: val loss 0.621191680431366 Epoch 2: train loss 0.6255077975136893 Epoch 2: val loss 0.5905089378356934 Epoch 3: train loss 0.6378036907741002 Epoch 3: val loss 0.5657986998558044 Epoch 4: train loss 0.6217339549745832 Epoch 4: val loss 0.5642080307006836 Epoch 5: train loss 0.5699930914810726 Epoch 5: val loss 0.5612647533416748 Epoch 6: train loss 0.5672183121953692 Epoch 6: val loss 0.5514096021652222 Epoch 7: train loss 0.544987644468035 Epoch 7: val loss 0.5465660095214844 Epoch 8: train loss 0.6174538816724505 Epoch 8: val loss 0.5467504858970642 Epoch 9: train loss 0.5561404057911464 Epoch 9: val loss 0.5599857568740845 Epoch 10: train loss 0.5802655560629708 Epoch 10: val loss 0.5732367634773254 Epoch 11: train loss 0.5711813398769924 Epoch 11: val loss 0.5926979780197144 Epoch 12: train loss 0.6091222294739315 Epoch 12: val loss 0.5896706581115723 Epoch 13: train loss 0.4709598996809551 Epoch 13: val loss 0.5828459858894348 Epoch 14: train loss 0.5203428140708378 Epoch 14: val loss 0.5759369730949402 Epoch 15: train loss 0.47971974100385395 Epoch 15: val loss 0.5755391120910645 Epoch 16: train loss 0.5331521502562931 Epoch 16: val loss 0.5783772468566895 Epoch 17: train loss 0.4760685520512717 Epoch 17: val loss 0.5899839401245117 Epoch 18: train loss 0.5554137783391135 Epoch 18: val loss 0.5998477935791016 Epoch 19: train loss 0.5338852788720813 Epoch 19: val loss 0.6144521236419678 Epoch 20: train loss 0.5415243549006326 Epoch 20: val loss 0.6281501650810242 Epoch 21: train loss 0.44885221123695374 Epoch 21: val loss 0.6214655041694641 Epoch 22: train loss 0.47555653963770184 Epoch 22: val loss 0.6125873923301697 Epoch 23: train loss 0.4814798619065966 Epoch 23: val loss 0.6071602702140808 Epoch 24: train loss 0.4951483692441668 Epoch 24: val loss 0.5967895984649658
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6887492707797459 Epoch 0: val loss 0.6519699692726135 Epoch 1: train loss 0.6255984732082912 Epoch 1: val loss 0.6174827218055725 Epoch 2: train loss 0.5915844355310712 Epoch 2: val loss 0.5998175740242004 Epoch 3: train loss 0.5510901979037693 Epoch 3: val loss 0.5866921544075012 Epoch 4: train loss 0.5388154685497284 Epoch 4: val loss 0.5825780630111694 Epoch 5: train loss 0.5190278845173972 Epoch 5: val loss 0.5782945156097412 Epoch 6: train loss 0.5356519179684776 Epoch 6: val loss 0.5890540480613708 Epoch 7: train loss 0.5522102330412183 Epoch 7: val loss 0.6018542647361755 Epoch 8: train loss 0.46309089234897066 Epoch 8: val loss 0.5983917117118835 Epoch 9: train loss 0.53187409894807 Epoch 9: val loss 0.6034846305847168 Epoch 10: train loss 0.5209257347243172 Epoch 10: val loss 0.6024627089500427 Epoch 11: train loss 0.5125384245600019 Epoch 11: val loss 0.6143001914024353 Epoch 12: train loss 0.4759076109954289 Epoch 12: val loss 0.6228199005126953 Epoch 13: train loss 0.46258183888026644 Epoch 13: val loss 0.6335302591323853 Epoch 14: train loss 0.4519805908203125 Epoch 14: val loss 0.6509076952934265 Epoch 15: train loss 0.4406456564153944 Epoch 15: val loss 0.6581747531890869 Epoch 16: train loss 0.4282933643886021 Epoch 16: val loss 0.6606049537658691 Epoch 17: train loss 0.48704443659101215 Epoch 17: val loss 0.6530694365501404 Epoch 18: train loss 0.44968710626874653 Epoch 18: val loss 0.6439669132232666 Epoch 19: train loss 0.42856154697281973 Epoch 19: val loss 0.6385758519172668 Epoch 20: train loss 0.4368288048676082 Epoch 20: val loss 0.6417528390884399 Epoch 21: train loss 0.446803663458143 Epoch 21: val loss 0.6413847804069519 Epoch 22: train loss 0.48203369975090027 Epoch 22: val loss 0.6466902494430542 Epoch 23: train loss 0.4262505812304361 Epoch 23: val loss 0.6414250731468201 Epoch 24: train loss 0.4294030283178602 Epoch 24: val loss 0.6434265375137329
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6410150442804609 Epoch 0: val loss 0.6508013606071472 Epoch 1: train loss 0.6214431268828255 Epoch 1: val loss 0.6234039068222046 Epoch 2: train loss 0.5885164482252938 Epoch 2: val loss 0.6116060614585876 Epoch 3: train loss 0.5322735479899815 Epoch 3: val loss 0.5956915616989136 Epoch 4: train loss 0.5420369676181248 Epoch 4: val loss 0.5877338647842407 Epoch 5: train loss 0.5345448212964194 Epoch 5: val loss 0.5889482498168945 Epoch 6: train loss 0.589333291564669 Epoch 6: val loss 0.5915254950523376 Epoch 7: train loss 0.5199949145317078 Epoch 7: val loss 0.5975435376167297 Epoch 8: train loss 0.5642336649554116 Epoch 8: val loss 0.5999581813812256 Epoch 9: train loss 0.4916586365018572 Epoch 9: val loss 0.6055194735527039 Epoch 10: train loss 0.5334840629781995 Epoch 10: val loss 0.6009049415588379 Epoch 11: train loss 0.5220535312380109 Epoch 11: val loss 0.6054444313049316 Epoch 12: train loss 0.5198757861341748 Epoch 12: val loss 0.6102091073989868 Epoch 13: train loss 0.49513000675610136 Epoch 13: val loss 0.6191965937614441 Epoch 14: train loss 0.48602722372327534 Epoch 14: val loss 0.6219675540924072 Epoch 15: train loss 0.5312461129256657 Epoch 15: val loss 0.624619722366333 Epoch 16: train loss 0.5077359165464129 Epoch 16: val loss 0.6225210428237915 Epoch 17: train loss 0.4521850219794682 Epoch 17: val loss 0.6296449303627014 Epoch 18: train loss 0.4738583947931017 Epoch 18: val loss 0.6337669491767883 Epoch 19: train loss 0.4491679753576006 Epoch 19: val loss 0.636152446269989 Epoch 20: train loss 0.4623313971928188 Epoch 20: val loss 0.6477718353271484 Epoch 21: train loss 0.47708596502031597 Epoch 21: val loss 0.6618743538856506 Epoch 22: train loss 0.4576221321310316 Epoch 22: val loss 0.6698446869850159 Epoch 23: train loss 0.4657763923917498 Epoch 23: val loss 0.6616721749305725 Epoch 24: train loss 0.4462160212653024 Epoch 24: val loss 0.6574757695198059
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7091404398282369 Epoch 0: val loss 0.636654794216156 Epoch 1: train loss 0.6166109972529941 Epoch 1: val loss 0.5875717997550964 Epoch 2: train loss 0.5811815063158671 Epoch 2: val loss 0.566743791103363 Epoch 3: train loss 0.5555308593644036 Epoch 3: val loss 0.5708988904953003 Epoch 4: train loss 0.5316839516162872 Epoch 4: val loss 0.5863332748413086
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6497145444154739 Epoch 0: val loss 0.6346089243888855 Epoch 1: train loss 0.599587120115757 Epoch 1: val loss 0.6009723544120789 Epoch 2: train loss 0.5638195909559727 Epoch 2: val loss 0.5615106821060181 Epoch 3: train loss 0.5452260188758373 Epoch 3: val loss 0.5354472994804382 Epoch 4: train loss 0.5216067470610142 Epoch 4: val loss 0.5245217084884644 Epoch 5: train loss 0.49822787940502167 Epoch 5: val loss 0.519553542137146 Epoch 6: train loss 0.49127382785081863 Epoch 6: val loss 0.5142192244529724 Epoch 7: train loss 0.48552314192056656 Epoch 7: val loss 0.5139893293380737 Epoch 8: train loss 0.4692123793065548 Epoch 8: val loss 0.5174884796142578 Epoch 9: train loss 0.46934251859784126 Epoch 9: val loss 0.5138930082321167 Epoch 10: train loss 0.4549012519419193 Epoch 10: val loss 0.515462338924408 Epoch 11: train loss 0.45629944279789925 Epoch 11: val loss 0.5131601095199585 Epoch 12: train loss 0.44947289675474167 Epoch 12: val loss 0.521747887134552 Epoch 13: train loss 0.4300874322652817 Epoch 13: val loss 0.5242218971252441 Epoch 14: train loss 0.4290566146373749 Epoch 14: val loss 0.5200087428092957 Epoch 15: train loss 0.4410305395722389 Epoch 15: val loss 0.5163983106613159 Epoch 16: train loss 0.43101876974105835 Epoch 16: val loss 0.5177533626556396 Epoch 17: train loss 0.41983742266893387 Epoch 17: val loss 0.520244300365448 Epoch 18: train loss 0.40388911217451096 Epoch 18: val loss 0.5193231105804443 Epoch 19: train loss 0.3899311386048794 Epoch 19: val loss 0.5204685926437378 Epoch 20: train loss 0.3805569037795067 Epoch 20: val loss 0.5257217288017273 Epoch 21: train loss 0.3819037824869156 Epoch 21: val loss 0.5299903154373169 Epoch 22: train loss 0.36919500678777695 Epoch 22: val loss 0.5351334810256958 Epoch 23: train loss 0.33743352070450783 Epoch 23: val loss 0.5378396511077881 Epoch 24: train loss 0.3571937084197998 Epoch 24: val loss 0.5394039154052734
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6740835830569267 Epoch 0: val loss 0.6424255967140198 Epoch 1: train loss 0.6039644554257393 Epoch 1: val loss 0.5981570482254028 Epoch 2: train loss 0.5593509078025818 Epoch 2: val loss 0.5575827360153198 Epoch 3: train loss 0.518916193395853 Epoch 3: val loss 0.5418904423713684 Epoch 4: train loss 0.500723484903574 Epoch 4: val loss 0.535078763961792 Epoch 5: train loss 0.5001868791878223 Epoch 5: val loss 0.5412070751190186 Epoch 6: train loss 0.484221238642931 Epoch 6: val loss 0.5281957387924194 Epoch 7: train loss 0.4712984301149845 Epoch 7: val loss 0.5257149934768677 Epoch 8: train loss 0.47159839421510696 Epoch 8: val loss 0.5270158052444458 Epoch 9: train loss 0.4501759447157383 Epoch 9: val loss 0.5263346433639526 Epoch 10: train loss 0.47120627015829086 Epoch 10: val loss 0.5243643522262573 Epoch 11: train loss 0.44387315958738327 Epoch 11: val loss 0.5178142786026001 Epoch 12: train loss 0.4400051534175873 Epoch 12: val loss 0.5174461007118225 Epoch 13: train loss 0.4639546424150467 Epoch 13: val loss 0.5217769742012024 Epoch 14: train loss 0.43150969222187996 Epoch 14: val loss 0.5164374113082886 Epoch 15: train loss 0.4090881459414959 Epoch 15: val loss 0.5160207748413086 Epoch 16: train loss 0.4208950214087963 Epoch 16: val loss 0.5195494294166565 Epoch 17: train loss 0.437153035774827 Epoch 17: val loss 0.5210193395614624 Epoch 18: train loss 0.3999708667397499 Epoch 18: val loss 0.5167474746704102 Epoch 19: train loss 0.39971818029880524 Epoch 19: val loss 0.5227721929550171 Epoch 20: train loss 0.40162671357393265 Epoch 20: val loss 0.5235592722892761 Epoch 21: train loss 0.40019023045897484 Epoch 21: val loss 0.5205981135368347 Epoch 22: train loss 0.38220011815428734 Epoch 22: val loss 0.5281068086624146 Epoch 23: train loss 0.36855217069387436 Epoch 23: val loss 0.5318981409072876 Epoch 24: train loss 0.3913394119590521 Epoch 24: val loss 0.5380018949508667
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6635722145438194 Epoch 0: val loss 0.6287456750869751 Epoch 1: train loss 0.6039851307868958 Epoch 1: val loss 0.6059000492095947 Epoch 2: train loss 0.5546710602939129 Epoch 2: val loss 0.5800319910049438 Epoch 3: train loss 0.5106196291744709 Epoch 3: val loss 0.5641198754310608 Epoch 4: train loss 0.5050936862826347 Epoch 4: val loss 0.5550472140312195 Epoch 5: train loss 0.48402081057429314 Epoch 5: val loss 0.552345335483551 Epoch 6: train loss 0.46828021481633186 Epoch 6: val loss 0.5554238557815552 Epoch 7: train loss 0.45388997718691826 Epoch 7: val loss 0.5612205862998962 Epoch 8: train loss 0.4737665466964245 Epoch 8: val loss 0.5664665102958679 Epoch 9: train loss 0.4580570086836815 Epoch 9: val loss 0.5687654614448547 Epoch 10: train loss 0.42584297619760036 Epoch 10: val loss 0.573689341545105 Epoch 11: train loss 0.4162302687764168 Epoch 11: val loss 0.5755472183227539 Epoch 12: train loss 0.4272717088460922 Epoch 12: val loss 0.5772997140884399 Epoch 13: train loss 0.41818342730402946 Epoch 13: val loss 0.5836691856384277 Epoch 14: train loss 0.4040425270795822 Epoch 14: val loss 0.5877997875213623 Epoch 15: train loss 0.4036084823310375 Epoch 15: val loss 0.5917968153953552 Epoch 16: train loss 0.3745317719876766 Epoch 16: val loss 0.5996826887130737 Epoch 17: train loss 0.3968796469271183 Epoch 17: val loss 0.603495180606842 Epoch 18: train loss 0.3818532060831785 Epoch 18: val loss 0.6096276044845581 Epoch 19: train loss 0.35320958495140076 Epoch 19: val loss 0.6060643196105957 Epoch 20: train loss 0.3694459851831198 Epoch 20: val loss 0.6069223284721375 Epoch 21: train loss 0.3474562466144562 Epoch 21: val loss 0.6058446168899536 Epoch 22: train loss 0.3773719407618046 Epoch 22: val loss 0.6042493581771851 Epoch 23: train loss 0.34930479153990746 Epoch 23: val loss 0.6074775457382202 Epoch 24: train loss 0.32932884618639946 Epoch 24: val loss 0.6128842234611511
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7210384830832481 Epoch 0: val loss 0.6904327869415283 Epoch 1: train loss 0.6443455815315247 Epoch 1: val loss 0.6448255181312561 Epoch 2: train loss 0.6063402593135834 Epoch 2: val loss 0.5965912938117981 Epoch 3: train loss 0.5644462630152702 Epoch 3: val loss 0.5609309673309326 Epoch 4: train loss 0.5338255167007446 Epoch 4: val loss 0.5360329151153564 Epoch 5: train loss 0.510220505297184 Epoch 5: val loss 0.5134479403495789 Epoch 6: train loss 0.49307410046458244 Epoch 6: val loss 0.500911295413971 Epoch 7: train loss 0.48544997721910477 Epoch 7: val loss 0.4961337149143219 Epoch 8: train loss 0.511644572019577 Epoch 8: val loss 0.49001744389533997 Epoch 9: train loss 0.4949333071708679 Epoch 9: val loss 0.49144622683525085 Epoch 10: train loss 0.4983554184436798 Epoch 10: val loss 0.49422886967658997 Epoch 11: train loss 0.4765743687748909 Epoch 11: val loss 0.4963427782058716 Epoch 12: train loss 0.4694509096443653 Epoch 12: val loss 0.4843524694442749 Epoch 13: train loss 0.4751240462064743 Epoch 13: val loss 0.47711363434791565 Epoch 14: train loss 0.4482401981949806 Epoch 14: val loss 0.4786226153373718 Epoch 15: train loss 0.4438384771347046 Epoch 15: val loss 0.47619736194610596 Epoch 16: train loss 0.46196161583065987 Epoch 16: val loss 0.47572383284568787 Epoch 17: train loss 0.4658534377813339 Epoch 17: val loss 0.4742136597633362 Epoch 18: train loss 0.45078760385513306 Epoch 18: val loss 0.4835811257362366 Epoch 19: train loss 0.42701878398656845 Epoch 19: val loss 0.46975013613700867 Epoch 20: train loss 0.42729324847459793 Epoch 20: val loss 0.47028154134750366 Epoch 21: train loss 0.42511697486042976 Epoch 21: val loss 0.47348037362098694 Epoch 22: train loss 0.4096825569868088 Epoch 22: val loss 0.47017163038253784 Epoch 23: train loss 0.4138560891151428 Epoch 23: val loss 0.4663575291633606 Epoch 24: train loss 0.3889632523059845 Epoch 24: val loss 0.4617178440093994
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6602275317365472 Epoch 0: val loss 0.6443716883659363 Epoch 1: train loss 0.5912116874348033 Epoch 1: val loss 0.6067376136779785 Epoch 2: train loss 0.5469034910202026 Epoch 2: val loss 0.5791460275650024 Epoch 3: train loss 0.5149551657113162 Epoch 3: val loss 0.5579527020454407 Epoch 4: train loss 0.5000194880095395 Epoch 4: val loss 0.5575556755065918 Epoch 5: train loss 0.5163172781467438 Epoch 5: val loss 0.5467464923858643 Epoch 6: train loss 0.4844651520252228 Epoch 6: val loss 0.5594322085380554 Epoch 7: train loss 0.4735366160219366 Epoch 7: val loss 0.5480883121490479 Epoch 8: train loss 0.49409987980669196 Epoch 8: val loss 0.531531572341919 Epoch 9: train loss 0.4861920882355083 Epoch 9: val loss 0.5428664684295654 Epoch 10: train loss 0.461273345080289 Epoch 10: val loss 0.541135311126709 Epoch 11: train loss 0.4410554224794561 Epoch 11: val loss 0.5352997183799744 Epoch 12: train loss 0.4351055459542708 Epoch 12: val loss 0.5330963134765625 Epoch 13: train loss 0.4417249722914262 Epoch 13: val loss 0.5373774766921997 Epoch 14: train loss 0.4412259974262931 Epoch 14: val loss 0.537072479724884
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6354153454303741 Epoch 0: val loss 0.6240798830986023 Epoch 1: train loss 0.5701280295848846 Epoch 1: val loss 0.5900899767875671 Epoch 2: train loss 0.5129545450210571 Epoch 2: val loss 0.5836378931999207 Epoch 3: train loss 0.5019061982631683 Epoch 3: val loss 0.6007738709449768 Epoch 4: train loss 0.5057373017072677 Epoch 4: val loss 0.6111510992050171 Epoch 5: train loss 0.512055042386055 Epoch 5: val loss 0.6070153117179871 Epoch 6: train loss 0.4804768979549408 Epoch 6: val loss 0.5845788717269897 Epoch 7: train loss 0.4670888394117355 Epoch 7: val loss 0.5941070318222046 Epoch 8: train loss 0.463009113073349 Epoch 8: val loss 0.6029273271560669 Epoch 9: train loss 0.4825584262609482 Epoch 9: val loss 0.604939341545105 Epoch 10: train loss 0.4807601720094681 Epoch 10: val loss 0.5942271947860718 Epoch 11: train loss 0.46907984614372256 Epoch 11: val loss 0.591020405292511 Epoch 12: train loss 0.44608379900455475 Epoch 12: val loss 0.588300883769989 Epoch 13: train loss 0.45129485726356505 Epoch 13: val loss 0.5923143625259399 Epoch 14: train loss 0.42305555641651155 Epoch 14: val loss 0.589468240737915 Epoch 15: train loss 0.4471356302499771 Epoch 15: val loss 0.5942168235778809 Epoch 16: train loss 0.43985270857810976 Epoch 16: val loss 0.6003968715667725 Epoch 17: train loss 0.43007898032665254 Epoch 17: val loss 0.5928000807762146 Epoch 18: train loss 0.4240330934524536 Epoch 18: val loss 0.589644193649292 Epoch 19: train loss 0.41124754548072817 Epoch 19: val loss 0.5823373198509216 Epoch 20: train loss 0.4041911631822586 Epoch 20: val loss 0.5926375389099121 Epoch 21: train loss 0.41121687591075895 Epoch 21: val loss 0.6016199588775635 Epoch 22: train loss 0.4030335694551468 Epoch 22: val loss 0.5907335877418518 Epoch 23: train loss 0.4024707615375519 Epoch 23: val loss 0.5996077060699463 Epoch 24: train loss 0.3791326642036438 Epoch 24: val loss 0.6087313294410706
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6769624471664428 Epoch 0: val loss 0.6403372287750244 Epoch 1: train loss 0.5928493440151215 Epoch 1: val loss 0.6003627181053162 Epoch 2: train loss 0.5475360184907914 Epoch 2: val loss 0.5786990523338318 Epoch 3: train loss 0.5131291389465332 Epoch 3: val loss 0.5761083364486694 Epoch 4: train loss 0.5237250924110413 Epoch 4: val loss 0.5789718627929688 Epoch 5: train loss 0.49186211824417114 Epoch 5: val loss 0.5798280239105225 Epoch 6: train loss 0.4929616183042526 Epoch 6: val loss 0.5803827047348022 Epoch 7: train loss 0.4782460629940033 Epoch 7: val loss 0.5842344760894775 Epoch 8: train loss 0.47721426784992216 Epoch 8: val loss 0.5885137319564819 Epoch 9: train loss 0.4816435605287552 Epoch 9: val loss 0.594931960105896 Epoch 10: train loss 0.4638571798801422 Epoch 10: val loss 0.5981087684631348 Epoch 11: train loss 0.45899771749973295 Epoch 11: val loss 0.5996155738830566 Epoch 12: train loss 0.46156001687049864 Epoch 12: val loss 0.5979587435722351 Epoch 13: train loss 0.47291744947433473 Epoch 13: val loss 0.5990068912506104 Epoch 14: train loss 0.43564840257167814 Epoch 14: val loss 0.6114915013313293 Epoch 15: train loss 0.43124247789382936 Epoch 15: val loss 0.6157272458076477 Epoch 16: train loss 0.416143998503685 Epoch 16: val loss 0.6168248057365417 Epoch 17: train loss 0.4392040818929672 Epoch 17: val loss 0.620496928691864 Epoch 18: train loss 0.4213082671165466 Epoch 18: val loss 0.6277155876159668 Epoch 19: train loss 0.4059865802526474 Epoch 19: val loss 0.632064938545227 Epoch 20: train loss 0.3864805161952972 Epoch 20: val loss 0.6338158249855042 Epoch 21: train loss 0.3718699157238007 Epoch 21: val loss 0.6408228874206543 Epoch 22: train loss 0.37339769303798676 Epoch 22: val loss 0.6548715233802795 Epoch 23: train loss 0.4171181544661522 Epoch 23: val loss 0.6586862206459045 Epoch 24: train loss 0.3688623785972595 Epoch 24: val loss 0.64130699634552
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6793756604194641 Epoch 0: val loss 0.619503378868103 Epoch 1: train loss 0.5973043739795685 Epoch 1: val loss 0.5624265670776367 Epoch 2: train loss 0.5345097780227661 Epoch 2: val loss 0.529578447341919 Epoch 3: train loss 0.535839632153511 Epoch 3: val loss 0.5178953409194946 Epoch 4: train loss 0.5085449010133744 Epoch 4: val loss 0.5201389789581299 Epoch 5: train loss 0.51290642619133 Epoch 5: val loss 0.5046746730804443 Epoch 6: train loss 0.4942943066358566 Epoch 6: val loss 0.509885311126709 Epoch 7: train loss 0.5011025786399841 Epoch 7: val loss 0.4923696219921112 Epoch 8: train loss 0.5148873090744018 Epoch 8: val loss 0.48334071040153503 Epoch 9: train loss 0.5053691476583481 Epoch 9: val loss 0.49071377515792847 Epoch 10: train loss 0.4854186773300171 Epoch 10: val loss 0.4765220284461975 Epoch 11: train loss 0.4898037642240524 Epoch 11: val loss 0.47396281361579895 Epoch 12: train loss 0.49449107944965365 Epoch 12: val loss 0.4763442277908325 Epoch 13: train loss 0.4735241174697876 Epoch 13: val loss 0.4842761754989624 Epoch 14: train loss 0.4649804443120956 Epoch 14: val loss 0.47483134269714355 Epoch 15: train loss 0.4589037984609604 Epoch 15: val loss 0.4726739823818207 Epoch 16: train loss 0.48215372264385226 Epoch 16: val loss 0.47491443157196045 Epoch 17: train loss 0.4525120973587036 Epoch 17: val loss 0.46849751472473145 Epoch 18: train loss 0.45138686895370483 Epoch 18: val loss 0.46661749482154846 Epoch 19: train loss 0.4300685554742813 Epoch 19: val loss 0.45972833037376404 Epoch 20: train loss 0.4109079733490944 Epoch 20: val loss 0.4621882736682892 Epoch 21: train loss 0.43762255012989043 Epoch 21: val loss 0.4663151502609253 Epoch 22: train loss 0.4160938560962677 Epoch 22: val loss 0.472665399312973 Epoch 23: train loss 0.40168275237083434 Epoch 23: val loss 0.4684396982192993 Epoch 24: train loss 0.39975506663322447 Epoch 24: val loss 0.4644729197025299
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6811230421066284 Epoch 0: val loss 0.6427948474884033 Epoch 1: train loss 0.6268881261348724 Epoch 1: val loss 0.584897518157959 Epoch 2: train loss 0.5666666328907013 Epoch 2: val loss 0.5361223816871643 Epoch 3: train loss 0.55170539021492 Epoch 3: val loss 0.5052674412727356 Epoch 4: train loss 0.5354164868593216 Epoch 4: val loss 0.49462634325027466 Epoch 5: train loss 0.5166113346815109 Epoch 5: val loss 0.49302539229393005 Epoch 6: train loss 0.5206254869699478 Epoch 6: val loss 0.4913513660430908 Epoch 7: train loss 0.4934099197387695 Epoch 7: val loss 0.49162647128105164 Epoch 8: train loss 0.507621768116951 Epoch 8: val loss 0.49067485332489014 Epoch 9: train loss 0.503238993883133 Epoch 9: val loss 0.48977383971214294 Epoch 10: train loss 0.5106482326984405 Epoch 10: val loss 0.49527451395988464 Epoch 11: train loss 0.49202277660369875 Epoch 11: val loss 0.4852108657360077 Epoch 12: train loss 0.4713649213314056 Epoch 12: val loss 0.4865323305130005 Epoch 13: train loss 0.44944091737270353 Epoch 13: val loss 0.4914550483226776 Epoch 14: train loss 0.4522860378026962 Epoch 14: val loss 0.4989505410194397 Epoch 15: train loss 0.456282839179039 Epoch 15: val loss 0.49560415744781494 Epoch 16: train loss 0.4016862213611603 Epoch 16: val loss 0.4993007779121399 Epoch 17: train loss 0.42827620506286623 Epoch 17: val loss 0.50588059425354 Epoch 18: train loss 0.4366224706172943 Epoch 18: val loss 0.5135990977287292 Epoch 19: train loss 0.4093975782394409 Epoch 19: val loss 0.5251836776733398 Epoch 20: train loss 0.41473592817783356 Epoch 20: val loss 0.5285114049911499 Epoch 21: train loss 0.4075839340686798 Epoch 21: val loss 0.5414760708808899 Epoch 22: train loss 0.38046887814998626 Epoch 22: val loss 0.5447309613227844 Epoch 23: train loss 0.41000320613384245 Epoch 23: val loss 0.546225368976593 Epoch 24: train loss 0.3835533082485199 Epoch 24: val loss 0.5577899813652039
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6550927712367132 Epoch 0: val loss 0.6344574689865112 Epoch 1: train loss 0.5829701721668243 Epoch 1: val loss 0.5962129235267639 Epoch 2: train loss 0.5523436963558197 Epoch 2: val loss 0.5755258202552795 Epoch 3: train loss 0.5320351857405442 Epoch 3: val loss 0.5715457797050476 Epoch 4: train loss 0.5108715341641352 Epoch 4: val loss 0.5628507733345032 Epoch 5: train loss 0.5177874771448282 Epoch 5: val loss 0.5590965151786804 Epoch 6: train loss 0.5217177432317001 Epoch 6: val loss 0.55454421043396 Epoch 7: train loss 0.5088946406657879 Epoch 7: val loss 0.551243782043457 Epoch 8: train loss 0.504486253628364 Epoch 8: val loss 0.5456910729408264 Epoch 9: train loss 0.4926878809928894 Epoch 9: val loss 0.539944052696228 Epoch 10: train loss 0.48819362887969386 Epoch 10: val loss 0.539402425289154 Epoch 11: train loss 0.4760577128483699 Epoch 11: val loss 0.534061074256897
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911507182651095 Epoch 0: val loss 0.6763145327568054 Epoch 1: train loss 0.6710484822591146 Epoch 1: val loss 0.6580573916435242 Epoch 2: train loss 0.6427667803234525 Epoch 2: val loss 0.6494688391685486 Epoch 3: train loss 0.6223135126961602 Epoch 3: val loss 0.6417185068130493 Epoch 4: train loss 0.6369471947352091 Epoch 4: val loss 0.6340653300285339 Epoch 5: train loss 0.6037070486280653 Epoch 5: val loss 0.6301230788230896 Epoch 6: train loss 0.6159468690554301 Epoch 6: val loss 0.6308682560920715 Epoch 7: train loss 0.5975042051739163 Epoch 7: val loss 0.6333460211753845 Epoch 8: train loss 0.5560373531447517 Epoch 8: val loss 0.6344301700592041 Epoch 9: train loss 0.5557016101148393 Epoch 9: val loss 0.6308811902999878 Epoch 10: train loss 0.5513640509711372 Epoch 10: val loss 0.6320598721504211 Epoch 11: train loss 0.5441811482111613 Epoch 11: val loss 0.6353463530540466 Epoch 12: train loss 0.5372401376565298 Epoch 12: val loss 0.6555240750312805 Epoch 13: train loss 0.522177106804318 Epoch 13: val loss 0.6541967988014221 Epoch 14: train loss 0.5196529991096921 Epoch 14: val loss 0.647920548915863 Epoch 15: train loss 0.502653181552887 Epoch 15: val loss 0.6297610402107239 Epoch 16: train loss 0.5176939533816444 Epoch 16: val loss 0.6310979127883911 Epoch 17: train loss 0.4965895513693492 Epoch 17: val loss 0.6897936463356018 Epoch 18: train loss 0.48763322830200195 Epoch 18: val loss 0.6811168193817139 Epoch 19: train loss 0.4929467737674713 Epoch 19: val loss 0.661574125289917 Epoch 20: train loss 0.5004333390129937 Epoch 20: val loss 0.6774315237998962 Epoch 21: train loss 0.5082971519894071 Epoch 21: val loss 0.6804627776145935 Epoch 22: train loss 0.44826407233874005 Epoch 22: val loss 0.6763445734977722 Epoch 23: train loss 0.4595877130826314 Epoch 23: val loss 0.6796159744262695 Epoch 24: train loss 0.4463754925462935 Epoch 24: val loss 0.6797670722007751
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6973805030186971 Epoch 0: val loss 0.6740702986717224 Epoch 1: train loss 0.677191886636946 Epoch 1: val loss 0.6576690673828125 Epoch 2: train loss 0.6477697624100579 Epoch 2: val loss 0.6432357430458069 Epoch 3: train loss 0.6394171979692247 Epoch 3: val loss 0.6329067945480347 Epoch 4: train loss 0.6293522053294711 Epoch 4: val loss 0.6173299551010132 Epoch 5: train loss 0.61691681543986 Epoch 5: val loss 0.6040489673614502 Epoch 6: train loss 0.5901724331908755 Epoch 6: val loss 0.5980622172355652 Epoch 7: train loss 0.5850071178542243 Epoch 7: val loss 0.591057538986206 Epoch 8: train loss 0.5712462332513597 Epoch 8: val loss 0.5867881774902344 Epoch 9: train loss 0.5612873269451989 Epoch 9: val loss 0.582452118396759 Epoch 10: train loss 0.5634719928105673 Epoch 10: val loss 0.5784981846809387 Epoch 11: train loss 0.5447615517510308 Epoch 11: val loss 0.5779792070388794 Epoch 12: train loss 0.5363120767805312 Epoch 12: val loss 0.5813398361206055 Epoch 13: train loss 0.5318432119157579 Epoch 13: val loss 0.5823561549186707 Epoch 14: train loss 0.52646161781417 Epoch 14: val loss 0.5750244855880737 Epoch 15: train loss 0.5101391043927934 Epoch 15: val loss 0.5716371536254883 Epoch 16: train loss 0.5148491164048513 Epoch 16: val loss 0.5754522681236267 Epoch 17: train loss 0.49995054801305133 Epoch 17: val loss 0.5744423270225525 Epoch 18: train loss 0.49250395430458915 Epoch 18: val loss 0.5806862711906433 Epoch 19: train loss 0.48591943250762093 Epoch 19: val loss 0.5776410698890686 Epoch 20: train loss 0.474614765908983 Epoch 20: val loss 0.5755035281181335 Epoch 21: train loss 0.49392345547676086 Epoch 21: val loss 0.5742753148078918 Epoch 22: train loss 0.4813808070288764 Epoch 22: val loss 0.5794848799705505 Epoch 23: train loss 0.46946485837300617 Epoch 23: val loss 0.5857393145561218 Epoch 24: train loss 0.4643310374683804 Epoch 24: val loss 0.6044499278068542
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6939332617653741 Epoch 0: val loss 0.671753466129303 Epoch 1: train loss 0.6652177572250366 Epoch 1: val loss 0.6553618311882019 Epoch 2: train loss 0.6336037715276083 Epoch 2: val loss 0.649486243724823 Epoch 3: train loss 0.6153563327259488 Epoch 3: val loss 0.6442707180976868 Epoch 4: train loss 0.5899410181575351 Epoch 4: val loss 0.6396694779396057 Epoch 5: train loss 0.5760613216294183 Epoch 5: val loss 0.6378349661827087 Epoch 6: train loss 0.5722024440765381 Epoch 6: val loss 0.6298792362213135 Epoch 7: train loss 0.55287833015124 Epoch 7: val loss 0.6348066926002502 Epoch 8: train loss 0.546997133228514 Epoch 8: val loss 0.6336713433265686 Epoch 9: train loss 0.5462099810441335 Epoch 9: val loss 0.6501343846321106 Epoch 10: train loss 0.5189691020382775 Epoch 10: val loss 0.6391951441764832 Epoch 11: train loss 0.49771448638704086 Epoch 11: val loss 0.6533060073852539 Epoch 12: train loss 0.49792537424299455 Epoch 12: val loss 0.6491082310676575 Epoch 13: train loss 0.47904274198744035 Epoch 13: val loss 0.675539493560791 Epoch 14: train loss 0.4846167696846856 Epoch 14: val loss 0.6684977412223816 Epoch 15: train loss 0.4663078255123562 Epoch 15: val loss 0.6835265755653381 Epoch 16: train loss 0.48445054557588363 Epoch 16: val loss 0.6793565154075623 Epoch 17: train loss 0.43827296627892387 Epoch 17: val loss 0.7187749743461609 Epoch 18: train loss 0.43459714783562553 Epoch 18: val loss 0.6979844570159912 Epoch 19: train loss 0.434770147005717 Epoch 19: val loss 0.7286396622657776 Epoch 20: train loss 0.4271257453494602 Epoch 20: val loss 0.7408081889152527 Epoch 21: train loss 0.4284397429890103 Epoch 21: val loss 0.7260344624519348 Epoch 22: train loss 0.415600018368827 Epoch 22: val loss 0.7377338409423828 Epoch 23: train loss 0.41142237848705715 Epoch 23: val loss 0.7210327982902527 Epoch 24: train loss 0.3917267786131965 Epoch 24: val loss 0.7431735992431641
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.687350332736969 Epoch 0: val loss 0.6831951141357422 Epoch 1: train loss 0.6675448218981425 Epoch 1: val loss 0.6745344996452332 Epoch 2: train loss 0.6309299601448907 Epoch 2: val loss 0.6647653579711914 Epoch 3: train loss 0.6430500149726868 Epoch 3: val loss 0.6519872546195984 Epoch 4: train loss 0.6163860029644437 Epoch 4: val loss 0.6401330828666687 Epoch 5: train loss 0.6112647122806973 Epoch 5: val loss 0.640325129032135 Epoch 6: train loss 0.5985591146681044 Epoch 6: val loss 0.6332713961601257 Epoch 7: train loss 0.5465591549873352 Epoch 7: val loss 0.6218883395195007 Epoch 8: train loss 0.5638041264481015 Epoch 8: val loss 0.6247788071632385 Epoch 9: train loss 0.5441061920589871 Epoch 9: val loss 0.6358755230903625 Epoch 10: train loss 0.5315233435895708 Epoch 10: val loss 0.6257124543190002 Epoch 11: train loss 0.5352217323250241 Epoch 11: val loss 0.6245295405387878 Epoch 12: train loss 0.5462299452887641 Epoch 12: val loss 0.6246736645698547 Epoch 13: train loss 0.5061869555049472 Epoch 13: val loss 0.6261650919914246 Epoch 14: train loss 0.5069525208738115 Epoch 14: val loss 0.6262173056602478 Epoch 15: train loss 0.48620209097862244 Epoch 15: val loss 0.6318643689155579 Epoch 16: train loss 0.4876410795582665 Epoch 16: val loss 0.6329702138900757 Epoch 17: train loss 0.5021257830990685 Epoch 17: val loss 0.6418619155883789 Epoch 18: train loss 0.4905018276638455 Epoch 18: val loss 0.6366640329360962 Epoch 19: train loss 0.4702664878633287 Epoch 19: val loss 0.6319833993911743 Epoch 20: train loss 0.46319008204672074 Epoch 20: val loss 0.6203752756118774 Epoch 21: train loss 0.4424748884307014 Epoch 21: val loss 0.6352193355560303 Epoch 22: train loss 0.4568108684486813 Epoch 22: val loss 0.6416844129562378 Epoch 23: train loss 0.4466032187143962 Epoch 23: val loss 0.6517932415008545 Epoch 24: train loss 0.44096817241774666 Epoch 24: val loss 0.6572256684303284
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846784949302673 Epoch 0: val loss 0.6574493050575256 Epoch 1: train loss 0.6606500248114268 Epoch 1: val loss 0.6294674277305603 Epoch 2: train loss 0.6449248443047205 Epoch 2: val loss 0.6093615293502808 Epoch 3: train loss 0.6081596414248148 Epoch 3: val loss 0.5863828063011169 Epoch 4: train loss 0.6055495887994766 Epoch 4: val loss 0.5682203769683838 Epoch 5: train loss 0.5968689074118932 Epoch 5: val loss 0.5544370412826538 Epoch 6: train loss 0.5804224262634913 Epoch 6: val loss 0.5510379672050476 Epoch 7: train loss 0.5699557041128477 Epoch 7: val loss 0.5442110300064087 Epoch 8: train loss 0.5564374973376592 Epoch 8: val loss 0.5390104651451111 Epoch 9: train loss 0.5677646026015282 Epoch 9: val loss 0.5292847752571106 Epoch 10: train loss 0.5436785519123077 Epoch 10: val loss 0.5273308753967285 Epoch 11: train loss 0.5283584023515383 Epoch 11: val loss 0.5177415013313293 Epoch 12: train loss 0.5293430313467979 Epoch 12: val loss 0.5241241455078125 Epoch 13: train loss 0.5270581593116125 Epoch 13: val loss 0.5152673721313477 Epoch 14: train loss 0.5297865495085716 Epoch 14: val loss 0.5184068083763123 Epoch 15: train loss 0.49061393986145657 Epoch 15: val loss 0.5170002579689026
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.683188877322457 Epoch 0: val loss 0.6544884443283081 Epoch 1: train loss 0.6476723443378102 Epoch 1: val loss 0.6281458139419556 Epoch 2: train loss 0.6149725914001465 Epoch 2: val loss 0.6129820942878723 Epoch 3: train loss 0.608651879158887 Epoch 3: val loss 0.6068745851516724 Epoch 4: train loss 0.6042225848544728 Epoch 4: val loss 0.6041565537452698 Epoch 5: train loss 0.581409668380564 Epoch 5: val loss 0.6016884446144104 Epoch 6: train loss 0.5571816103024916 Epoch 6: val loss 0.6039991974830627 Epoch 7: train loss 0.5552378459410234 Epoch 7: val loss 0.599462628364563 Epoch 8: train loss 0.5403474975715984 Epoch 8: val loss 0.5985706448554993 Epoch 9: train loss 0.547720806165175 Epoch 9: val loss 0.601046085357666 Epoch 10: train loss 0.5188182402740825 Epoch 10: val loss 0.5978208184242249 Epoch 11: train loss 0.5269990888508883 Epoch 11: val loss 0.598900556564331 Epoch 12: train loss 0.5290356224233453 Epoch 12: val loss 0.5942844152450562 Epoch 13: train loss 0.4996823478828777 Epoch 13: val loss 0.5803920030593872 Epoch 14: train loss 0.4775500134988265 Epoch 14: val loss 0.57684326171875 Epoch 15: train loss 0.5253281701694835 Epoch 15: val loss 0.58015376329422 Epoch 16: train loss 0.479573591188951 Epoch 16: val loss 0.5845611691474915 Epoch 17: train loss 0.4828144068067724 Epoch 17: val loss 0.5802695751190186 Epoch 18: train loss 0.4771290258927779 Epoch 18: val loss 0.5690270066261292 Epoch 19: train loss 0.4605558216571808 Epoch 19: val loss 0.5677180886268616 Epoch 20: train loss 0.43393072485923767 Epoch 20: val loss 0.5630624294281006 Epoch 21: train loss 0.4301781112497503 Epoch 21: val loss 0.5602669715881348 Epoch 22: train loss 0.4338276359167966 Epoch 22: val loss 0.5677074790000916 Epoch 23: train loss 0.43244255672801624 Epoch 23: val loss 0.5818086266517639 Epoch 24: train loss 0.3956798301501708 Epoch 24: val loss 0.5591471791267395
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6739860447970304 Epoch 0: val loss 0.6462150812149048 Epoch 1: train loss 0.6419287053021517 Epoch 1: val loss 0.6207178235054016 Epoch 2: train loss 0.6121250932866876 Epoch 2: val loss 0.604867160320282 Epoch 3: train loss 0.5746951780535958 Epoch 3: val loss 0.5977720618247986 Epoch 4: train loss 0.5946709567850287 Epoch 4: val loss 0.5925242304801941 Epoch 5: train loss 0.5757135288281874 Epoch 5: val loss 0.5887333750724792 Epoch 6: train loss 0.5607963068918749 Epoch 6: val loss 0.5978628396987915 Epoch 7: train loss 0.5590500018813394 Epoch 7: val loss 0.5886191129684448 Epoch 8: train loss 0.541684706102718 Epoch 8: val loss 0.5864830017089844 Epoch 9: train loss 0.5233117233623158 Epoch 9: val loss 0.5893796682357788 Epoch 10: train loss 0.5356410335410725 Epoch 10: val loss 0.5843555331230164 Epoch 11: train loss 0.5323765196583488 Epoch 11: val loss 0.5890761613845825 Epoch 12: train loss 0.49271318316459656 Epoch 12: val loss 0.5800990462303162 Epoch 13: train loss 0.49828992648558185 Epoch 13: val loss 0.5799034237861633 Epoch 14: train loss 0.4905985024842349 Epoch 14: val loss 0.5867651700973511 Epoch 15: train loss 0.4761984050273895 Epoch 15: val loss 0.5827341079711914 Epoch 16: train loss 0.4819697846065868 Epoch 16: val loss 0.571845531463623 Epoch 17: train loss 0.46567311070182105 Epoch 17: val loss 0.565427303314209 Epoch 18: train loss 0.455611296675422 Epoch 18: val loss 0.5694103837013245 Epoch 19: train loss 0.43572273579510773 Epoch 19: val loss 0.5677337050437927 Epoch 20: train loss 0.470010137016123 Epoch 20: val loss 0.5781483054161072 Epoch 21: train loss 0.46537381410598755 Epoch 21: val loss 0.5723918080329895 Epoch 22: train loss 0.4640959013592113 Epoch 22: val loss 0.5573315024375916 Epoch 23: train loss 0.45304637334563513 Epoch 23: val loss 0.5525935292243958 Epoch 24: train loss 0.43010088259523566 Epoch 24: val loss 0.5591222643852234
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992967453869906 Epoch 0: val loss 0.6736919283866882 Epoch 1: train loss 0.6551222421906211 Epoch 1: val loss 0.6440283060073853 Epoch 2: train loss 0.6332900469953363 Epoch 2: val loss 0.6177114248275757 Epoch 3: train loss 0.6118524453856728 Epoch 3: val loss 0.6022874712944031 Epoch 4: train loss 0.5868861675262451 Epoch 4: val loss 0.5868420600891113 Epoch 5: train loss 0.5733561407436024 Epoch 5: val loss 0.5772229433059692 Epoch 6: train loss 0.5629068342122164 Epoch 6: val loss 0.5701776742935181 Epoch 7: train loss 0.5400965051217512 Epoch 7: val loss 0.5582571625709534 Epoch 8: train loss 0.5475106374783949 Epoch 8: val loss 0.5501549243927002 Epoch 9: train loss 0.5512369546023282 Epoch 9: val loss 0.5480116605758667 Epoch 10: train loss 0.5524562163786455 Epoch 10: val loss 0.5498071908950806 Epoch 11: train loss 0.5279986641623757 Epoch 11: val loss 0.5497798323631287 Epoch 12: train loss 0.516697726466439 Epoch 12: val loss 0.5415228009223938 Epoch 13: train loss 0.4966633753343062 Epoch 13: val loss 0.5322595834732056 Epoch 14: train loss 0.48455147309736774 Epoch 14: val loss 0.5360779762268066 Epoch 15: train loss 0.4612961844964461 Epoch 15: val loss 0.5436925888061523 Epoch 16: train loss 0.4702785746617751 Epoch 16: val loss 0.5458413362503052 Epoch 17: train loss 0.44847127253359015 Epoch 17: val loss 0.5533488988876343 Epoch 18: train loss 0.44806584173982794 Epoch 18: val loss 0.5527240633964539 Epoch 19: train loss 0.4446379298513586 Epoch 19: val loss 0.5547921061515808 Epoch 20: train loss 0.44120008566162805 Epoch 20: val loss 0.5535026788711548 Epoch 21: train loss 0.432601733641191 Epoch 21: val loss 0.5511388182640076 Epoch 22: train loss 0.4246869385242462 Epoch 22: val loss 0.5652177929878235 Epoch 23: train loss 0.4256071529605172 Epoch 23: val loss 0.5683859586715698 Epoch 24: train loss 0.4099520499056036 Epoch 24: val loss 0.5717657208442688
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6969574364748868 Epoch 0: val loss 0.6849483251571655 Epoch 1: train loss 0.6583512100306425 Epoch 1: val loss 0.6615334749221802 Epoch 2: train loss 0.6095741797577251 Epoch 2: val loss 0.640350341796875 Epoch 3: train loss 0.6166935400529341 Epoch 3: val loss 0.6333812475204468 Epoch 4: train loss 0.587108617479151 Epoch 4: val loss 0.6330280900001526 Epoch 5: train loss 0.5788010060787201 Epoch 5: val loss 0.6406010985374451 Epoch 6: train loss 0.5352847278118134 Epoch 6: val loss 0.6339964270591736 Epoch 7: train loss 0.5447171303358945 Epoch 7: val loss 0.6440696120262146 Epoch 8: train loss 0.5297138907692649 Epoch 8: val loss 0.639443576335907 Epoch 9: train loss 0.5002920194105669 Epoch 9: val loss 0.6658405065536499 Epoch 10: train loss 0.49170756340026855 Epoch 10: val loss 0.6442641615867615 Epoch 11: train loss 0.4648519591851668 Epoch 11: val loss 0.669528603553772 Epoch 12: train loss 0.4879000728780573 Epoch 12: val loss 0.6613195538520813 Epoch 13: train loss 0.47772317041050305 Epoch 13: val loss 0.6572380065917969 Epoch 14: train loss 0.45953022891824896 Epoch 14: val loss 0.6651486754417419 Epoch 15: train loss 0.43316486748782074 Epoch 15: val loss 0.7145835161209106 Epoch 16: train loss 0.4419857344844125 Epoch 16: val loss 0.6758279800415039 Epoch 17: train loss 0.4447070143439553 Epoch 17: val loss 0.6747124195098877 Epoch 18: train loss 0.41478453982960095 Epoch 18: val loss 0.7086096405982971 Epoch 19: train loss 0.41426099972291425 Epoch 19: val loss 0.7195150256156921 Epoch 20: train loss 0.41721626032482495 Epoch 20: val loss 0.6962339282035828 Epoch 21: train loss 0.3951529318636114 Epoch 21: val loss 0.7180777788162231 Epoch 22: train loss 0.39880113845521753 Epoch 22: val loss 0.7176216244697571 Epoch 23: train loss 0.3645449307831851 Epoch 23: val loss 0.7252651453018188 Epoch 24: train loss 0.38227227330207825 Epoch 24: val loss 0.7572000026702881
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6845789807183402 Epoch 0: val loss 0.6638996005058289 Epoch 1: train loss 0.6431830397674015 Epoch 1: val loss 0.6476260423660278 Epoch 2: train loss 0.6158369566713061 Epoch 2: val loss 0.6352280378341675 Epoch 3: train loss 0.5956683669771466 Epoch 3: val loss 0.624588668346405 Epoch 4: train loss 0.5662815379244941 Epoch 4: val loss 0.6175309419631958 Epoch 5: train loss 0.5691245155675071 Epoch 5: val loss 0.6107390522956848 Epoch 6: train loss 0.5645276669945035 Epoch 6: val loss 0.623590350151062 Epoch 7: train loss 0.5131575358765466 Epoch 7: val loss 0.6116355061531067 Epoch 8: train loss 0.5127668678760529 Epoch 8: val loss 0.6158254742622375 Epoch 9: train loss 0.5046908578702382 Epoch 9: val loss 0.6122425198554993 Epoch 10: train loss 0.503840412412371 Epoch 10: val loss 0.6101745963096619 Epoch 11: train loss 0.4926070954118456 Epoch 11: val loss 0.6415894627571106 Epoch 12: train loss 0.47223580947944094 Epoch 12: val loss 0.6159628629684448 Epoch 13: train loss 0.4666245388133185 Epoch 13: val loss 0.6166940331459045 Epoch 14: train loss 0.4603292707886015 Epoch 14: val loss 0.6190211176872253 Epoch 15: train loss 0.4409684879439218 Epoch 15: val loss 0.6285232305526733 Epoch 16: train loss 0.4708184280565807 Epoch 16: val loss 0.611998975276947 Epoch 17: train loss 0.4401954050574984 Epoch 17: val loss 0.6294367909431458 Epoch 18: train loss 0.43067114480904173 Epoch 18: val loss 0.6306904554367065 Epoch 19: train loss 0.40245436131954193 Epoch 19: val loss 0.6189032793045044
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917717390590243 Epoch 0: val loss 0.6830347180366516 Epoch 1: train loss 0.6599655018912421 Epoch 1: val loss 0.6724944114685059 Epoch 2: train loss 0.6315215826034546 Epoch 2: val loss 0.6605632305145264 Epoch 3: train loss 0.6289701461791992 Epoch 3: val loss 0.657505989074707 Epoch 4: train loss 0.6082681881056892 Epoch 4: val loss 0.6606939435005188 Epoch 5: train loss 0.5868225627475314 Epoch 5: val loss 0.659226655960083 Epoch 6: train loss 0.5973515411218008 Epoch 6: val loss 0.6595210433006287 Epoch 7: train loss 0.5755857957734002 Epoch 7: val loss 0.6625115275382996 Epoch 8: train loss 0.5697483023007711 Epoch 8: val loss 0.6616005897521973 Epoch 9: train loss 0.5692173077000512 Epoch 9: val loss 0.6619473099708557 Epoch 10: train loss 0.5422931975788541 Epoch 10: val loss 0.6560467481613159 Epoch 11: train loss 0.5307136807176802 Epoch 11: val loss 0.6580533981323242 Epoch 12: train loss 0.5227781467967563 Epoch 12: val loss 0.6656808853149414 Epoch 13: train loss 0.565439545445972 Epoch 13: val loss 0.6491013765335083 Epoch 14: train loss 0.5510490867826674 Epoch 14: val loss 0.6532494425773621 Epoch 15: train loss 0.5178011920717027 Epoch 15: val loss 0.6395007371902466 Epoch 16: train loss 0.4844018220901489 Epoch 16: val loss 0.6496075391769409 Epoch 17: train loss 0.5223797890875075 Epoch 17: val loss 0.6602548360824585 Epoch 18: train loss 0.49102529221110874 Epoch 18: val loss 0.6595135927200317 Epoch 19: train loss 0.4837099512418111 Epoch 19: val loss 0.668716549873352 Epoch 20: train loss 0.5076657632986704 Epoch 20: val loss 0.6649655103683472 Epoch 21: train loss 0.49068599608209396 Epoch 21: val loss 0.6808239221572876 Epoch 22: train loss 0.4946297804514567 Epoch 22: val loss 0.6795111894607544 Epoch 23: train loss 0.4728160500526428 Epoch 23: val loss 0.6749834418296814 Epoch 24: train loss 0.4643302063147227 Epoch 24: val loss 0.6825223565101624
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6938472721311781 Epoch 0: val loss 0.6889880299568176 Epoch 1: train loss 0.6376920739809672 Epoch 1: val loss 0.6875218749046326 Epoch 2: train loss 0.6374319526884291 Epoch 2: val loss 0.6860529780387878 Epoch 3: train loss 0.6312082476086087 Epoch 3: val loss 0.6822642683982849 Epoch 4: train loss 0.6271255877282884 Epoch 4: val loss 0.6803538799285889 Epoch 5: train loss 0.6101445489459567 Epoch 5: val loss 0.6765517592430115 Epoch 6: train loss 0.6074748635292053 Epoch 6: val loss 0.6741912364959717 Epoch 7: train loss 0.5848802063200209 Epoch 7: val loss 0.6732532382011414 Epoch 8: train loss 0.5859691235754225 Epoch 8: val loss 0.6821087002754211 Epoch 9: train loss 0.5674263073338403 Epoch 9: val loss 0.6861705183982849 Epoch 10: train loss 0.5701460838317871 Epoch 10: val loss 0.6816708445549011 Epoch 11: train loss 0.5622253285513984 Epoch 11: val loss 0.6783332228660583 Epoch 12: train loss 0.5630342728561826 Epoch 12: val loss 0.6837007403373718 Epoch 13: train loss 0.5538567072815366 Epoch 13: val loss 0.6919254064559937 Epoch 14: train loss 0.5288886792129941 Epoch 14: val loss 0.6724390387535095 Epoch 15: train loss 0.5374089810583327 Epoch 15: val loss 0.6816809177398682 Epoch 16: train loss 0.5127483738793267 Epoch 16: val loss 0.6735018491744995 Epoch 17: train loss 0.49438901742299396 Epoch 17: val loss 0.668746292591095 Epoch 18: train loss 0.522446377409829 Epoch 18: val loss 0.668416440486908 Epoch 19: train loss 0.4989880190955268 Epoch 19: val loss 0.6549248099327087 Epoch 20: train loss 0.48601241244210136 Epoch 20: val loss 0.664352536201477 Epoch 21: train loss 0.4566526214281718 Epoch 21: val loss 0.6829898953437805 Epoch 22: train loss 0.46634869443045723 Epoch 22: val loss 0.6697264313697815 Epoch 23: train loss 0.4636778069867028 Epoch 23: val loss 0.672953724861145 Epoch 24: train loss 0.4703439341651069 Epoch 24: val loss 0.7088825702667236
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6959179507361518 Epoch 0: val loss 0.6547916531562805 Epoch 1: train loss 0.6712963382403055 Epoch 1: val loss 0.6268953680992126 Epoch 2: train loss 0.6397922039031982 Epoch 2: val loss 0.6226863265037537 Epoch 3: train loss 0.6533870763248868 Epoch 3: val loss 0.6271432638168335 Epoch 4: train loss 0.6395721038182577 Epoch 4: val loss 0.6301017999649048 Epoch 5: train loss 0.6386633382903205 Epoch 5: val loss 0.6312738060951233 Epoch 6: train loss 0.6197999152872298 Epoch 6: val loss 0.6299250721931458 Epoch 7: train loss 0.620408382680681 Epoch 7: val loss 0.6202478408813477 Epoch 8: train loss 0.6129479673173692 Epoch 8: val loss 0.6202788352966309 Epoch 9: train loss 0.6035827431413863 Epoch 9: val loss 0.6067894101142883 Epoch 10: train loss 0.5958208971553378 Epoch 10: val loss 0.6054081916809082 Epoch 11: train loss 0.6085247861014472 Epoch 11: val loss 0.6107615232467651 Epoch 12: train loss 0.5855112539397346 Epoch 12: val loss 0.6058766841888428 Epoch 13: train loss 0.5703488058514066 Epoch 13: val loss 0.6044055819511414 Epoch 14: train loss 0.5535764826668633 Epoch 14: val loss 0.6109390258789062 Epoch 15: train loss 0.5452872680293189 Epoch 15: val loss 0.6050578355789185 Epoch 16: train loss 0.5579197936587863 Epoch 16: val loss 0.5926646590232849 Epoch 17: train loss 0.5311676661173502 Epoch 17: val loss 0.5909284353256226 Epoch 18: train loss 0.5209540294276344 Epoch 18: val loss 0.5993790626525879 Epoch 19: train loss 0.5229963329103258 Epoch 19: val loss 0.5933825969696045 Epoch 20: train loss 0.5057376590039995 Epoch 20: val loss 0.5955471992492676 Epoch 21: train loss 0.5358934468693204 Epoch 21: val loss 0.5960875749588013 Epoch 22: train loss 0.4849000208907657 Epoch 22: val loss 0.599800705909729 Epoch 23: train loss 0.4761073622438643 Epoch 23: val loss 0.6053538918495178 Epoch 24: train loss 0.5022331376870474 Epoch 24: val loss 0.6057385206222534
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7012398110495673 Epoch 0: val loss 0.6847656965255737 Epoch 1: train loss 0.668944862153795 Epoch 1: val loss 0.6789520978927612 Epoch 2: train loss 0.664035333527459 Epoch 2: val loss 0.6766063570976257 Epoch 3: train loss 0.652158796787262 Epoch 3: val loss 0.6781467199325562 Epoch 4: train loss 0.632072389125824 Epoch 4: val loss 0.6741373538970947 Epoch 5: train loss 0.6294426189528571 Epoch 5: val loss 0.6732249855995178 Epoch 6: train loss 0.616423057185279 Epoch 6: val loss 0.6791830062866211 Epoch 7: train loss 0.6037273075845506 Epoch 7: val loss 0.6835527420043945 Epoch 8: train loss 0.5948930084705353 Epoch 8: val loss 0.6868600249290466 Epoch 9: train loss 0.5787570046053993 Epoch 9: val loss 0.6867416501045227 Epoch 10: train loss 0.574620160791609 Epoch 10: val loss 0.6905794143676758 Epoch 11: train loss 0.5878390802277459 Epoch 11: val loss 0.6983928084373474 Epoch 12: train loss 0.5778604812092252 Epoch 12: val loss 0.7106204628944397 Epoch 13: train loss 0.5447499288452996 Epoch 13: val loss 0.7114254236221313 Epoch 14: train loss 0.5504531794124179 Epoch 14: val loss 0.7185224890708923 Epoch 15: train loss 0.5563082926803165 Epoch 15: val loss 0.7253526449203491 Epoch 16: train loss 0.5181425213813782 Epoch 16: val loss 0.7251401543617249 Epoch 17: train loss 0.5270820293161604 Epoch 17: val loss 0.7346564531326294 Epoch 18: train loss 0.48484614822599625 Epoch 18: val loss 0.733002245426178 Epoch 19: train loss 0.49844690163930255 Epoch 19: val loss 0.7355430722236633 Epoch 20: train loss 0.4757125808133019 Epoch 20: val loss 0.7364491820335388 Epoch 21: train loss 0.48699389232529533 Epoch 21: val loss 0.7425668239593506 Epoch 22: train loss 0.45841360092163086 Epoch 22: val loss 0.7445896863937378 Epoch 23: train loss 0.48331822289360893 Epoch 23: val loss 0.7410886287689209 Epoch 24: train loss 0.464482006099489 Epoch 24: val loss 0.7466605305671692
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6759733557701111 Epoch 0: val loss 0.665256142616272 Epoch 1: train loss 0.6520308802525202 Epoch 1: val loss 0.6478357315063477 Epoch 2: train loss 0.6077961673339208 Epoch 2: val loss 0.64152592420578 Epoch 3: train loss 0.600330983599027 Epoch 3: val loss 0.646034300327301 Epoch 4: train loss 0.599735826253891 Epoch 4: val loss 0.643645167350769 Epoch 5: train loss 0.5736820101737976 Epoch 5: val loss 0.6291337609291077 Epoch 6: train loss 0.6025519818067551 Epoch 6: val loss 0.6334953904151917 Epoch 7: train loss 0.5812795360883077 Epoch 7: val loss 0.6246894598007202 Epoch 8: train loss 0.5474364732702574 Epoch 8: val loss 0.6146551966667175 Epoch 9: train loss 0.5436248431603113 Epoch 9: val loss 0.6036199927330017 Epoch 10: train loss 0.5155234734217325 Epoch 10: val loss 0.5876115560531616 Epoch 11: train loss 0.542191723982493 Epoch 11: val loss 0.5807074904441833 Epoch 12: train loss 0.5215884273250898 Epoch 12: val loss 0.5739781856536865 Epoch 13: train loss 0.5209537421663603 Epoch 13: val loss 0.5756181478500366 Epoch 14: train loss 0.49598222225904465 Epoch 14: val loss 0.5672113299369812
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6505216240882874 Epoch 0: val loss 0.5850532054901123 Epoch 1: train loss 0.5417988032102585 Epoch 1: val loss 0.5214069485664368 Epoch 2: train loss 0.47773084938526156 Epoch 2: val loss 0.47015389800071716 Epoch 3: train loss 0.4514847993850708 Epoch 3: val loss 0.43221986293792725 Epoch 4: train loss 0.4097250163555145 Epoch 4: val loss 0.42254510521888733 Epoch 5: train loss 0.39018617272377015 Epoch 5: val loss 0.4257389008998871 Epoch 6: train loss 0.3641427129507065 Epoch 6: val loss 0.43806999921798706 Epoch 7: train loss 0.38717747330665586 Epoch 7: val loss 0.42413637042045593 Epoch 8: train loss 0.40980293452739713 Epoch 8: val loss 0.429784893989563 Epoch 9: train loss 0.37084084153175356 Epoch 9: val loss 0.43712058663368225 Epoch 10: train loss 0.37843837291002275 Epoch 10: val loss 0.4387959837913513 Epoch 11: train loss 0.4046232312917709 Epoch 11: val loss 0.43155017495155334 Epoch 12: train loss 0.35834657996892927 Epoch 12: val loss 0.42088890075683594 Epoch 13: train loss 0.36421228051185606 Epoch 13: val loss 0.43202564120292664 Epoch 14: train loss 0.39459022879600525 Epoch 14: val loss 0.44156479835510254 Epoch 15: train loss 0.41624356508255006 Epoch 15: val loss 0.43668732047080994 Epoch 16: train loss 0.34247386157512666 Epoch 16: val loss 0.4419400095939636 Epoch 17: train loss 0.35316902548074725 Epoch 17: val loss 0.44476786255836487 Epoch 18: train loss 0.33345004469156264 Epoch 18: val loss 0.44590237736701965 Epoch 19: train loss 0.3233044743537903 Epoch 19: val loss 0.4519725441932678 Epoch 20: train loss 0.31526515185832976 Epoch 20: val loss 0.4512230157852173 Epoch 21: train loss 0.3054454609751701 Epoch 21: val loss 0.45190098881721497 Epoch 22: train loss 0.3376411959528923 Epoch 22: val loss 0.45039084553718567 Epoch 23: train loss 0.3295249819755554 Epoch 23: val loss 0.46845781803131104 Epoch 24: train loss 0.3128259629011154 Epoch 24: val loss 0.483468234539032
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6553875803947449 Epoch 0: val loss 0.6162062883377075 Epoch 1: train loss 0.5595493197441102 Epoch 1: val loss 0.5549749135971069 Epoch 2: train loss 0.4829330176115036 Epoch 2: val loss 0.4901859760284424 Epoch 3: train loss 0.4501833200454712 Epoch 3: val loss 0.44604000449180603 Epoch 4: train loss 0.41797788739204406 Epoch 4: val loss 0.4260227680206299 Epoch 5: train loss 0.395817244052887 Epoch 5: val loss 0.4185120463371277 Epoch 6: train loss 0.455130235850811 Epoch 6: val loss 0.41068127751350403 Epoch 7: train loss 0.4349824219942093 Epoch 7: val loss 0.41907092928886414 Epoch 8: train loss 0.40843893885612487 Epoch 8: val loss 0.41492602229118347 Epoch 9: train loss 0.39216757416725156 Epoch 9: val loss 0.420458048582077 Epoch 10: train loss 0.38209465742111204 Epoch 10: val loss 0.4172949194908142 Epoch 11: train loss 0.3727155655622482 Epoch 11: val loss 0.4109761118888855 Epoch 12: train loss 0.40267223715782163 Epoch 12: val loss 0.41222265362739563 Epoch 13: train loss 0.3918266534805298 Epoch 13: val loss 0.413955956697464 Epoch 14: train loss 0.34721803665161133 Epoch 14: val loss 0.4146016538143158 Epoch 15: train loss 0.43680832386016843 Epoch 15: val loss 0.4159501791000366 Epoch 16: train loss 0.348103791475296 Epoch 16: val loss 0.4535759389400482 Epoch 17: train loss 0.3434833437204361 Epoch 17: val loss 0.44073623418807983 Epoch 18: train loss 0.36146987676620485 Epoch 18: val loss 0.42548373341560364 Epoch 19: train loss 0.4234886825084686 Epoch 19: val loss 0.42080727219581604 Epoch 20: train loss 0.33570306599140165 Epoch 20: val loss 0.4239442050457001 Epoch 21: train loss 0.34078571051359174 Epoch 21: val loss 0.42189499735832214 Epoch 22: train loss 0.3548482686281204 Epoch 22: val loss 0.41969189047813416 Epoch 23: train loss 0.3568700909614563 Epoch 23: val loss 0.4231245219707489 Epoch 24: train loss 0.3101903885602951 Epoch 24: val loss 0.427820086479187
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905858218669891 Epoch 0: val loss 0.6342182159423828 Epoch 1: train loss 0.5953198969364166 Epoch 1: val loss 0.5554073452949524 Epoch 2: train loss 0.5178781807422638 Epoch 2: val loss 0.48394516110420227 Epoch 3: train loss 0.4885732620954514 Epoch 3: val loss 0.45092979073524475 Epoch 4: train loss 0.4224417060613632 Epoch 4: val loss 0.4555988609790802 Epoch 5: train loss 0.46155756413936616 Epoch 5: val loss 0.4489234387874603 Epoch 6: train loss 0.3813666239380836 Epoch 6: val loss 0.44296547770500183 Epoch 7: train loss 0.36147419512271883 Epoch 7: val loss 0.4440796375274658 Epoch 8: train loss 0.40917434096336364 Epoch 8: val loss 0.44985640048980713 Epoch 9: train loss 0.36549763232469556 Epoch 9: val loss 0.44333571195602417 Epoch 10: train loss 0.35010737031698225 Epoch 10: val loss 0.44150903820991516 Epoch 11: train loss 0.3571461334824562 Epoch 11: val loss 0.44555899500846863 Epoch 12: train loss 0.3546536713838577 Epoch 12: val loss 0.44730374217033386 Epoch 13: train loss 0.3423075720667839 Epoch 13: val loss 0.4494919776916504 Epoch 14: train loss 0.3564872846007347 Epoch 14: val loss 0.44482433795928955 Epoch 15: train loss 0.35081576108932494 Epoch 15: val loss 0.4432721734046936 Epoch 16: train loss 0.34679943323135376 Epoch 16: val loss 0.45169422030448914 Epoch 17: train loss 0.35974105447530746 Epoch 17: val loss 0.46383941173553467 Epoch 18: train loss 0.3220778129994869 Epoch 18: val loss 0.4559878706932068 Epoch 19: train loss 0.3144730381667614 Epoch 19: val loss 0.4523368179798126 Epoch 20: train loss 0.32284621000289915 Epoch 20: val loss 0.44841015338897705 Epoch 21: train loss 0.3272395610809326 Epoch 21: val loss 0.4510705769062042 Epoch 22: train loss 0.31021757125854493 Epoch 22: val loss 0.4542103707790375 Epoch 23: train loss 0.31861179172992704 Epoch 23: val loss 0.4618767499923706 Epoch 24: train loss 0.3427067458629608 Epoch 24: val loss 0.4651331603527069
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6571239233016968 Epoch 0: val loss 0.6262680292129517 Epoch 1: train loss 0.5392078936100007 Epoch 1: val loss 0.5478042364120483 Epoch 2: train loss 0.4950899571180344 Epoch 2: val loss 0.47643983364105225 Epoch 3: train loss 0.4220367640256882 Epoch 3: val loss 0.4473201036453247 Epoch 4: train loss 0.38890430331230164 Epoch 4: val loss 0.4486977756023407 Epoch 5: train loss 0.3916272044181824 Epoch 5: val loss 0.45986470580101013 Epoch 6: train loss 0.48206838220357895 Epoch 6: val loss 0.4680812358856201 Epoch 7: train loss 0.37513608634471896 Epoch 7: val loss 0.4791960120201111 Epoch 8: train loss 0.425022092461586 Epoch 8: val loss 0.47629743814468384 Epoch 9: train loss 0.36077127456665037 Epoch 9: val loss 0.47025150060653687 Epoch 10: train loss 0.3467810094356537 Epoch 10: val loss 0.472311794757843 Epoch 11: train loss 0.3580568641424179 Epoch 11: val loss 0.478910893201828 Epoch 12: train loss 0.33593814074993134 Epoch 12: val loss 0.49032121896743774 Epoch 13: train loss 0.34547782242298125 Epoch 13: val loss 0.4976927638053894 Epoch 14: train loss 0.3624758794903755 Epoch 14: val loss 0.5078438520431519 Epoch 15: train loss 0.3541684031486511 Epoch 15: val loss 0.5061706304550171 Epoch 16: train loss 0.31148392558097837 Epoch 16: val loss 0.5107008218765259 Epoch 17: train loss 0.3093083694577217 Epoch 17: val loss 0.5085455775260925 Epoch 18: train loss 0.33544431775808337 Epoch 18: val loss 0.5146072506904602 Epoch 19: train loss 0.346889927983284 Epoch 19: val loss 0.5200314521789551 Epoch 20: train loss 0.3142770782113075 Epoch 20: val loss 0.5203735828399658 Epoch 21: train loss 0.32947117537260057 Epoch 21: val loss 0.5257189273834229 Epoch 22: train loss 0.2955882504582405 Epoch 22: val loss 0.540037214756012 Epoch 23: train loss 0.27597667276859283 Epoch 23: val loss 0.5491657257080078 Epoch 24: train loss 0.28585679829120636 Epoch 24: val loss 0.5502334237098694
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6500380543562082 Epoch 0: val loss 0.6048746705055237 Epoch 1: train loss 0.5402263288314526 Epoch 1: val loss 0.5357189774513245 Epoch 2: train loss 0.48272134019778323 Epoch 2: val loss 0.4884011745452881 Epoch 3: train loss 0.42195440714175886 Epoch 3: val loss 0.4634508490562439 Epoch 4: train loss 0.40903296722815585 Epoch 4: val loss 0.47583621740341187 Epoch 5: train loss 0.4057263216147056 Epoch 5: val loss 0.4717501103878021 Epoch 6: train loss 0.39454647440176743 Epoch 6: val loss 0.47557470202445984 Epoch 7: train loss 0.4185403069624534 Epoch 7: val loss 0.4935165047645569
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6965033953840082 Epoch 0: val loss 0.6929216980934143 Epoch 1: train loss 0.6470373652198098 Epoch 1: val loss 0.6797199249267578 Epoch 2: train loss 0.6278864903883501 Epoch 2: val loss 0.6730441451072693 Epoch 3: train loss 0.6183082244612954 Epoch 3: val loss 0.6755569577217102 Epoch 4: train loss 0.6145725792104547 Epoch 4: val loss 0.6733506917953491 Epoch 5: train loss 0.6099445603110574 Epoch 5: val loss 0.6621751189231873 Epoch 6: train loss 0.5899498029188677 Epoch 6: val loss 0.6510961651802063 Epoch 7: train loss 0.5841150879859924 Epoch 7: val loss 0.6522414684295654 Epoch 8: train loss 0.5718670893799175 Epoch 8: val loss 0.6481150984764099 Epoch 9: train loss 0.5568217201666399 Epoch 9: val loss 0.6436387896537781 Epoch 10: train loss 0.5308018733154644 Epoch 10: val loss 0.6523511409759521 Epoch 11: train loss 0.532752438025041 Epoch 11: val loss 0.65523362159729 Epoch 12: train loss 0.5190715708515861 Epoch 12: val loss 0.6584705114364624 Epoch 13: train loss 0.4871728176420385 Epoch 13: val loss 0.6476315259933472 Epoch 14: train loss 0.49315744096582587 Epoch 14: val loss 0.6434769630432129 Epoch 15: train loss 0.4911471930417148 Epoch 15: val loss 0.6494470238685608 Epoch 16: train loss 0.4690950810909271 Epoch 16: val loss 0.6382332444190979 Epoch 17: train loss 0.46202498945322906 Epoch 17: val loss 0.6401116847991943 Epoch 18: train loss 0.45830385793339123 Epoch 18: val loss 0.6384530067443848 Epoch 19: train loss 0.4598852504383434 Epoch 19: val loss 0.6419861912727356 Epoch 20: train loss 0.45245482433925976 Epoch 20: val loss 0.6471711993217468 Epoch 21: train loss 0.45829232985323126 Epoch 21: val loss 0.6486608982086182 Epoch 22: train loss 0.41971938718448987 Epoch 22: val loss 0.662176251411438 Epoch 23: train loss 0.4182216335426677 Epoch 23: val loss 0.671890139579773 Epoch 24: train loss 0.4206201596693559 Epoch 24: val loss 0.6517413854598999
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6894507191397927 Epoch 0: val loss 0.6728702187538147 Epoch 1: train loss 0.6486931605772539 Epoch 1: val loss 0.6559226512908936 Epoch 2: train loss 0.6288679567250338 Epoch 2: val loss 0.6495600342750549 Epoch 3: train loss 0.5886244177818298 Epoch 3: val loss 0.6395841240882874 Epoch 4: train loss 0.6134910475124012 Epoch 4: val loss 0.6393271684646606 Epoch 5: train loss 0.5851775299419056 Epoch 5: val loss 0.6377639770507812 Epoch 6: train loss 0.5717806138775565 Epoch 6: val loss 0.6396492123603821 Epoch 7: train loss 0.5569196722724221 Epoch 7: val loss 0.6388431191444397 Epoch 8: train loss 0.5822945968671278 Epoch 8: val loss 0.6350216865539551 Epoch 9: train loss 0.5617116256193682 Epoch 9: val loss 0.6254265308380127 Epoch 10: train loss 0.5501640655777671 Epoch 10: val loss 0.6161693930625916 Epoch 11: train loss 0.528827117248015 Epoch 11: val loss 0.6083424091339111 Epoch 12: train loss 0.5380540977824818 Epoch 12: val loss 0.6029691100120544 Epoch 13: train loss 0.5270891839807684 Epoch 13: val loss 0.6013041734695435 Epoch 14: train loss 0.4994109950282357 Epoch 14: val loss 0.5863298773765564 Epoch 15: train loss 0.5032756111838601 Epoch 15: val loss 0.5877184271812439 Epoch 16: train loss 0.49492918903177435 Epoch 16: val loss 0.584073543548584 Epoch 17: train loss 0.49325177615339105 Epoch 17: val loss 0.5681564211845398 Epoch 18: train loss 0.4802865846590562 Epoch 18: val loss 0.569595456123352 Epoch 19: train loss 0.4766870520331643 Epoch 19: val loss 0.562198281288147 Epoch 20: train loss 0.4626398276198994 Epoch 20: val loss 0.5645131468772888 Epoch 21: train loss 0.4654810401526364 Epoch 21: val loss 0.5643002986907959 Epoch 22: train loss 0.450269490480423 Epoch 22: val loss 0.5644830465316772 Epoch 23: train loss 0.446811242537065 Epoch 23: val loss 0.5736123323440552 Epoch 24: train loss 0.44093922593376855 Epoch 24: val loss 0.579192042350769
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6871821771968495 Epoch 0: val loss 0.6597059369087219 Epoch 1: train loss 0.6508314284411344 Epoch 1: val loss 0.6418585181236267 Epoch 2: train loss 0.6277009844779968 Epoch 2: val loss 0.6289041042327881 Epoch 3: train loss 0.6261746043508704 Epoch 3: val loss 0.6198118925094604 Epoch 4: train loss 0.6147360910068859 Epoch 4: val loss 0.6121810674667358 Epoch 5: train loss 0.5915208838202737 Epoch 5: val loss 0.6067626476287842 Epoch 6: train loss 0.5768657137047161 Epoch 6: val loss 0.6121113896369934 Epoch 7: train loss 0.5757054740732367 Epoch 7: val loss 0.5957516431808472 Epoch 8: train loss 0.5594946660778739 Epoch 8: val loss 0.5920925140380859 Epoch 9: train loss 0.5472666160626845 Epoch 9: val loss 0.5766360759735107 Epoch 10: train loss 0.5562398948452689 Epoch 10: val loss 0.57139652967453 Epoch 11: train loss 0.5340086465532129 Epoch 11: val loss 0.5816802382469177 Epoch 12: train loss 0.5352382416074927 Epoch 12: val loss 0.5681767463684082 Epoch 13: train loss 0.5195416726849296 Epoch 13: val loss 0.5663098096847534 Epoch 14: train loss 0.5153509513898329 Epoch 14: val loss 0.571699857711792 Epoch 15: train loss 0.5121670229868456 Epoch 15: val loss 0.5626606345176697 Epoch 16: train loss 0.4929260963743383 Epoch 16: val loss 0.5690496563911438 Epoch 17: train loss 0.48424108732830395 Epoch 17: val loss 0.5586004853248596 Epoch 18: train loss 0.5055270303379406 Epoch 18: val loss 0.5607396364212036 Epoch 19: train loss 0.4853358702226119 Epoch 19: val loss 0.5615589022636414 Epoch 20: train loss 0.44987578283656726 Epoch 20: val loss 0.5590107440948486 Epoch 21: train loss 0.46356242353265936 Epoch 21: val loss 0.5729280710220337 Epoch 22: train loss 0.4551610621539029 Epoch 22: val loss 0.5531150102615356 Epoch 23: train loss 0.4489862783388658 Epoch 23: val loss 0.5735175609588623 Epoch 24: train loss 0.4306104968894612 Epoch 24: val loss 0.5721137523651123
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6843713088469072 Epoch 0: val loss 0.6666851043701172 Epoch 1: train loss 0.6482436656951904 Epoch 1: val loss 0.6397551894187927 Epoch 2: train loss 0.6315353079275652 Epoch 2: val loss 0.6180185079574585 Epoch 3: train loss 0.6120066371831027 Epoch 3: val loss 0.6044229865074158 Epoch 4: train loss 0.5999706035310571 Epoch 4: val loss 0.6009944677352905 Epoch 5: train loss 0.5801180519840934 Epoch 5: val loss 0.5984048247337341 Epoch 6: train loss 0.5912884094498374 Epoch 6: val loss 0.5965695977210999 Epoch 7: train loss 0.568797764453021 Epoch 7: val loss 0.5940550565719604 Epoch 8: train loss 0.5505592118610035 Epoch 8: val loss 0.5920146703720093 Epoch 9: train loss 0.5641139474782076 Epoch 9: val loss 0.5913717150688171 Epoch 10: train loss 0.5480793768709357 Epoch 10: val loss 0.5897596478462219 Epoch 11: train loss 0.5470478399233385 Epoch 11: val loss 0.5952212810516357 Epoch 12: train loss 0.5347589687867598 Epoch 12: val loss 0.5868894457817078 Epoch 13: train loss 0.5104501843452454 Epoch 13: val loss 0.5804577469825745 Epoch 14: train loss 0.5290519432588057 Epoch 14: val loss 0.5764294266700745 Epoch 15: train loss 0.5158480080691251 Epoch 15: val loss 0.5812034010887146 Epoch 16: train loss 0.5012686929919503 Epoch 16: val loss 0.5694293975830078 Epoch 17: train loss 0.4986113093116067 Epoch 17: val loss 0.5674464702606201 Epoch 18: train loss 0.4863368435339494 Epoch 18: val loss 0.5517710447311401 Epoch 19: train loss 0.4791575914079493 Epoch 19: val loss 0.5483453869819641 Epoch 20: train loss 0.4618647071448239 Epoch 20: val loss 0.5412494540214539 Epoch 21: train loss 0.4579786251891743 Epoch 21: val loss 0.5502594709396362 Epoch 22: train loss 0.45514253052798187 Epoch 22: val loss 0.5475195646286011 Epoch 23: train loss 0.4705557579343969 Epoch 23: val loss 0.5593026280403137 Epoch 24: train loss 0.4604512669823386 Epoch 24: val loss 0.5411844849586487
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6752238194147746 Epoch 0: val loss 0.6568511724472046 Epoch 1: train loss 0.6444266637166342 Epoch 1: val loss 0.6361887454986572 Epoch 2: train loss 0.6175942540168762 Epoch 2: val loss 0.6170445680618286 Epoch 3: train loss 0.6045451601346333 Epoch 3: val loss 0.6017123460769653 Epoch 4: train loss 0.576115612188975 Epoch 4: val loss 0.5823379158973694 Epoch 5: train loss 0.5767635544141133 Epoch 5: val loss 0.5704337954521179 Epoch 6: train loss 0.5569486757119496 Epoch 6: val loss 0.5529993772506714 Epoch 7: train loss 0.5424564162890116 Epoch 7: val loss 0.5445556044578552 Epoch 8: train loss 0.5250562528769175 Epoch 8: val loss 0.5289756655693054 Epoch 9: train loss 0.5179969886938731 Epoch 9: val loss 0.530662477016449 Epoch 10: train loss 0.5081223309040069 Epoch 10: val loss 0.5299310088157654 Epoch 11: train loss 0.482895423968633 Epoch 11: val loss 0.5196405649185181 Epoch 12: train loss 0.48829120993614195 Epoch 12: val loss 0.5288540124893188 Epoch 13: train loss 0.48038239081700645 Epoch 13: val loss 0.5194071531295776 Epoch 14: train loss 0.4907596449057261 Epoch 14: val loss 0.516538143157959 Epoch 15: train loss 0.4744718333085378 Epoch 15: val loss 0.5080335140228271 Epoch 16: train loss 0.4776888112227122 Epoch 16: val loss 0.5230790376663208 Epoch 17: train loss 0.4552307864030202 Epoch 17: val loss 0.5124843716621399 Epoch 18: train loss 0.4316262364387512 Epoch 18: val loss 0.5165981650352478 Epoch 19: train loss 0.4600603620211283 Epoch 19: val loss 0.519076943397522 Epoch 20: train loss 0.43623226284980776 Epoch 20: val loss 0.5273383855819702 Epoch 21: train loss 0.43488527139027916 Epoch 21: val loss 0.5316969752311707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6959530462821325 Epoch 0: val loss 0.6978532075881958 Epoch 1: train loss 0.679475779334704 Epoch 1: val loss 0.6926668882369995 Epoch 2: train loss 0.6675378034512202 Epoch 2: val loss 0.6882503032684326 Epoch 3: train loss 0.6499475141366323 Epoch 3: val loss 0.6817266345024109 Epoch 4: train loss 0.6448876609404882 Epoch 4: val loss 0.6738505363464355 Epoch 5: train loss 0.6170564542214075 Epoch 5: val loss 0.6645241975784302 Epoch 6: train loss 0.6089210510253906 Epoch 6: val loss 0.6485706567764282 Epoch 7: train loss 0.5896474719047546 Epoch 7: val loss 0.6496568322181702 Epoch 8: train loss 0.5815112367272377 Epoch 8: val loss 0.6425971984863281 Epoch 9: train loss 0.5594458232323328 Epoch 9: val loss 0.6333790421485901 Epoch 10: train loss 0.5506962761282921 Epoch 10: val loss 0.6368827223777771 Epoch 11: train loss 0.5507805322607359 Epoch 11: val loss 0.6485976576805115 Epoch 12: train loss 0.5244810233513514 Epoch 12: val loss 0.6371277570724487 Epoch 13: train loss 0.5269315292437872 Epoch 13: val loss 0.6430391669273376 Epoch 14: train loss 0.5207466830809911 Epoch 14: val loss 0.6373307704925537 Epoch 15: train loss 0.5142081802090009 Epoch 15: val loss 0.6512372493743896 Epoch 16: train loss 0.5083505337436994 Epoch 16: val loss 0.6604730486869812 Epoch 17: train loss 0.4860755403836568 Epoch 17: val loss 0.6509983539581299 Epoch 18: train loss 0.5127457231283188 Epoch 18: val loss 0.668130099773407 Epoch 19: train loss 0.5003148913383484 Epoch 19: val loss 0.6813600063323975 Epoch 20: train loss 0.49545081953207654 Epoch 20: val loss 0.6876093745231628 Epoch 21: train loss 0.4797343810399373 Epoch 21: val loss 0.6818944215774536 Epoch 22: train loss 0.4696390243868033 Epoch 22: val loss 0.7020689845085144 Epoch 23: train loss 0.49498067796230316 Epoch 23: val loss 0.6861973404884338 Epoch 24: train loss 0.46163927763700485 Epoch 24: val loss 0.6748217940330505
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6942616353432337 Epoch 0: val loss 0.6819967031478882 Epoch 1: train loss 0.6737215171257654 Epoch 1: val loss 0.6784029603004456 Epoch 2: train loss 0.6677008966604868 Epoch 2: val loss 0.6682962775230408 Epoch 3: train loss 0.6302468528350195 Epoch 3: val loss 0.6501389741897583 Epoch 4: train loss 0.6166498164335886 Epoch 4: val loss 0.6386900544166565 Epoch 5: train loss 0.5999340415000916 Epoch 5: val loss 0.6201285719871521 Epoch 6: train loss 0.5569774359464645 Epoch 6: val loss 0.6188309192657471 Epoch 7: train loss 0.5568054368098577 Epoch 7: val loss 0.6109120845794678 Epoch 8: train loss 0.5532776042819023 Epoch 8: val loss 0.6185646057128906 Epoch 9: train loss 0.5362489819526672 Epoch 9: val loss 0.6104229688644409 Epoch 10: train loss 0.5518366446097692 Epoch 10: val loss 0.617009699344635 Epoch 11: train loss 0.5047230000297228 Epoch 11: val loss 0.6086065769195557 Epoch 12: train loss 0.517660399278005 Epoch 12: val loss 0.6114579439163208 Epoch 13: train loss 0.5276886050899824 Epoch 13: val loss 0.6144883632659912 Epoch 14: train loss 0.5187390794356664 Epoch 14: val loss 0.6075676083564758 Epoch 15: train loss 0.5015261297424635 Epoch 15: val loss 0.6229591369628906 Epoch 16: train loss 0.4938993329803149 Epoch 16: val loss 0.6101973056793213 Epoch 17: train loss 0.4871714636683464 Epoch 17: val loss 0.604121744632721 Epoch 18: train loss 0.48722535620133084 Epoch 18: val loss 0.6043789386749268 Epoch 19: train loss 0.4721523200472196 Epoch 19: val loss 0.6177172064781189 Epoch 20: train loss 0.46534652014573413 Epoch 20: val loss 0.6177389025688171 Epoch 21: train loss 0.45969295253356296 Epoch 21: val loss 0.6158068180084229 Epoch 22: train loss 0.44415921717882156 Epoch 22: val loss 0.6173039674758911 Epoch 23: train loss 0.4553982714811961 Epoch 23: val loss 0.6202576160430908 Epoch 24: train loss 0.45334478716055554 Epoch 24: val loss 0.6105117797851562
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6928856571515402 Epoch 0: val loss 0.689074695110321 Epoch 1: train loss 0.6796565453211466 Epoch 1: val loss 0.6822134852409363 Epoch 2: train loss 0.6676365782817205 Epoch 2: val loss 0.6735624670982361 Epoch 3: train loss 0.6530631333589554 Epoch 3: val loss 0.6697008609771729 Epoch 4: train loss 0.6463260451952616 Epoch 4: val loss 0.6624804735183716 Epoch 5: train loss 0.6110007415215174 Epoch 5: val loss 0.6509800553321838 Epoch 6: train loss 0.5886309469739596 Epoch 6: val loss 0.6417722105979919 Epoch 7: train loss 0.5944340427716573 Epoch 7: val loss 0.629996120929718 Epoch 8: train loss 0.5698918228348097 Epoch 8: val loss 0.6209191083908081 Epoch 9: train loss 0.5529114504655203 Epoch 9: val loss 0.6049014329910278 Epoch 10: train loss 0.5492430652181307 Epoch 10: val loss 0.6096225380897522 Epoch 11: train loss 0.5343115329742432 Epoch 11: val loss 0.6081030964851379 Epoch 12: train loss 0.5138058364391327 Epoch 12: val loss 0.6133126616477966 Epoch 13: train loss 0.525292232632637 Epoch 13: val loss 0.6075482964515686 Epoch 14: train loss 0.5085360879699389 Epoch 14: val loss 0.6040632128715515 Epoch 15: train loss 0.4924498125910759 Epoch 15: val loss 0.6034998893737793 Epoch 16: train loss 0.5083648189902306 Epoch 16: val loss 0.6127168536186218 Epoch 17: train loss 0.492142212887605 Epoch 17: val loss 0.6209914684295654 Epoch 18: train loss 0.49315649767716724 Epoch 18: val loss 0.6122637391090393 Epoch 19: train loss 0.48718609164158505 Epoch 19: val loss 0.6208003759384155 Epoch 20: train loss 0.4622679278254509 Epoch 20: val loss 0.6243524551391602 Epoch 21: train loss 0.4695516899228096 Epoch 21: val loss 0.6157714128494263 Epoch 22: train loss 0.4668714428941409 Epoch 22: val loss 0.6187896728515625 Epoch 23: train loss 0.46912816166877747 Epoch 23: val loss 0.6212255954742432 Epoch 24: train loss 0.44356590509414673 Epoch 24: val loss 0.6254189610481262
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932397186756134 Epoch 0: val loss 0.6931946277618408 Epoch 1: train loss 0.677399605512619 Epoch 1: val loss 0.6811767816543579 Epoch 2: train loss 0.6542554448048273 Epoch 2: val loss 0.6533381938934326 Epoch 3: train loss 0.6213378657897314 Epoch 3: val loss 0.6349158883094788 Epoch 4: train loss 0.5886318931976954 Epoch 4: val loss 0.6277207136154175 Epoch 5: train loss 0.5636591215928396 Epoch 5: val loss 0.6007961630821228 Epoch 6: train loss 0.5446027467648188 Epoch 6: val loss 0.6161096692085266 Epoch 7: train loss 0.546512799958388 Epoch 7: val loss 0.599506676197052 Epoch 8: train loss 0.5345534806450208 Epoch 8: val loss 0.6108484864234924 Epoch 9: train loss 0.5311861385901769 Epoch 9: val loss 0.5926358103752136 Epoch 10: train loss 0.5135944659511248 Epoch 10: val loss 0.6144970655441284 Epoch 11: train loss 0.5234759251276652 Epoch 11: val loss 0.6174418926239014 Epoch 12: train loss 0.518803079922994 Epoch 12: val loss 0.6019679307937622 Epoch 13: train loss 0.5237358460823694 Epoch 13: val loss 0.6134335398674011 Epoch 14: train loss 0.4989347110191981 Epoch 14: val loss 0.5939664244651794 Epoch 15: train loss 0.493661771217982 Epoch 15: val loss 0.5951968431472778 Epoch 16: train loss 0.4844438334306081 Epoch 16: val loss 0.5921000242233276 Epoch 17: train loss 0.49571916460990906 Epoch 17: val loss 0.6116616725921631 Epoch 18: train loss 0.4814053326845169 Epoch 18: val loss 0.6032207608222961 Epoch 19: train loss 0.4502730518579483 Epoch 19: val loss 0.6041431427001953 Epoch 20: train loss 0.4870750531554222 Epoch 20: val loss 0.6233210563659668 Epoch 21: train loss 0.44373223185539246 Epoch 21: val loss 0.5974888205528259 Epoch 22: train loss 0.45665746182203293 Epoch 22: val loss 0.601144552230835 Epoch 23: train loss 0.4791012108325958 Epoch 23: val loss 0.5958508849143982 Epoch 24: train loss 0.46271957208712894 Epoch 24: val loss 0.607625424861908
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6960149258375168 Epoch 0: val loss 0.6615193486213684 Epoch 1: train loss 0.6549157053232193 Epoch 1: val loss 0.6374081969261169 Epoch 2: train loss 0.626107957214117 Epoch 2: val loss 0.6149777770042419 Epoch 3: train loss 0.6171073019504547 Epoch 3: val loss 0.5987065434455872 Epoch 4: train loss 0.5823113061487675 Epoch 4: val loss 0.6102965474128723 Epoch 5: train loss 0.5690775774419308 Epoch 5: val loss 0.6057590246200562 Epoch 6: train loss 0.5508039575070143 Epoch 6: val loss 0.5991123914718628 Epoch 7: train loss 0.5446584858000278 Epoch 7: val loss 0.5930317044258118 Epoch 8: train loss 0.5461685732007027 Epoch 8: val loss 0.5833715200424194 Epoch 9: train loss 0.5339511893689632 Epoch 9: val loss 0.5852346420288086 Epoch 10: train loss 0.5315315295010805 Epoch 10: val loss 0.5793944001197815 Epoch 11: train loss 0.5160505063831806 Epoch 11: val loss 0.5837451815605164 Epoch 12: train loss 0.5066347029060125 Epoch 12: val loss 0.5789359211921692 Epoch 13: train loss 0.4989408515393734 Epoch 13: val loss 0.5963758230209351 Epoch 14: train loss 0.4863160904496908 Epoch 14: val loss 0.5853104591369629 Epoch 15: train loss 0.4976474344730377 Epoch 15: val loss 0.5922878980636597 Epoch 16: train loss 0.471458250656724 Epoch 16: val loss 0.5881370306015015
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7082863301038742 Epoch 0: val loss 0.6889723539352417 Epoch 1: train loss 0.688281794389089 Epoch 1: val loss 0.678281307220459 Epoch 2: train loss 0.6640420307715734 Epoch 2: val loss 0.6713688969612122 Epoch 3: train loss 0.6642486453056335 Epoch 3: val loss 0.6615049242973328 Epoch 4: train loss 0.6293084373076757 Epoch 4: val loss 0.6553916335105896 Epoch 5: train loss 0.6274878829717636 Epoch 5: val loss 0.6484161019325256 Epoch 6: train loss 0.6102978587150574 Epoch 6: val loss 0.6488215327262878 Epoch 7: train loss 0.5842486272255579 Epoch 7: val loss 0.6501768827438354 Epoch 8: train loss 0.5972890804211298 Epoch 8: val loss 0.6580657958984375 Epoch 9: train loss 0.5738957847158114 Epoch 9: val loss 0.6626262068748474 Epoch 10: train loss 0.5983203301827112 Epoch 10: val loss 0.66936856508255 Epoch 11: train loss 0.5758487830559412 Epoch 11: val loss 0.666915774345398 Epoch 12: train loss 0.5588338573773702 Epoch 12: val loss 0.6631295680999756 Epoch 13: train loss 0.5495644931991895 Epoch 13: val loss 0.6702592968940735 Epoch 14: train loss 0.5444867312908173 Epoch 14: val loss 0.6710086464881897 Epoch 15: train loss 0.5475185091296831 Epoch 15: val loss 0.6810964941978455 Epoch 16: train loss 0.5491585011283556 Epoch 16: val loss 0.6812130808830261 Epoch 17: train loss 0.5446354746818542 Epoch 17: val loss 0.6779527068138123 Epoch 18: train loss 0.5422635475794474 Epoch 18: val loss 0.687213659286499 Epoch 19: train loss 0.5205782229701678 Epoch 19: val loss 0.6865300536155701 Epoch 20: train loss 0.5352657089630762 Epoch 20: val loss 0.6970471739768982 Epoch 21: train loss 0.5205909212430319 Epoch 21: val loss 0.7038682103157043 Epoch 22: train loss 0.5127502058943113 Epoch 22: val loss 0.6865206360816956 Epoch 23: train loss 0.4991156409184138 Epoch 23: val loss 0.6915448307991028 Epoch 24: train loss 0.5139281923572222 Epoch 24: val loss 0.7118871808052063
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7014103581508001 Epoch 0: val loss 0.6790168285369873 Epoch 1: train loss 0.6801081349452337 Epoch 1: val loss 0.6650761365890503 Epoch 2: train loss 0.6598230948050817 Epoch 2: val loss 0.652328610420227 Epoch 3: train loss 0.649235929052035 Epoch 3: val loss 0.6433656811714172 Epoch 4: train loss 0.6419306546449661 Epoch 4: val loss 0.6363556981086731 Epoch 5: train loss 0.6240394512812296 Epoch 5: val loss 0.6277880072593689 Epoch 6: train loss 0.6299953907728195 Epoch 6: val loss 0.6163029670715332 Epoch 7: train loss 0.6114394863446554 Epoch 7: val loss 0.6222171783447266 Epoch 8: train loss 0.608588399986426 Epoch 8: val loss 0.6195254921913147 Epoch 9: train loss 0.5970864593982697 Epoch 9: val loss 0.6214380860328674 Epoch 10: train loss 0.5963164865970612 Epoch 10: val loss 0.6246417164802551 Epoch 11: train loss 0.6005483518044153 Epoch 11: val loss 0.6267551183700562 Epoch 12: train loss 0.5951450169086456 Epoch 12: val loss 0.635490894317627 Epoch 13: train loss 0.562143474817276 Epoch 13: val loss 0.6306049227714539 Epoch 14: train loss 0.5810308555761973 Epoch 14: val loss 0.628967821598053 Epoch 15: train loss 0.5702890579899152 Epoch 15: val loss 0.6282663941383362 Epoch 16: train loss 0.548050286869208 Epoch 16: val loss 0.6324222683906555 Epoch 17: train loss 0.5663845241069794 Epoch 17: val loss 0.6379716992378235 Epoch 18: train loss 0.5651319672664007 Epoch 18: val loss 0.6389826536178589 Epoch 19: train loss 0.5377303635080656 Epoch 19: val loss 0.6324270367622375 Epoch 20: train loss 0.5558140526215235 Epoch 20: val loss 0.6426198482513428 Epoch 21: train loss 0.5464696561296781 Epoch 21: val loss 0.64815354347229 Epoch 22: train loss 0.5278630380829176 Epoch 22: val loss 0.6465656757354736 Epoch 23: train loss 0.5359228402376175 Epoch 23: val loss 0.6592605113983154 Epoch 24: train loss 0.5219576408465704 Epoch 24: val loss 0.6559706330299377
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6910136242707571 Epoch 0: val loss 0.6930686831474304 Epoch 1: train loss 0.6618197957674662 Epoch 1: val loss 0.6940699815750122 Epoch 2: train loss 0.6577644199132919 Epoch 2: val loss 0.6911039352416992 Epoch 3: train loss 0.6492735346158346 Epoch 3: val loss 0.6859626770019531 Epoch 4: train loss 0.6398192147413889 Epoch 4: val loss 0.6872534155845642 Epoch 5: train loss 0.6216612259546915 Epoch 5: val loss 0.6845025420188904 Epoch 6: train loss 0.6068141957124075 Epoch 6: val loss 0.6859046816825867 Epoch 7: train loss 0.6159090399742126 Epoch 7: val loss 0.6787129044532776 Epoch 8: train loss 0.590034062663714 Epoch 8: val loss 0.6766310930252075 Epoch 9: train loss 0.5941488916675249 Epoch 9: val loss 0.6721057295799255 Epoch 10: train loss 0.5946925058960915 Epoch 10: val loss 0.6761614084243774 Epoch 11: train loss 0.5837029119332632 Epoch 11: val loss 0.671984076499939 Epoch 12: train loss 0.5485400060812632 Epoch 12: val loss 0.6698411703109741 Epoch 13: train loss 0.5825772186120352 Epoch 13: val loss 0.6733991503715515 Epoch 14: train loss 0.5778836483756701 Epoch 14: val loss 0.6744164824485779 Epoch 15: train loss 0.5490429873267809 Epoch 15: val loss 0.6725355386734009 Epoch 16: train loss 0.5534422472119331 Epoch 16: val loss 0.6683130264282227 Epoch 17: train loss 0.5488299975792567 Epoch 17: val loss 0.6615352034568787 Epoch 18: train loss 0.5651674494147301 Epoch 18: val loss 0.6576943397521973 Epoch 19: train loss 0.5415693869193395 Epoch 19: val loss 0.6557080149650574 Epoch 20: train loss 0.5303557167450587 Epoch 20: val loss 0.6552950143814087 Epoch 21: train loss 0.5473170951008797 Epoch 21: val loss 0.6530568599700928 Epoch 22: train loss 0.5430373946825663 Epoch 22: val loss 0.6531580090522766 Epoch 23: train loss 0.5187708834807078 Epoch 23: val loss 0.6569218039512634 Epoch 24: train loss 0.5385192359487215 Epoch 24: val loss 0.6607602834701538
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953131159146627 Epoch 0: val loss 0.6900161504745483 Epoch 1: train loss 0.6738734742005666 Epoch 1: val loss 0.6798282861709595 Epoch 2: train loss 0.6522689412037531 Epoch 2: val loss 0.6723756194114685 Epoch 3: train loss 0.641133651137352 Epoch 3: val loss 0.6679666042327881 Epoch 4: train loss 0.6338275124629339 Epoch 4: val loss 0.6625895500183105 Epoch 5: train loss 0.6240691592295965 Epoch 5: val loss 0.663206160068512 Epoch 6: train loss 0.6181677033503851 Epoch 6: val loss 0.665684700012207 Epoch 7: train loss 0.6119393656651179 Epoch 7: val loss 0.6698911190032959 Epoch 8: train loss 0.597954586148262 Epoch 8: val loss 0.6717845797538757 Epoch 9: train loss 0.5666098445653915 Epoch 9: val loss 0.6753604412078857 Epoch 10: train loss 0.5859869370857874 Epoch 10: val loss 0.6840604543685913 Epoch 11: train loss 0.5728037556012472 Epoch 11: val loss 0.692145824432373 Epoch 12: train loss 0.5745581388473511 Epoch 12: val loss 0.6873500347137451 Epoch 13: train loss 0.5687400425473849 Epoch 13: val loss 0.6990343928337097 Epoch 14: train loss 0.549281562368075 Epoch 14: val loss 0.7135587334632874 Epoch 15: train loss 0.5474621330698332 Epoch 15: val loss 0.7177348136901855 Epoch 16: train loss 0.5389581893881162 Epoch 16: val loss 0.7254060506820679 Epoch 17: train loss 0.5238090877731642 Epoch 17: val loss 0.729312539100647 Epoch 18: train loss 0.5304605737328529 Epoch 18: val loss 0.7386367917060852 Epoch 19: train loss 0.5176578611135483 Epoch 19: val loss 0.7392433285713196 Epoch 20: train loss 0.5278608972827593 Epoch 20: val loss 0.7358789443969727 Epoch 21: train loss 0.5277580991387367 Epoch 21: val loss 0.732892632484436 Epoch 22: train loss 0.49177644153436023 Epoch 22: val loss 0.74056077003479 Epoch 23: train loss 0.4849460522333781 Epoch 23: val loss 0.7476553916931152 Epoch 24: train loss 0.4923236941297849 Epoch 24: val loss 0.7566467523574829
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6897015385329723 Epoch 0: val loss 0.6929218173027039 Epoch 1: train loss 0.668898805975914 Epoch 1: val loss 0.6807811260223389 Epoch 2: train loss 0.6692259274423122 Epoch 2: val loss 0.6650425791740417 Epoch 3: train loss 0.6378120072185993 Epoch 3: val loss 0.6537533402442932 Epoch 4: train loss 0.6216177642345428 Epoch 4: val loss 0.6428400874137878 Epoch 5: train loss 0.6137935109436512 Epoch 5: val loss 0.6285494565963745 Epoch 6: train loss 0.6035175081342459 Epoch 6: val loss 0.6154476404190063 Epoch 7: train loss 0.6159035153687 Epoch 7: val loss 0.6170408129692078 Epoch 8: train loss 0.5784506350755692 Epoch 8: val loss 0.6069024801254272 Epoch 9: train loss 0.5833420120179653 Epoch 9: val loss 0.6135329008102417 Epoch 10: train loss 0.583482401445508 Epoch 10: val loss 0.6155927777290344 Epoch 11: train loss 0.5652609616518021 Epoch 11: val loss 0.6241598725318909 Epoch 12: train loss 0.5978367011994123 Epoch 12: val loss 0.6177743673324585 Epoch 13: train loss 0.5810016244649887 Epoch 13: val loss 0.628311038017273
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6596863594922152 Epoch 0: val loss 0.6610304117202759 Epoch 1: train loss 0.6617161306467924 Epoch 1: val loss 0.6571235656738281 Epoch 2: train loss 0.650833167813041 Epoch 2: val loss 0.6557302474975586 Epoch 3: train loss 0.6379053538495844 Epoch 3: val loss 0.6518449187278748 Epoch 4: train loss 0.6333988363092596 Epoch 4: val loss 0.6516280770301819 Epoch 5: train loss 0.6223707144910638 Epoch 5: val loss 0.6516803503036499 Epoch 6: train loss 0.6308062184940685 Epoch 6: val loss 0.6512923836708069 Epoch 7: train loss 0.600914174860174 Epoch 7: val loss 0.6490717530250549 Epoch 8: train loss 0.6056816198609092 Epoch 8: val loss 0.6499649286270142 Epoch 9: train loss 0.5858985619111494 Epoch 9: val loss 0.6529715657234192 Epoch 10: train loss 0.5867455926808444 Epoch 10: val loss 0.6497758030891418 Epoch 11: train loss 0.588423406535929 Epoch 11: val loss 0.6527879238128662 Epoch 12: train loss 0.563771746375344 Epoch 12: val loss 0.6568242311477661 Epoch 13: train loss 0.5579607568003915 Epoch 13: val loss 0.6559818387031555 Epoch 14: train loss 0.5487229011275552 Epoch 14: val loss 0.6630755662918091 Epoch 15: train loss 0.5483542274345051 Epoch 15: val loss 0.66385817527771 Epoch 16: train loss 0.5340739732438867 Epoch 16: val loss 0.6653697490692139 Epoch 17: train loss 0.5217700438065962 Epoch 17: val loss 0.6616972088813782 Epoch 18: train loss 0.5250804451378909 Epoch 18: val loss 0.6749296188354492 Epoch 19: train loss 0.5035698332569816 Epoch 19: val loss 0.6779317855834961 Epoch 20: train loss 0.5066899386319247 Epoch 20: val loss 0.6672580242156982 Epoch 21: train loss 0.4977893206206235 Epoch 21: val loss 0.6707160472869873 Epoch 22: train loss 0.4704337309707295 Epoch 22: val loss 0.6956422924995422 Epoch 23: train loss 0.48755294897339563 Epoch 23: val loss 0.6781184673309326 Epoch 24: train loss 0.4950141419063915 Epoch 24: val loss 0.6798242330551147
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909115693785928 Epoch 0: val loss 0.6917848587036133 Epoch 1: train loss 0.6712056019089438 Epoch 1: val loss 0.6795822381973267 Epoch 2: train loss 0.6343735944141041 Epoch 2: val loss 0.6819532513618469 Epoch 3: train loss 0.6152662363919345 Epoch 3: val loss 0.6803762316703796 Epoch 4: train loss 0.5990065282041376 Epoch 4: val loss 0.6841439008712769 Epoch 5: train loss 0.593777680938894 Epoch 5: val loss 0.6971057653427124 Epoch 6: train loss 0.6067398298870433 Epoch 6: val loss 0.699837327003479 Epoch 7: train loss 0.5797527920116078 Epoch 7: val loss 0.6956045031547546 Epoch 8: train loss 0.5720401948148554 Epoch 8: val loss 0.7004286646842957 Epoch 9: train loss 0.5739752921191129 Epoch 9: val loss 0.6939271092414856 Epoch 10: train loss 0.5617302520708605 Epoch 10: val loss 0.6998957991600037 Epoch 11: train loss 0.5536290325901725 Epoch 11: val loss 0.7155313491821289 Epoch 12: train loss 0.5524547506462444 Epoch 12: val loss 0.7130089402198792 Epoch 13: train loss 0.524633445523002 Epoch 13: val loss 0.7219733595848083 Epoch 14: train loss 0.5317041142420336 Epoch 14: val loss 0.7217651009559631 Epoch 15: train loss 0.5176129070195284 Epoch 15: val loss 0.7206246852874756 Epoch 16: train loss 0.5105307102203369 Epoch 16: val loss 0.7258158922195435 Epoch 17: train loss 0.4978713745420629 Epoch 17: val loss 0.721577525138855 Epoch 18: train loss 0.5128892497582869 Epoch 18: val loss 0.7351952791213989 Epoch 19: train loss 0.475711928172545 Epoch 19: val loss 0.7353965044021606 Epoch 20: train loss 0.48679990660060535 Epoch 20: val loss 0.7251588702201843 Epoch 21: train loss 0.47438163648952136 Epoch 21: val loss 0.720509946346283 Epoch 22: train loss 0.511041668328372 Epoch 22: val loss 0.7260429859161377 Epoch 23: train loss 0.4544354623014277 Epoch 23: val loss 0.736183226108551 Epoch 24: train loss 0.4535415335135026 Epoch 24: val loss 0.7359103560447693
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6816325241869147 Epoch 0: val loss 0.6773959398269653 Epoch 1: train loss 0.6594031182202426 Epoch 1: val loss 0.6696698069572449 Epoch 2: train loss 0.653214302929965 Epoch 2: val loss 0.6675705313682556 Epoch 3: train loss 0.6376861117102883 Epoch 3: val loss 0.6600623726844788 Epoch 4: train loss 0.6326708387244832 Epoch 4: val loss 0.6584172248840332 Epoch 5: train loss 0.6253204291517084 Epoch 5: val loss 0.6522199511528015 Epoch 6: train loss 0.6163954138755798 Epoch 6: val loss 0.6462171673774719 Epoch 7: train loss 0.6126143823970448 Epoch 7: val loss 0.6441893577575684 Epoch 8: train loss 0.5954631946303628 Epoch 8: val loss 0.6367024779319763 Epoch 9: train loss 0.5939763350920244 Epoch 9: val loss 0.632390022277832 Epoch 10: train loss 0.5755451944741335 Epoch 10: val loss 0.6338842511177063 Epoch 11: train loss 0.5705488297072324 Epoch 11: val loss 0.6359261274337769 Epoch 12: train loss 0.5744036842476238 Epoch 12: val loss 0.6314692497253418 Epoch 13: train loss 0.5406076989390634 Epoch 13: val loss 0.6278135776519775 Epoch 14: train loss 0.5506414743986997 Epoch 14: val loss 0.6295665502548218 Epoch 15: train loss 0.5373074331066825 Epoch 15: val loss 0.6292377710342407 Epoch 16: train loss 0.5313586511395194 Epoch 16: val loss 0.6248005628585815 Epoch 17: train loss 0.5414885824376886 Epoch 17: val loss 0.6267126202583313 Epoch 18: train loss 0.4969321435148066 Epoch 18: val loss 0.6337283253669739 Epoch 19: train loss 0.5356640598990701 Epoch 19: val loss 0.6386387944221497 Epoch 20: train loss 0.5309804650870237 Epoch 20: val loss 0.6495225429534912 Epoch 21: train loss 0.5004525265910409 Epoch 21: val loss 0.6479378938674927 Epoch 22: train loss 0.4900268614292145 Epoch 22: val loss 0.6419650912284851 Epoch 23: train loss 0.4770608977837996 Epoch 23: val loss 0.6549862623214722 Epoch 24: train loss 0.4601404910737818 Epoch 24: val loss 0.6562674045562744
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7008882490071383 Epoch 0: val loss 0.6762028336524963 Epoch 1: train loss 0.6639693596146323 Epoch 1: val loss 0.6565337181091309 Epoch 2: train loss 0.6456096118146722 Epoch 2: val loss 0.6527627110481262 Epoch 3: train loss 0.6304234103723005 Epoch 3: val loss 0.6477483510971069 Epoch 4: train loss 0.6316151456399397 Epoch 4: val loss 0.6517267823219299 Epoch 5: train loss 0.6227947744456205 Epoch 5: val loss 0.65413498878479 Epoch 6: train loss 0.6128973202271895 Epoch 6: val loss 0.6513949632644653 Epoch 7: train loss 0.5952918746254661 Epoch 7: val loss 0.6458199620246887 Epoch 8: train loss 0.6100142706524242 Epoch 8: val loss 0.6508146524429321 Epoch 9: train loss 0.5918625864115629 Epoch 9: val loss 0.6575573682785034 Epoch 10: train loss 0.5831189263950695 Epoch 10: val loss 0.6629605293273926 Epoch 11: train loss 0.58800438859246 Epoch 11: val loss 0.6576376557350159 Epoch 12: train loss 0.5701442740180276 Epoch 12: val loss 0.65123450756073 Epoch 13: train loss 0.5644955174489454 Epoch 13: val loss 0.655953049659729 Epoch 14: train loss 0.5678079345009543 Epoch 14: val loss 0.6549686193466187 Epoch 15: train loss 0.552364853295413 Epoch 15: val loss 0.6531504392623901 Epoch 16: train loss 0.5492527024312452 Epoch 16: val loss 0.6539350748062134 Epoch 17: train loss 0.5442560558969324 Epoch 17: val loss 0.6476662158966064 Epoch 18: train loss 0.5431377779353749 Epoch 18: val loss 0.6495161652565002 Epoch 19: train loss 0.5353072258559141 Epoch 19: val loss 0.6580849885940552 Epoch 20: train loss 0.520763714205135 Epoch 20: val loss 0.6511661410331726 Epoch 21: train loss 0.5033535171638835 Epoch 21: val loss 0.6455262899398804 Epoch 22: train loss 0.4845819121057337 Epoch 22: val loss 0.6286278367042542 Epoch 23: train loss 0.4990167428146709 Epoch 23: val loss 0.6451300978660583 Epoch 24: train loss 0.48645131425424054 Epoch 24: val loss 0.6416493058204651
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6993126432100932 Epoch 0: val loss 0.6856025457382202 Epoch 1: train loss 0.6581722974777222 Epoch 1: val loss 0.6816568374633789 Epoch 2: train loss 0.6529991666475932 Epoch 2: val loss 0.6765910983085632 Epoch 3: train loss 0.6601476867993673 Epoch 3: val loss 0.6659181714057922 Epoch 4: train loss 0.6363596121470133 Epoch 4: val loss 0.669329047203064 Epoch 5: train loss 0.6321096221605936 Epoch 5: val loss 0.6602515578269958 Epoch 6: train loss 0.6184123436609904 Epoch 6: val loss 0.655418872833252 Epoch 7: train loss 0.6180025935173035 Epoch 7: val loss 0.6596053242683411 Epoch 8: train loss 0.5925475478172302 Epoch 8: val loss 0.6445229053497314 Epoch 9: train loss 0.5967442870140076 Epoch 9: val loss 0.6323407292366028 Epoch 10: train loss 0.5989858746528626 Epoch 10: val loss 0.6318060159683228 Epoch 11: train loss 0.5771226386229197 Epoch 11: val loss 0.6465146541595459 Epoch 12: train loss 0.5673005680243174 Epoch 12: val loss 0.6267249584197998 Epoch 13: train loss 0.5885133941968282 Epoch 13: val loss 0.6215947270393372 Epoch 14: train loss 0.5669597347577413 Epoch 14: val loss 0.6225261092185974 Epoch 15: train loss 0.5557679931322733 Epoch 15: val loss 0.6198605298995972 Epoch 16: train loss 0.5626393000284831 Epoch 16: val loss 0.6215031743049622 Epoch 17: train loss 0.5649686415990194 Epoch 17: val loss 0.6220152378082275 Epoch 18: train loss 0.5281998058160146 Epoch 18: val loss 0.6343441605567932 Epoch 19: train loss 0.5147225856781006 Epoch 19: val loss 0.6213091015815735 Epoch 20: train loss 0.5302441000938416 Epoch 20: val loss 0.6110235452651978 Epoch 21: train loss 0.5406602799892426 Epoch 21: val loss 0.6279165148735046
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6893928555341867 Epoch 0: val loss 0.6805236339569092 Epoch 1: train loss 0.6568173078390268 Epoch 1: val loss 0.6656391620635986 Epoch 2: train loss 0.652252027621636 Epoch 2: val loss 0.6577544808387756 Epoch 3: train loss 0.637879376228039 Epoch 3: val loss 0.6509250402450562 Epoch 4: train loss 0.6352224487524766 Epoch 4: val loss 0.6471336483955383 Epoch 5: train loss 0.62420981663924 Epoch 5: val loss 0.6375632882118225 Epoch 6: train loss 0.6149381995201111 Epoch 6: val loss 0.6391090154647827 Epoch 7: train loss 0.6167698456690862 Epoch 7: val loss 0.6364545822143555 Epoch 8: train loss 0.6006393891114455 Epoch 8: val loss 0.6314300298690796 Epoch 9: train loss 0.5900189005411588 Epoch 9: val loss 0.6332046985626221 Epoch 10: train loss 0.5954910585513482 Epoch 10: val loss 0.6322929263114929 Epoch 11: train loss 0.5896452848727887 Epoch 11: val loss 0.6332984566688538 Epoch 12: train loss 0.5659365126719842 Epoch 12: val loss 0.6296253204345703 Epoch 13: train loss 0.5826164621573228 Epoch 13: val loss 0.6353076696395874 Epoch 14: train loss 0.5778682827949524 Epoch 14: val loss 0.6315286159515381 Epoch 15: train loss 0.5942240472023304 Epoch 15: val loss 0.6336432099342346 Epoch 16: train loss 0.5706721177467933 Epoch 16: val loss 0.6405483484268188 Epoch 17: train loss 0.564960206930454 Epoch 17: val loss 0.6467587351799011 Epoch 18: train loss 0.5587943150446966 Epoch 18: val loss 0.6416178941726685 Epoch 19: train loss 0.5669455986756545 Epoch 19: val loss 0.6344216465950012 Epoch 20: train loss 0.5456122939403241 Epoch 20: val loss 0.6419804692268372 Epoch 21: train loss 0.5475588074097266 Epoch 21: val loss 0.6452107429504395 Epoch 22: train loss 0.5359529417294723 Epoch 22: val loss 0.646073043346405 Epoch 23: train loss 0.5266692294524267 Epoch 23: val loss 0.6433029174804688 Epoch 24: train loss 0.5185346511694101 Epoch 24: val loss 0.6469341516494751
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6898779181333689 Epoch 0: val loss 0.6865010857582092 Epoch 1: train loss 0.6666069901906527 Epoch 1: val loss 0.6786131858825684 Epoch 2: train loss 0.6657705994752737 Epoch 2: val loss 0.6751487851142883 Epoch 3: train loss 0.6357881472660944 Epoch 3: val loss 0.6736461520195007 Epoch 4: train loss 0.627695803458874 Epoch 4: val loss 0.6746169924736023 Epoch 5: train loss 0.6245386141997117 Epoch 5: val loss 0.6763486266136169 Epoch 6: train loss 0.6210818015612088 Epoch 6: val loss 0.6613367795944214 Epoch 7: train loss 0.5941811754153326 Epoch 7: val loss 0.6616137027740479 Epoch 8: train loss 0.5921506102268512 Epoch 8: val loss 0.6669890880584717 Epoch 9: train loss 0.5692501572462229 Epoch 9: val loss 0.6707575917243958 Epoch 10: train loss 0.5890655036155994 Epoch 10: val loss 0.668692946434021 Epoch 11: train loss 0.5637446481447953 Epoch 11: val loss 0.6703831553459167 Epoch 12: train loss 0.5810248553752899 Epoch 12: val loss 0.6674420833587646 Epoch 13: train loss 0.5664571179793432 Epoch 13: val loss 0.6672088503837585 Epoch 14: train loss 0.5358252502404727 Epoch 14: val loss 0.6590588092803955 Epoch 15: train loss 0.549513021340737 Epoch 15: val loss 0.6952360272407532 Epoch 16: train loss 0.5386504599681268 Epoch 16: val loss 0.6758533120155334 Epoch 17: train loss 0.5411613102142627 Epoch 17: val loss 0.6807915568351746 Epoch 18: train loss 0.5376120622341449 Epoch 18: val loss 0.6805170178413391 Epoch 19: train loss 0.5354814735742716 Epoch 19: val loss 0.6740368604660034 Epoch 20: train loss 0.5220572237785046 Epoch 20: val loss 0.7026103138923645 Epoch 21: train loss 0.5228332510361304 Epoch 21: val loss 0.6892426609992981 Epoch 22: train loss 0.5189089454137362 Epoch 22: val loss 0.6791036128997803 Epoch 23: train loss 0.5050616333117852 Epoch 23: val loss 0.6902140974998474 Epoch 24: train loss 0.506615189405588 Epoch 24: val loss 0.7108777165412903
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998265981674194 Epoch 0: val loss 0.67287278175354 Epoch 1: train loss 0.6766468011415921 Epoch 1: val loss 0.6604045033454895 Epoch 2: train loss 0.6550985070375296 Epoch 2: val loss 0.6484585404396057 Epoch 3: train loss 0.644356553371136 Epoch 3: val loss 0.6410973072052002 Epoch 4: train loss 0.6323802058513348 Epoch 4: val loss 0.6399985551834106 Epoch 5: train loss 0.6288071320607111 Epoch 5: val loss 0.6392726302146912 Epoch 6: train loss 0.612974478648259 Epoch 6: val loss 0.6406234502792358 Epoch 7: train loss 0.5918141007423401 Epoch 7: val loss 0.6426381468772888 Epoch 8: train loss 0.590789414369143 Epoch 8: val loss 0.6450126767158508 Epoch 9: train loss 0.5954903410031245 Epoch 9: val loss 0.6427921652793884 Epoch 10: train loss 0.5897224591328547 Epoch 10: val loss 0.6457672715187073 Epoch 11: train loss 0.5757756118591015 Epoch 11: val loss 0.6495868563652039 Epoch 12: train loss 0.5686704355936784 Epoch 12: val loss 0.6456503868103027 Epoch 13: train loss 0.5594731179567484 Epoch 13: val loss 0.6391434073448181 Epoch 14: train loss 0.5391187048875369 Epoch 14: val loss 0.641638457775116 Epoch 15: train loss 0.5523984569769639 Epoch 15: val loss 0.6531035900115967 Epoch 16: train loss 0.553420582642922 Epoch 16: val loss 0.6475422978401184 Epoch 17: train loss 0.5397842686909896 Epoch 17: val loss 0.6435629725456238 Epoch 18: train loss 0.5392781771146334 Epoch 18: val loss 0.6504316926002502 Epoch 19: train loss 0.5206812849411597 Epoch 19: val loss 0.6619781255722046 Epoch 20: train loss 0.5046761907063998 Epoch 20: val loss 0.67169189453125 Epoch 21: train loss 0.5237516233554254 Epoch 21: val loss 0.6652954816818237 Epoch 22: train loss 0.5104283002706674 Epoch 22: val loss 0.6676374673843384 Epoch 23: train loss 0.5135478881689218 Epoch 23: val loss 0.6589761972427368 Epoch 24: train loss 0.5075286535116342 Epoch 24: val loss 0.6579421758651733
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6837432017693152 Epoch 0: val loss 0.671047031879425 Epoch 1: train loss 0.6446369519600501 Epoch 1: val loss 0.6721555590629578 Epoch 2: train loss 0.6319185220278226 Epoch 2: val loss 0.6713747382164001 Epoch 3: train loss 0.6218310273610629 Epoch 3: val loss 0.6695183515548706 Epoch 4: train loss 0.6028083654550406 Epoch 4: val loss 0.6861549615859985 Epoch 5: train loss 0.5990409942773672 Epoch 5: val loss 0.6825971007347107 Epoch 6: train loss 0.6005592392041132 Epoch 6: val loss 0.6731966137886047 Epoch 7: train loss 0.5894358272735889 Epoch 7: val loss 0.6778680086135864 Epoch 8: train loss 0.5796772539615631 Epoch 8: val loss 0.6819183826446533 Epoch 9: train loss 0.5850689686261691 Epoch 9: val loss 0.6896728277206421 Epoch 10: train loss 0.5719847151866326 Epoch 10: val loss 0.691800594329834 Epoch 11: train loss 0.5615169933209052 Epoch 11: val loss 0.6927561163902283 Epoch 12: train loss 0.5772316249517294 Epoch 12: val loss 0.7036739587783813 Epoch 13: train loss 0.543981487934406 Epoch 13: val loss 0.7060402631759644 Epoch 14: train loss 0.5591002931961646 Epoch 14: val loss 0.7196127772331238 Epoch 15: train loss 0.5605354561255529 Epoch 15: val loss 0.7172630429267883 Epoch 16: train loss 0.5459258143718426 Epoch 16: val loss 0.7210533022880554 Epoch 17: train loss 0.5350890228381524 Epoch 17: val loss 0.7354893088340759 Epoch 18: train loss 0.5362594723701477 Epoch 18: val loss 0.7357202768325806 Epoch 19: train loss 0.5115101795930129 Epoch 19: val loss 0.7434006929397583 Epoch 20: train loss 0.48894474598077625 Epoch 20: val loss 0.7556016445159912 Epoch 21: train loss 0.49510597724180955 Epoch 21: val loss 0.7687135934829712 Epoch 22: train loss 0.5069843438955454 Epoch 22: val loss 0.7580744028091431 Epoch 23: train loss 0.5122806338163522 Epoch 23: val loss 0.766372799873352 Epoch 24: train loss 0.48862030185185945 Epoch 24: val loss 0.7626716494560242
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6877162386389339 Epoch 0: val loss 0.6895223259925842 Epoch 1: train loss 0.6669201044475331 Epoch 1: val loss 0.6839927434921265 Epoch 2: train loss 0.6473035847439486 Epoch 2: val loss 0.6753210425376892 Epoch 3: train loss 0.6428296215393964 Epoch 3: val loss 0.6680251359939575 Epoch 4: train loss 0.6305858001989477 Epoch 4: val loss 0.6678417325019836 Epoch 5: train loss 0.6218123961897457 Epoch 5: val loss 0.6607388257980347 Epoch 6: train loss 0.6107381634852466 Epoch 6: val loss 0.6608403325080872 Epoch 7: train loss 0.598096886101891 Epoch 7: val loss 0.6742948889732361 Epoch 8: train loss 0.5922023391022402 Epoch 8: val loss 0.6732701063156128 Epoch 9: train loss 0.5833890315364388 Epoch 9: val loss 0.6674109697341919 Epoch 10: train loss 0.5824684956494499 Epoch 10: val loss 0.6586772203445435 Epoch 11: train loss 0.5869868117220262 Epoch 11: val loss 0.6729674339294434 Epoch 12: train loss 0.573512885500403 Epoch 12: val loss 0.6763916611671448 Epoch 13: train loss 0.559802300789777 Epoch 13: val loss 0.6656593084335327 Epoch 14: train loss 0.5567579216816846 Epoch 14: val loss 0.6690590381622314
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856289952993393 Epoch 0: val loss 0.6902670860290527 Epoch 1: train loss 0.6822575777769089 Epoch 1: val loss 0.6927264332771301 Epoch 2: train loss 0.6653693119684855 Epoch 2: val loss 0.7042673230171204 Epoch 3: train loss 0.658585324883461 Epoch 3: val loss 0.706947922706604 Epoch 4: train loss 0.6402133603890737 Epoch 4: val loss 0.7052527070045471 Epoch 5: train loss 0.6396216253439585 Epoch 5: val loss 0.7138924598693848 Epoch 6: train loss 0.6303349435329437 Epoch 6: val loss 0.7060164213180542 Epoch 7: train loss 0.6232077479362488 Epoch 7: val loss 0.7095190286636353 Epoch 8: train loss 0.6309027572472891 Epoch 8: val loss 0.7154647707939148 Epoch 9: train loss 0.628429094950358 Epoch 9: val loss 0.7185333967208862 Epoch 10: train loss 0.6102272023757299 Epoch 10: val loss 0.7199794054031372 Epoch 11: train loss 0.6204221795002619 Epoch 11: val loss 0.7287665605545044 Epoch 12: train loss 0.6158005644877752 Epoch 12: val loss 0.7260644435882568 Epoch 13: train loss 0.6003996233145396 Epoch 13: val loss 0.7415692210197449 Epoch 14: train loss 0.5935212920109431 Epoch 14: val loss 0.7305107116699219 Epoch 15: train loss 0.5873897522687912 Epoch 15: val loss 0.7419428825378418 Epoch 16: train loss 0.5822300960620245 Epoch 16: val loss 0.7396370768547058 Epoch 17: train loss 0.5904296015699705 Epoch 17: val loss 0.7540318369865417 Epoch 18: train loss 0.5674079557259878 Epoch 18: val loss 0.756154477596283 Epoch 19: train loss 0.5843885044256846 Epoch 19: val loss 0.7566017508506775 Epoch 20: train loss 0.5715466166536013 Epoch 20: val loss 0.7505708336830139 Epoch 21: train loss 0.5760581096013387 Epoch 21: val loss 0.759005606174469 Epoch 22: train loss 0.5662206361691157 Epoch 22: val loss 0.7557027339935303 Epoch 23: train loss 0.5470491821567217 Epoch 23: val loss 0.7626811861991882 Epoch 24: train loss 0.5542135909199715 Epoch 24: val loss 0.7802592515945435
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941247334082922 Epoch 0: val loss 0.6871812343597412 Epoch 1: train loss 0.6729686309893926 Epoch 1: val loss 0.681216835975647 Epoch 2: train loss 0.6665950864553452 Epoch 2: val loss 0.6811580061912537 Epoch 3: train loss 0.6658821006615957 Epoch 3: val loss 0.6816240549087524 Epoch 4: train loss 0.6591432044903437 Epoch 4: val loss 0.6861332058906555 Epoch 5: train loss 0.6673658688863119 Epoch 5: val loss 0.6854519248008728 Epoch 6: train loss 0.649403303861618 Epoch 6: val loss 0.6851856708526611 Epoch 7: train loss 0.6307184944550196 Epoch 7: val loss 0.6826537251472473 Epoch 8: train loss 0.6337737341721853 Epoch 8: val loss 0.6849427819252014 Epoch 9: train loss 0.6501102348168691 Epoch 9: val loss 0.6809280514717102 Epoch 10: train loss 0.6300836503505707 Epoch 10: val loss 0.6781318783760071 Epoch 11: train loss 0.6175403594970703 Epoch 11: val loss 0.6765879988670349 Epoch 12: train loss 0.615246112147967 Epoch 12: val loss 0.6773848533630371 Epoch 13: train loss 0.619110698501269 Epoch 13: val loss 0.6798660755157471 Epoch 14: train loss 0.6124758472045263 Epoch 14: val loss 0.6815248131752014 Epoch 15: train loss 0.607765406370163 Epoch 15: val loss 0.6847661733627319 Epoch 16: train loss 0.605912501613299 Epoch 16: val loss 0.6826153993606567 Epoch 17: train loss 0.6124121670921644 Epoch 17: val loss 0.6853076219558716 Epoch 18: train loss 0.5974384248256683 Epoch 18: val loss 0.6834123134613037 Epoch 19: train loss 0.5879160240292549 Epoch 19: val loss 0.6776784062385559 Epoch 20: train loss 0.5867949972550074 Epoch 20: val loss 0.6913423538208008 Epoch 21: train loss 0.5784330815076828 Epoch 21: val loss 0.6878176331520081 Epoch 22: train loss 0.5628103440006574 Epoch 22: val loss 0.6763538122177124 Epoch 23: train loss 0.5788809582591057 Epoch 23: val loss 0.6884087324142456 Epoch 24: train loss 0.5774751827120781 Epoch 24: val loss 0.6965343356132507
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7051584621270498 Epoch 0: val loss 0.6864531636238098 Epoch 1: train loss 0.6842916657527288 Epoch 1: val loss 0.6775312423706055 Epoch 2: train loss 0.6864279309908549 Epoch 2: val loss 0.6718613505363464 Epoch 3: train loss 0.6720296194156011 Epoch 3: val loss 0.6663258075714111 Epoch 4: train loss 0.6769807934761047 Epoch 4: val loss 0.6642591953277588 Epoch 5: train loss 0.6785335938135783 Epoch 5: val loss 0.6584236025810242 Epoch 6: train loss 0.6462851166725159 Epoch 6: val loss 0.6565404534339905 Epoch 7: train loss 0.6577574412027994 Epoch 7: val loss 0.6571529507637024 Epoch 8: train loss 0.6399014343818029 Epoch 8: val loss 0.6635934114456177 Epoch 9: train loss 0.6317295879125595 Epoch 9: val loss 0.6569008231163025 Epoch 10: train loss 0.6374478290478388 Epoch 10: val loss 0.6529199481010437 Epoch 11: train loss 0.6375073492527008 Epoch 11: val loss 0.6560264229774475 Epoch 12: train loss 0.641808827718099 Epoch 12: val loss 0.668854296207428 Epoch 13: train loss 0.6385136842727661 Epoch 13: val loss 0.6503419876098633 Epoch 14: train loss 0.6174379835526148 Epoch 14: val loss 0.6564789414405823 Epoch 15: train loss 0.6162821352481842 Epoch 15: val loss 0.6536048054695129 Epoch 16: train loss 0.6052962392568588 Epoch 16: val loss 0.6572709679603577 Epoch 17: train loss 0.6057731012503306 Epoch 17: val loss 0.6560056209564209 Epoch 18: train loss 0.6110971122980118 Epoch 18: val loss 0.6612479090690613 Epoch 19: train loss 0.5993423958619436 Epoch 19: val loss 0.6533950567245483 Epoch 20: train loss 0.5815367152293524 Epoch 20: val loss 0.6609963178634644 Epoch 21: train loss 0.5733691528439522 Epoch 21: val loss 0.6523697972297668 Epoch 22: train loss 0.5884715169668198 Epoch 22: val loss 0.6517590880393982 Epoch 23: train loss 0.5825064579645792 Epoch 23: val loss 0.642115592956543 Epoch 24: train loss 0.5902050683895746 Epoch 24: val loss 0.6453825831413269
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6992559880018234 Epoch 0: val loss 0.7009108066558838 Epoch 1: train loss 0.6748181482156118 Epoch 1: val loss 0.6976670622825623 Epoch 2: train loss 0.6632727533578873 Epoch 2: val loss 0.7023596167564392 Epoch 3: train loss 0.6586437970399857 Epoch 3: val loss 0.6984187364578247 Epoch 4: train loss 0.6650118629137675 Epoch 4: val loss 0.7061924338340759 Epoch 5: train loss 0.649887298544248 Epoch 5: val loss 0.6983298063278198 Epoch 6: train loss 0.6393051048119863 Epoch 6: val loss 0.7052072882652283 Epoch 7: train loss 0.6358173539241155 Epoch 7: val loss 0.7057633399963379 Epoch 8: train loss 0.6182352602481842 Epoch 8: val loss 0.7081922292709351 Epoch 9: train loss 0.6264068832000097 Epoch 9: val loss 0.7076467275619507 Epoch 10: train loss 0.629892960190773 Epoch 10: val loss 0.7118785977363586 Epoch 11: train loss 0.6143009513616562 Epoch 11: val loss 0.7014467716217041 Epoch 12: train loss 0.6114567468563715 Epoch 12: val loss 0.7083033919334412 Epoch 13: train loss 0.5832446614901224 Epoch 13: val loss 0.7087678909301758 Epoch 14: train loss 0.6020650366942087 Epoch 14: val loss 0.7024990916252136 Epoch 15: train loss 0.591019536058108 Epoch 15: val loss 0.6958292126655579 Epoch 16: train loss 0.6016033242146174 Epoch 16: val loss 0.7152072787284851 Epoch 17: train loss 0.5813748985528946 Epoch 17: val loss 0.7203749418258667 Epoch 18: train loss 0.5793678164482117 Epoch 18: val loss 0.722091794013977 Epoch 19: train loss 0.5676644816994667 Epoch 19: val loss 0.7463347315788269 Epoch 20: train loss 0.5642491901914278 Epoch 20: val loss 0.7302903532981873 Epoch 21: train loss 0.5782707879940668 Epoch 21: val loss 0.7261130213737488 Epoch 22: train loss 0.5593635241190592 Epoch 22: val loss 0.7549962401390076 Epoch 23: train loss 0.5557822038729986 Epoch 23: val loss 0.7485092878341675 Epoch 24: train loss 0.5499156787991524 Epoch 24: val loss 0.7413100004196167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6915913298726082 Epoch 0: val loss 0.6765888333320618 Epoch 1: train loss 0.6880126483738422 Epoch 1: val loss 0.6673175692558289 Epoch 2: train loss 0.6632160767912865 Epoch 2: val loss 0.6649141311645508 Epoch 3: train loss 0.6694707162678242 Epoch 3: val loss 0.6647986173629761 Epoch 4: train loss 0.664713803678751 Epoch 4: val loss 0.6690673232078552 Epoch 5: train loss 0.6417925395071507 Epoch 5: val loss 0.6647641658782959 Epoch 6: train loss 0.6454328298568726 Epoch 6: val loss 0.6649275422096252 Epoch 7: train loss 0.6456836089491844 Epoch 7: val loss 0.667589008808136 Epoch 8: train loss 0.6433074325323105 Epoch 8: val loss 0.6698182821273804 Epoch 9: train loss 0.6309223398566246 Epoch 9: val loss 0.6632838249206543 Epoch 10: train loss 0.6241433396935463 Epoch 10: val loss 0.6693797707557678 Epoch 11: train loss 0.6272043511271477 Epoch 11: val loss 0.6680017113685608 Epoch 12: train loss 0.617813553661108 Epoch 12: val loss 0.6647727489471436 Epoch 13: train loss 0.616639818996191 Epoch 13: val loss 0.6709559559822083 Epoch 14: train loss 0.6246025860309601 Epoch 14: val loss 0.6679193377494812 Epoch 15: train loss 0.6179599016904831 Epoch 15: val loss 0.6668412685394287 Epoch 16: train loss 0.6127157304435968 Epoch 16: val loss 0.6760170459747314 Epoch 17: train loss 0.5943306349217892 Epoch 17: val loss 0.6752015948295593
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
22 Epoch 0: train loss 0.707876443862915 Epoch 0: val loss 0.67241370677948 Epoch 1: train loss 0.6245589852333069 Epoch 1: val loss 0.6468667984008789 Epoch 2: train loss 0.6084374615124294 Epoch 2: val loss 0.6254828572273254 Epoch 3: train loss 0.5876168310642242 Epoch 3: val loss 0.6041101217269897 Epoch 4: train loss 0.5509508124419621 Epoch 4: val loss 0.6033573746681213 Epoch 5: train loss 0.5276108724730355 Epoch 5: val loss 0.5984693765640259 Epoch 6: train loss 0.5365679860115051 Epoch 6: val loss 0.5947529077529907 Epoch 7: train loss 0.5243778569357735 Epoch 7: val loss 0.5912832021713257 Epoch 8: train loss 0.5103502358709063 Epoch 8: val loss 0.5780330300331116 Epoch 9: train loss 0.5538677658353534 Epoch 9: val loss 0.5813948512077332 Epoch 10: train loss 0.4819218473775046 Epoch 10: val loss 0.5680695176124573 Epoch 11: train loss 0.5246518083981105 Epoch 11: val loss 0.5640565752983093 Epoch 12: train loss 0.5614190229347774 Epoch 12: val loss 0.563835859298706 Epoch 13: train loss 0.4824951035635812 Epoch 13: val loss 0.5677638649940491 Epoch 14: train loss 0.47420581749507357 Epoch 14: val loss 0.5820065140724182 Epoch 15: train loss 0.533811650105885 Epoch 15: val loss 0.5776486992835999 Epoch 16: train loss 0.46413232598985943 Epoch 16: val loss 0.5737533569335938 Epoch 17: train loss 0.5253634623118809 Epoch 17: val loss 0.5702559351921082 Epoch 18: train loss 0.4820686067853655 Epoch 18: val loss 0.5710248351097107 Epoch 19: train loss 0.4773185806615012 Epoch 19: val loss 0.5813804268836975 Epoch 20: train loss 0.4253617972135544 Epoch 20: val loss 0.583328127861023 Epoch 21: train loss 0.4822624240602766 Epoch 21: val loss 0.5875200033187866 Epoch 22: train loss 0.4854148711477007 Epoch 22: val loss 0.590325117111206 Epoch 23: train loss 0.4461978333336966 Epoch 23: val loss 0.5945478081703186 Epoch 24: train loss 0.4823212964194162 Epoch 24: val loss 0.5907586812973022
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958709529467991 Epoch 0: val loss 0.6626551747322083 Epoch 1: train loss 0.6793083889143807 Epoch 1: val loss 0.6279542446136475 Epoch 2: train loss 0.5830195375851223 Epoch 2: val loss 0.6066827774047852 Epoch 3: train loss 0.5907583236694336 Epoch 3: val loss 0.5892590880393982 Epoch 4: train loss 0.5874180027416774 Epoch 4: val loss 0.581545352935791 Epoch 5: train loss 0.5485745540687016 Epoch 5: val loss 0.5795927047729492 Epoch 6: train loss 0.5444573504584176 Epoch 6: val loss 0.575533390045166 Epoch 7: train loss 0.5938177747385842 Epoch 7: val loss 0.5754997134208679 Epoch 8: train loss 0.4981269325528826 Epoch 8: val loss 0.5745625495910645 Epoch 9: train loss 0.5589660320963178 Epoch 9: val loss 0.570900022983551 Epoch 10: train loss 0.5233048583780017 Epoch 10: val loss 0.5699679851531982 Epoch 11: train loss 0.6017849700791496 Epoch 11: val loss 0.5680222511291504 Epoch 12: train loss 0.5020778179168701 Epoch 12: val loss 0.5655533075332642 Epoch 13: train loss 0.555417252438409 Epoch 13: val loss 0.5677660703659058 Epoch 14: train loss 0.5550429906163897 Epoch 14: val loss 0.5732703804969788 Epoch 15: train loss 0.5011963503701347 Epoch 15: val loss 0.5712796449661255 Epoch 16: train loss 0.5039527714252472 Epoch 16: val loss 0.5600060820579529 Epoch 17: train loss 0.568610919373376 Epoch 17: val loss 0.5567854642868042 Epoch 18: train loss 0.4619468791144235 Epoch 18: val loss 0.5536895990371704 Epoch 19: train loss 0.4897282975060599 Epoch 19: val loss 0.5509762763977051 Epoch 20: train loss 0.5214735226971763 Epoch 20: val loss 0.5493419170379639 Epoch 21: train loss 0.5125285642487662 Epoch 21: val loss 0.5596044063568115 Epoch 22: train loss 0.4710360382284437 Epoch 22: val loss 0.5632208585739136 Epoch 23: train loss 0.45868710960660664 Epoch 23: val loss 0.5641161203384399 Epoch 24: train loss 0.4456705834184374 Epoch 24: val loss 0.5659191608428955
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.689995561327253 Epoch 0: val loss 0.6570298671722412 Epoch 1: train loss 0.6134776217596871 Epoch 1: val loss 0.6384362578392029 Epoch 2: train loss 0.6014625685555595 Epoch 2: val loss 0.6077158451080322 Epoch 3: train loss 0.5763750927788871 Epoch 3: val loss 0.5900951623916626 Epoch 4: train loss 0.6432714973177228 Epoch 4: val loss 0.5841030478477478 Epoch 5: train loss 0.6174411518233163 Epoch 5: val loss 0.5884314179420471 Epoch 6: train loss 0.5527184988771167 Epoch 6: val loss 0.5915473103523254 Epoch 7: train loss 0.5118237797703061 Epoch 7: val loss 0.6029101610183716 Epoch 8: train loss 0.600040146282741 Epoch 8: val loss 0.6069121360778809 Epoch 9: train loss 0.5771304624421256 Epoch 9: val loss 0.5997304320335388 Epoch 10: train loss 0.5341674046857017 Epoch 10: val loss 0.5988414883613586 Epoch 11: train loss 0.5371347495487758 Epoch 11: val loss 0.6001929640769958 Epoch 12: train loss 0.5524072987692696 Epoch 12: val loss 0.5963640213012695 Epoch 13: train loss 0.5409576765128544 Epoch 13: val loss 0.5933393239974976 Epoch 14: train loss 0.49728385891233173 Epoch 14: val loss 0.5850073099136353 Epoch 15: train loss 0.510857743876321 Epoch 15: val loss 0.5876983404159546 Epoch 16: train loss 0.5848076726709094 Epoch 16: val loss 0.5904988646507263 Epoch 17: train loss 0.48195975167410715 Epoch 17: val loss 0.5864169597625732 Epoch 18: train loss 0.5285821344171252 Epoch 18: val loss 0.5962934494018555 Epoch 19: train loss 0.47923112767083303 Epoch 19: val loss 0.5944041609764099 Epoch 20: train loss 0.5352606390203748 Epoch 20: val loss 0.6065452098846436 Epoch 21: train loss 0.5024455189704895 Epoch 21: val loss 0.6216106414794922 Epoch 22: train loss 0.4972651260239737 Epoch 22: val loss 0.6179858446121216 Epoch 23: train loss 0.4781069202082498 Epoch 23: val loss 0.6082889437675476 Epoch 24: train loss 0.45079626781599863 Epoch 24: val loss 0.6027804613113403
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6682778937476022 Epoch 0: val loss 0.6538647413253784 Epoch 1: train loss 0.6262862256595066 Epoch 1: val loss 0.6307026743888855 Epoch 2: train loss 0.5492083430290222 Epoch 2: val loss 0.6162905693054199 Epoch 3: train loss 0.5622042843273708 Epoch 3: val loss 0.6036289930343628 Epoch 4: train loss 0.5691050972257342 Epoch 4: val loss 0.592091977596283 Epoch 5: train loss 0.6111672861235482 Epoch 5: val loss 0.5861384272575378 Epoch 6: train loss 0.5343468487262726 Epoch 6: val loss 0.5849053263664246 Epoch 7: train loss 0.514596198286329 Epoch 7: val loss 0.5872961282730103 Epoch 8: train loss 0.5351662082331521 Epoch 8: val loss 0.5866233110427856 Epoch 9: train loss 0.5399617169584546 Epoch 9: val loss 0.5901179313659668 Epoch 10: train loss 0.6061172442776817 Epoch 10: val loss 0.5903489589691162 Epoch 11: train loss 0.568832950932639 Epoch 11: val loss 0.5923846960067749 Epoch 12: train loss 0.48679440362112864 Epoch 12: val loss 0.5974257588386536 Epoch 13: train loss 0.5175644712788718 Epoch 13: val loss 0.5949268937110901 Epoch 14: train loss 0.5025488436222076 Epoch 14: val loss 0.5886232256889343 Epoch 15: train loss 0.539814510515758 Epoch 15: val loss 0.5877954363822937 Epoch 16: train loss 0.5185449847153255 Epoch 16: val loss 0.5886434316635132 Epoch 17: train loss 0.5201474939073835 Epoch 17: val loss 0.5937511324882507 Epoch 18: train loss 0.452664064509528 Epoch 18: val loss 0.5921791791915894 Epoch 19: train loss 0.44254320008414133 Epoch 19: val loss 0.5872559547424316 Epoch 20: train loss 0.44050246477127075 Epoch 20: val loss 0.5843489170074463 Epoch 21: train loss 0.5527153738907405 Epoch 21: val loss 0.5811726450920105 Epoch 22: train loss 0.46627962589263916 Epoch 22: val loss 0.5904814004898071 Epoch 23: train loss 0.47026254875319345 Epoch 23: val loss 0.5951901078224182 Epoch 24: train loss 0.441251311983381 Epoch 24: val loss 0.6013014316558838
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888813840018378 Epoch 0: val loss 0.5791509747505188 Epoch 1: train loss 0.6059459116723802 Epoch 1: val loss 0.5582448244094849 Epoch 2: train loss 0.6191139121850332 Epoch 2: val loss 0.5618302226066589 Epoch 3: train loss 0.5651342372099558 Epoch 3: val loss 0.5669392347335815 Epoch 4: train loss 0.572659777270423 Epoch 4: val loss 0.5558068752288818 Epoch 5: train loss 0.5874661604563395 Epoch 5: val loss 0.5546912550926208 Epoch 6: train loss 0.5203542510668436 Epoch 6: val loss 0.5599108934402466 Epoch 7: train loss 0.5423961877822876 Epoch 7: val loss 0.5724366903305054 Epoch 8: train loss 0.5078771809736887 Epoch 8: val loss 0.6065517067909241 Epoch 9: train loss 0.570583787229326 Epoch 9: val loss 0.5970264673233032 Epoch 10: train loss 0.5188082026110755 Epoch 10: val loss 0.5838183164596558 Epoch 11: train loss 0.5165249473518796 Epoch 11: val loss 0.5930843353271484 Epoch 12: train loss 0.5196723673078749 Epoch 12: val loss 0.6218105554580688
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.683444619178772 Epoch 0: val loss 0.6597674489021301 Epoch 1: train loss 0.6238292530179024 Epoch 1: val loss 0.6174536347389221 Epoch 2: train loss 0.571711577475071 Epoch 2: val loss 0.5734675526618958 Epoch 3: train loss 0.5461132600903511 Epoch 3: val loss 0.5360433459281921 Epoch 4: train loss 0.5134459994733334 Epoch 4: val loss 0.5144662857055664 Epoch 5: train loss 0.510968703776598 Epoch 5: val loss 0.5041090250015259 Epoch 6: train loss 0.491715170443058 Epoch 6: val loss 0.4981860816478729 Epoch 7: train loss 0.48727770894765854 Epoch 7: val loss 0.5013028979301453 Epoch 8: train loss 0.4756922796368599 Epoch 8: val loss 0.49933820962905884 Epoch 9: train loss 0.48669620230793953 Epoch 9: val loss 0.4994278848171234 Epoch 10: train loss 0.46622246876358986 Epoch 10: val loss 0.5048434138298035 Epoch 11: train loss 0.46415870264172554 Epoch 11: val loss 0.5083515644073486 Epoch 12: train loss 0.4488843344151974 Epoch 12: val loss 0.5070316791534424 Epoch 13: train loss 0.45946231484413147 Epoch 13: val loss 0.49947646260261536 Epoch 14: train loss 0.45544565469026566 Epoch 14: val loss 0.4979679584503174 Epoch 15: train loss 0.4472425691783428 Epoch 15: val loss 0.5045483112335205 Epoch 16: train loss 0.4369773790240288 Epoch 16: val loss 0.49762919545173645 Epoch 17: train loss 0.4161851592361927 Epoch 17: val loss 0.4904990494251251 Epoch 18: train loss 0.4252904914319515 Epoch 18: val loss 0.4953729510307312 Epoch 19: train loss 0.4383261129260063 Epoch 19: val loss 0.510574221611023 Epoch 20: train loss 0.40842070057988167 Epoch 20: val loss 0.5071364045143127 Epoch 21: train loss 0.404231745749712 Epoch 21: val loss 0.5000125765800476 Epoch 22: train loss 0.39273927733302116 Epoch 22: val loss 0.5073670744895935 Epoch 23: train loss 0.4107052609324455 Epoch 23: val loss 0.5149577260017395 Epoch 24: train loss 0.3944985158741474 Epoch 24: val loss 0.5087174773216248
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6780013591051102 Epoch 0: val loss 0.6462549567222595 Epoch 1: train loss 0.600059263408184 Epoch 1: val loss 0.615684449672699 Epoch 2: train loss 0.556935578584671 Epoch 2: val loss 0.5973452925682068 Epoch 3: train loss 0.5069376789033413 Epoch 3: val loss 0.5963786244392395 Epoch 4: train loss 0.49540483951568604 Epoch 4: val loss 0.5932546257972717 Epoch 5: train loss 0.4811352528631687 Epoch 5: val loss 0.5813222527503967 Epoch 6: train loss 0.47007063776254654 Epoch 6: val loss 0.5875426530838013 Epoch 7: train loss 0.46072305366396904 Epoch 7: val loss 0.5992750525474548 Epoch 8: train loss 0.4416881874203682 Epoch 8: val loss 0.5966408848762512 Epoch 9: train loss 0.43212591484189034 Epoch 9: val loss 0.6063523888587952 Epoch 10: train loss 0.4210764765739441 Epoch 10: val loss 0.6154088377952576 Epoch 11: train loss 0.418675035238266 Epoch 11: val loss 0.6243305206298828 Epoch 12: train loss 0.4170176349580288 Epoch 12: val loss 0.631359875202179 Epoch 13: train loss 0.40465087816119194 Epoch 13: val loss 0.6209288239479065 Epoch 14: train loss 0.39312126114964485 Epoch 14: val loss 0.6502507328987122 Epoch 15: train loss 0.38690650276839733 Epoch 15: val loss 0.656938910484314 Epoch 16: train loss 0.3868534564971924 Epoch 16: val loss 0.6734578013420105 Epoch 17: train loss 0.3649636600166559 Epoch 17: val loss 0.6694740653038025 Epoch 18: train loss 0.37877776101231575 Epoch 18: val loss 0.6913275718688965 Epoch 19: train loss 0.3449056539684534 Epoch 19: val loss 0.6746601462364197 Epoch 20: train loss 0.38858138024806976 Epoch 20: val loss 0.6641659140586853 Epoch 21: train loss 0.3580195549875498 Epoch 21: val loss 0.7069829106330872 Epoch 22: train loss 0.33869682252407074 Epoch 22: val loss 0.7052009105682373 Epoch 23: train loss 0.34073006361722946 Epoch 23: val loss 0.7021357417106628 Epoch 24: train loss 0.35159166157245636 Epoch 24: val loss 0.7011667490005493
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6398824527859688 Epoch 0: val loss 0.6378160119056702 Epoch 1: train loss 0.552676647901535 Epoch 1: val loss 0.6113560199737549 Epoch 2: train loss 0.5359520614147186 Epoch 2: val loss 0.6028818488121033 Epoch 3: train loss 0.5020358823239803 Epoch 3: val loss 0.6105714440345764 Epoch 4: train loss 0.5116411298513412 Epoch 4: val loss 0.6303069591522217 Epoch 5: train loss 0.4829086810350418 Epoch 5: val loss 0.6009966135025024 Epoch 6: train loss 0.4909765012562275 Epoch 6: val loss 0.6107688546180725 Epoch 7: train loss 0.46252143755555153 Epoch 7: val loss 0.627251386642456 Epoch 8: train loss 0.47123970091342926 Epoch 8: val loss 0.6201193332672119 Epoch 9: train loss 0.44457491859793663 Epoch 9: val loss 0.6325300931930542 Epoch 10: train loss 0.42525913193821907 Epoch 10: val loss 0.6660242080688477 Epoch 11: train loss 0.4178614504635334 Epoch 11: val loss 0.644481897354126 Epoch 12: train loss 0.4208349399268627 Epoch 12: val loss 0.6458554267883301 Epoch 13: train loss 0.4015128165483475 Epoch 13: val loss 0.6456590890884399 Epoch 14: train loss 0.4200909323990345 Epoch 14: val loss 0.6629438400268555 Epoch 15: train loss 0.38755288161337376 Epoch 15: val loss 0.6927371025085449 Epoch 16: train loss 0.37830866128206253 Epoch 16: val loss 0.6993943452835083 Epoch 17: train loss 0.3992084637284279 Epoch 17: val loss 0.7058042883872986 Epoch 18: train loss 0.35962514765560627 Epoch 18: val loss 0.6969289183616638 Epoch 19: train loss 0.38772109895944595 Epoch 19: val loss 0.7143731713294983 Epoch 20: train loss 0.3680687379091978 Epoch 20: val loss 0.7155653238296509 Epoch 21: train loss 0.35360219329595566 Epoch 21: val loss 0.738885223865509 Epoch 22: train loss 0.35190265625715256 Epoch 22: val loss 0.7446131110191345 Epoch 23: train loss 0.32646417431533337 Epoch 23: val loss 0.734234094619751 Epoch 24: train loss 0.32898372411727905 Epoch 24: val loss 0.7663581967353821
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6496099010109901 Epoch 0: val loss 0.625265896320343 Epoch 1: train loss 0.5794027000665665 Epoch 1: val loss 0.5806587934494019 Epoch 2: train loss 0.5305684506893158 Epoch 2: val loss 0.5406255722045898 Epoch 3: train loss 0.5278910845518112 Epoch 3: val loss 0.522360622882843 Epoch 4: train loss 0.5275862365961075 Epoch 4: val loss 0.5206087231636047 Epoch 5: train loss 0.4893774725496769 Epoch 5: val loss 0.4989941716194153 Epoch 6: train loss 0.4780897945165634 Epoch 6: val loss 0.4911216199398041 Epoch 7: train loss 0.4612402282655239 Epoch 7: val loss 0.48582157492637634 Epoch 8: train loss 0.4683322124183178 Epoch 8: val loss 0.4877186715602875 Epoch 9: train loss 0.4484720192849636 Epoch 9: val loss 0.4815746545791626 Epoch 10: train loss 0.44612041860818863 Epoch 10: val loss 0.482168048620224 Epoch 11: train loss 0.4284621328115463 Epoch 11: val loss 0.4778488576412201 Epoch 12: train loss 0.4458853267133236 Epoch 12: val loss 0.4778720438480377 Epoch 13: train loss 0.42638006806373596 Epoch 13: val loss 0.4792979657649994 Epoch 14: train loss 0.4159695506095886 Epoch 14: val loss 0.4830338954925537 Epoch 15: train loss 0.4210652932524681 Epoch 15: val loss 0.4799101650714874 Epoch 16: train loss 0.41549336537718773 Epoch 16: val loss 0.47919031977653503 Epoch 17: train loss 0.39062508568167686 Epoch 17: val loss 0.4769245386123657 Epoch 18: train loss 0.3811820112168789 Epoch 18: val loss 0.47606271505355835 Epoch 19: train loss 0.40338168665766716 Epoch 19: val loss 0.47303852438926697 Epoch 20: train loss 0.38775570690631866 Epoch 20: val loss 0.47531071305274963 Epoch 21: train loss 0.39138755947351456 Epoch 21: val loss 0.4812171161174774 Epoch 22: train loss 0.3903491534292698 Epoch 22: val loss 0.48746082186698914 Epoch 23: train loss 0.3765963725745678 Epoch 23: val loss 0.4896344840526581 Epoch 24: train loss 0.3810046873986721 Epoch 24: val loss 0.4968827962875366
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6590578610246832 Epoch 0: val loss 0.6419457197189331 Epoch 1: train loss 0.5776763287457553 Epoch 1: val loss 0.6135475039482117 Epoch 2: train loss 0.5391479324210774 Epoch 2: val loss 0.5819845795631409 Epoch 3: train loss 0.5254334997047078 Epoch 3: val loss 0.5586094260215759 Epoch 4: train loss 0.5308292751962488 Epoch 4: val loss 0.5570102334022522 Epoch 5: train loss 0.5245473439043219 Epoch 5: val loss 0.5438212156295776 Epoch 6: train loss 0.48651547865434125 Epoch 6: val loss 0.5438845753669739 Epoch 7: train loss 0.4917374171993949 Epoch 7: val loss 0.5557533502578735 Epoch 8: train loss 0.4719705310734836 Epoch 8: val loss 0.5454380512237549 Epoch 9: train loss 0.4722894917834889 Epoch 9: val loss 0.5408316254615784 Epoch 10: train loss 0.4539509361440485 Epoch 10: val loss 0.5367461442947388 Epoch 11: train loss 0.45782481269402936 Epoch 11: val loss 0.5307332277297974 Epoch 12: train loss 0.446404294534163 Epoch 12: val loss 0.5375800132751465 Epoch 13: train loss 0.4422976035963405 Epoch 13: val loss 0.5389392971992493 Epoch 14: train loss 0.4197796176780354 Epoch 14: val loss 0.5320349931716919 Epoch 15: train loss 0.4108596525409005 Epoch 15: val loss 0.53727787733078 Epoch 16: train loss 0.4151946793903004 Epoch 16: val loss 0.5509783029556274 Epoch 17: train loss 0.40496408397501166 Epoch 17: val loss 0.5425108075141907 Epoch 18: train loss 0.40572368421337823 Epoch 18: val loss 0.5420626401901245 Epoch 19: train loss 0.38287715207446704 Epoch 19: val loss 0.5568445920944214
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6706957876682281 Epoch 0: val loss 0.6367595791816711 Epoch 1: train loss 0.6086997032165528 Epoch 1: val loss 0.5838069319725037 Epoch 2: train loss 0.5691307544708252 Epoch 2: val loss 0.551587700843811 Epoch 3: train loss 0.5351218044757843 Epoch 3: val loss 0.5268502831459045 Epoch 4: train loss 0.5461633920669555 Epoch 4: val loss 0.5131227374076843 Epoch 5: train loss 0.5163459628820419 Epoch 5: val loss 0.5086656808853149 Epoch 6: train loss 0.5147735506296158 Epoch 6: val loss 0.509493350982666 Epoch 7: train loss 0.5050881326198577 Epoch 7: val loss 0.5006586909294128 Epoch 8: train loss 0.46666851341724397 Epoch 8: val loss 0.4959937632083893 Epoch 9: train loss 0.4846034646034241 Epoch 9: val loss 0.505547046661377 Epoch 10: train loss 0.4739329665899277 Epoch 10: val loss 0.5096971988677979 Epoch 11: train loss 0.4726864218711853 Epoch 11: val loss 0.5051696300506592 Epoch 12: train loss 0.49195139706134794 Epoch 12: val loss 0.5019040107727051 Epoch 13: train loss 0.45613773465156554 Epoch 13: val loss 0.5049729347229004 Epoch 14: train loss 0.43802488446235655 Epoch 14: val loss 0.5030534863471985 Epoch 15: train loss 0.4729898363351822 Epoch 15: val loss 0.49996620416641235 Epoch 16: train loss 0.4354125499725342 Epoch 16: val loss 0.5022737979888916 Epoch 17: train loss 0.4246507674455643 Epoch 17: val loss 0.5082874298095703 Epoch 18: train loss 0.4196006774902344 Epoch 18: val loss 0.5054357647895813 Epoch 19: train loss 0.43147734701633456 Epoch 19: val loss 0.502755343914032 Epoch 20: train loss 0.4060477614402771 Epoch 20: val loss 0.5051113367080688 Epoch 21: train loss 0.4109543114900589 Epoch 21: val loss 0.4987511932849884 Epoch 22: train loss 0.4120508641004562 Epoch 22: val loss 0.5071746110916138 Epoch 23: train loss 0.39609998762607573 Epoch 23: val loss 0.5140314698219299 Epoch 24: train loss 0.3927035093307495 Epoch 24: val loss 0.5086127519607544
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6696433544158935 Epoch 0: val loss 0.633255660533905 Epoch 1: train loss 0.6128554940223694 Epoch 1: val loss 0.6007687449455261 Epoch 2: train loss 0.5757797539234162 Epoch 2: val loss 0.5677454471588135 Epoch 3: train loss 0.5409272193908692 Epoch 3: val loss 0.5383589863777161 Epoch 4: train loss 0.5188897967338562 Epoch 4: val loss 0.5252407789230347 Epoch 5: train loss 0.5398713111877441 Epoch 5: val loss 0.5244655609130859 Epoch 6: train loss 0.5160162925720215 Epoch 6: val loss 0.5263445973396301 Epoch 7: train loss 0.5011153817176819 Epoch 7: val loss 0.5322949290275574 Epoch 8: train loss 0.49374875128269197 Epoch 8: val loss 0.5253186225891113 Epoch 9: train loss 0.5023729145526886 Epoch 9: val loss 0.5202083587646484 Epoch 10: train loss 0.4819056510925293 Epoch 10: val loss 0.5125837326049805 Epoch 11: train loss 0.48790686428546903 Epoch 11: val loss 0.5090562105178833 Epoch 12: train loss 0.4771054595708847 Epoch 12: val loss 0.5170667171478271 Epoch 13: train loss 0.4592826634645462 Epoch 13: val loss 0.5007851719856262 Epoch 14: train loss 0.4688760846853256 Epoch 14: val loss 0.501568615436554 Epoch 15: train loss 0.4202802270650864 Epoch 15: val loss 0.5021600723266602 Epoch 16: train loss 0.43641130030155184 Epoch 16: val loss 0.506538450717926 Epoch 17: train loss 0.4303493916988373 Epoch 17: val loss 0.5032352805137634 Epoch 18: train loss 0.43596491813659666 Epoch 18: val loss 0.502982497215271 Epoch 19: train loss 0.4349270284175873 Epoch 19: val loss 0.5023114681243896 Epoch 20: train loss 0.4185231953859329 Epoch 20: val loss 0.5038961172103882 Epoch 21: train loss 0.4104578077793121 Epoch 21: val loss 0.5028834939002991 Epoch 22: train loss 0.40328937470912934 Epoch 22: val loss 0.500221848487854 Epoch 23: train loss 0.41661412715911866 Epoch 23: val loss 0.5080422163009644 Epoch 24: train loss 0.4214676946401596 Epoch 24: val loss 0.5146787166595459
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6432611465454101 Epoch 0: val loss 0.6422489881515503 Epoch 1: train loss 0.5909179449081421 Epoch 1: val loss 0.5900217294692993 Epoch 2: train loss 0.5711689084768296 Epoch 2: val loss 0.5503900051116943 Epoch 3: train loss 0.5281166523694992 Epoch 3: val loss 0.5476367473602295 Epoch 4: train loss 0.49699646830558775 Epoch 4: val loss 0.5390636920928955 Epoch 5: train loss 0.4900196224451065 Epoch 5: val loss 0.5401769280433655 Epoch 6: train loss 0.49738915264606476 Epoch 6: val loss 0.5377491116523743 Epoch 7: train loss 0.49430767595767977 Epoch 7: val loss 0.5280913710594177 Epoch 8: train loss 0.47734545469284057 Epoch 8: val loss 0.5332170128822327 Epoch 9: train loss 0.45818240344524386 Epoch 9: val loss 0.5493250489234924 Epoch 10: train loss 0.47535947263240813 Epoch 10: val loss 0.5495173931121826 Epoch 11: train loss 0.45437640845775606 Epoch 11: val loss 0.5326252579689026 Epoch 12: train loss 0.46152680218219755 Epoch 12: val loss 0.5309808850288391 Epoch 13: train loss 0.43871831297874453 Epoch 13: val loss 0.5445148348808289 Epoch 14: train loss 0.43838550001382826 Epoch 14: val loss 0.5366147756576538 Epoch 15: train loss 0.43167446553707123 Epoch 15: val loss 0.5295895338058472 Epoch 16: train loss 0.41852137744426726 Epoch 16: val loss 0.5370532870292664 Epoch 17: train loss 0.4056227743625641 Epoch 17: val loss 0.5377830862998962 Epoch 18: train loss 0.4110230356454849 Epoch 18: val loss 0.5520601868629456 Epoch 19: train loss 0.4324378311634064 Epoch 19: val loss 0.5433580279350281 Epoch 20: train loss 0.41579985022544863 Epoch 20: val loss 0.540611743927002 Epoch 21: train loss 0.3900381863117218 Epoch 21: val loss 0.553341805934906 Epoch 22: train loss 0.4010346353054047 Epoch 22: val loss 0.5550053119659424 Epoch 23: train loss 0.38303244262933733 Epoch 23: val loss 0.5473234057426453 Epoch 24: train loss 0.3805906713008881 Epoch 24: val loss 0.5509779453277588
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6676623165607453 Epoch 0: val loss 0.6150229573249817 Epoch 1: train loss 0.5878287255764008 Epoch 1: val loss 0.5692605972290039 Epoch 2: train loss 0.5394930064678192 Epoch 2: val loss 0.54144287109375 Epoch 3: train loss 0.5388355523347854 Epoch 3: val loss 0.5498366355895996 Epoch 4: train loss 0.5421384871006012 Epoch 4: val loss 0.5626232624053955 Epoch 5: train loss 0.489292511343956 Epoch 5: val loss 0.5547182559967041 Epoch 6: train loss 0.5057501316070556 Epoch 6: val loss 0.5451136231422424 Epoch 7: train loss 0.49017579555511476 Epoch 7: val loss 0.539150595664978 Epoch 8: train loss 0.48683220744132993 Epoch 8: val loss 0.5361769199371338 Epoch 9: train loss 0.47626522481441497 Epoch 9: val loss 0.5482203960418701 Epoch 10: train loss 0.48963949680328367 Epoch 10: val loss 0.5413768887519836 Epoch 11: train loss 0.4840513616800308 Epoch 11: val loss 0.5394313335418701 Epoch 12: train loss 0.445704385638237 Epoch 12: val loss 0.5424467921257019 Epoch 13: train loss 0.4362661331892014 Epoch 13: val loss 0.5389494299888611 Epoch 14: train loss 0.439034229516983 Epoch 14: val loss 0.5297048091888428 Epoch 15: train loss 0.4630584537982941 Epoch 15: val loss 0.5415064096450806 Epoch 16: train loss 0.4455816149711609 Epoch 16: val loss 0.5337308645248413 Epoch 17: train loss 0.42453702390193937 Epoch 17: val loss 0.5339998602867126 Epoch 18: train loss 0.40730882734060286 Epoch 18: val loss 0.552514910697937 Epoch 19: train loss 0.39780198931694033 Epoch 19: val loss 0.5470738410949707 Epoch 20: train loss 0.4138716906309128 Epoch 20: val loss 0.542514979839325 Epoch 21: train loss 0.39455564618110656 Epoch 21: val loss 0.5462579131126404 Epoch 22: train loss 0.4211594134569168 Epoch 22: val loss 0.5706016421318054 Epoch 23: train loss 0.3996850252151489 Epoch 23: val loss 0.5759353041648865 Epoch 24: train loss 0.3907695829868317 Epoch 24: val loss 0.5699297189712524
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6061075123456808 Epoch 0: val loss 0.5996598601341248 Epoch 1: train loss 0.5424409462855413 Epoch 1: val loss 0.5757426619529724 Epoch 2: train loss 0.5199172290471884 Epoch 2: val loss 0.5702067017555237 Epoch 3: train loss 0.506810745367637 Epoch 3: val loss 0.5738458037376404 Epoch 4: train loss 0.5076733850515806 Epoch 4: val loss 0.5682547092437744 Epoch 5: train loss 0.50790257866566 Epoch 5: val loss 0.5617076754570007 Epoch 6: train loss 0.5013059652768649 Epoch 6: val loss 0.5629333257675171 Epoch 7: train loss 0.5060680485688723 Epoch 7: val loss 0.5550821423530579 Epoch 8: train loss 0.4760576028090257 Epoch 8: val loss 0.5628010034561157 Epoch 9: train loss 0.4487950962323409 Epoch 9: val loss 0.5548030138015747 Epoch 10: train loss 0.49404839139718276 Epoch 10: val loss 0.552371621131897 Epoch 11: train loss 0.4728709184206449 Epoch 11: val loss 0.5515071153640747 Epoch 12: train loss 0.4526137870091658 Epoch 12: val loss 0.5468563437461853 Epoch 13: train loss 0.44890305170646083 Epoch 13: val loss 0.5444905757904053 Epoch 14: train loss 0.43144527536172134 Epoch 14: val loss 0.5412068367004395 Epoch 15: train loss 0.42362891939970165 Epoch 15: val loss 0.5469852089881897
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6807840267817179 Epoch 0: val loss 0.6768803596496582 Epoch 1: train loss 0.6634066700935364 Epoch 1: val loss 0.6605656743049622 Epoch 2: train loss 0.6459789276123047 Epoch 2: val loss 0.6480362415313721 Epoch 3: train loss 0.6205118894577026 Epoch 3: val loss 0.6331889033317566 Epoch 4: train loss 0.6173899173736572 Epoch 4: val loss 0.6219531297683716 Epoch 5: train loss 0.5929716957939996 Epoch 5: val loss 0.6160594820976257 Epoch 6: train loss 0.5714054902394613 Epoch 6: val loss 0.6078365445137024 Epoch 7: train loss 0.5634091364012824 Epoch 7: val loss 0.5953972935676575 Epoch 8: train loss 0.5519790152708689 Epoch 8: val loss 0.5968399047851562 Epoch 9: train loss 0.5279317531320784 Epoch 9: val loss 0.6028062701225281 Epoch 10: train loss 0.5276697907182906 Epoch 10: val loss 0.5942656397819519 Epoch 11: train loss 0.5263859563403659 Epoch 11: val loss 0.5920438170433044 Epoch 12: train loss 0.4958633714252048 Epoch 12: val loss 0.5869799256324768 Epoch 13: train loss 0.4945446252822876 Epoch 13: val loss 0.6014072895050049 Epoch 14: train loss 0.48414109812842476 Epoch 14: val loss 0.6018780469894409 Epoch 15: train loss 0.47415270739131504 Epoch 15: val loss 0.5951694846153259 Epoch 16: train loss 0.4646669129530589 Epoch 16: val loss 0.6033655405044556 Epoch 17: train loss 0.4558596776591407 Epoch 17: val loss 0.6036339998245239 Epoch 18: train loss 0.43462060226334465 Epoch 18: val loss 0.6165643334388733 Epoch 19: train loss 0.44879642791218227 Epoch 19: val loss 0.6150301694869995 Epoch 20: train loss 0.45107238160239327 Epoch 20: val loss 0.6226482391357422 Epoch 21: train loss 0.4465784827868144 Epoch 21: val loss 0.6228309869766235 Epoch 22: train loss 0.4181152217917972 Epoch 22: val loss 0.6328870058059692 Epoch 23: train loss 0.39189037349489 Epoch 23: val loss 0.6292759776115417 Epoch 24: train loss 0.4010647137959798 Epoch 24: val loss 0.6349125504493713
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6892529196209378 Epoch 0: val loss 0.6939108967781067 Epoch 1: train loss 0.6776648163795471 Epoch 1: val loss 0.6902522444725037 Epoch 2: train loss 0.6437853243615892 Epoch 2: val loss 0.6879196763038635 Epoch 3: train loss 0.6459633045726352 Epoch 3: val loss 0.6804543137550354 Epoch 4: train loss 0.6227180825339423 Epoch 4: val loss 0.6675174832344055 Epoch 5: train loss 0.6228223310576545 Epoch 5: val loss 0.6590508818626404 Epoch 6: train loss 0.6053351561228434 Epoch 6: val loss 0.6498296856880188 Epoch 7: train loss 0.5846645633379618 Epoch 7: val loss 0.6398134231567383 Epoch 8: train loss 0.5931079321437411 Epoch 8: val loss 0.6349303722381592 Epoch 9: train loss 0.5671307709481981 Epoch 9: val loss 0.6229502558708191 Epoch 10: train loss 0.5622095664342245 Epoch 10: val loss 0.6092531085014343 Epoch 11: train loss 0.556265178653929 Epoch 11: val loss 0.5986414551734924 Epoch 12: train loss 0.5317747096220652 Epoch 12: val loss 0.588688850402832 Epoch 13: train loss 0.5070154004626803 Epoch 13: val loss 0.5901293158531189 Epoch 14: train loss 0.5349182552761502 Epoch 14: val loss 0.5841053128242493 Epoch 15: train loss 0.5064956777625613 Epoch 15: val loss 0.583173930644989 Epoch 16: train loss 0.49685495098431903 Epoch 16: val loss 0.5781494975090027 Epoch 17: train loss 0.48615146345562404 Epoch 17: val loss 0.5719749927520752 Epoch 18: train loss 0.4714009165763855 Epoch 18: val loss 0.5706238150596619 Epoch 19: train loss 0.4840019908216264 Epoch 19: val loss 0.5664985775947571 Epoch 20: train loss 0.462459663550059 Epoch 20: val loss 0.5645170211791992 Epoch 21: train loss 0.45977887842390275 Epoch 21: val loss 0.5669652819633484 Epoch 22: train loss 0.4413915210300022 Epoch 22: val loss 0.5527505278587341 Epoch 23: train loss 0.4545842144224379 Epoch 23: val loss 0.5595502257347107 Epoch 24: train loss 0.44191329677899677 Epoch 24: val loss 0.5649502873420715
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7046011024051242 Epoch 0: val loss 0.6716956496238708 Epoch 1: train loss 0.660870803727044 Epoch 1: val loss 0.6618068218231201 Epoch 2: train loss 0.6490229699346755 Epoch 2: val loss 0.6513597965240479 Epoch 3: train loss 0.6345363590452406 Epoch 3: val loss 0.6420882940292358 Epoch 4: train loss 0.6107277605268691 Epoch 4: val loss 0.6337115168571472 Epoch 5: train loss 0.6018691923883226 Epoch 5: val loss 0.6234725117683411 Epoch 6: train loss 0.5766003794140286 Epoch 6: val loss 0.6120861768722534 Epoch 7: train loss 0.5590058498912387 Epoch 7: val loss 0.6045998930931091 Epoch 8: train loss 0.5411680208312141 Epoch 8: val loss 0.608030378818512 Epoch 9: train loss 0.5183940927187601 Epoch 9: val loss 0.613179087638855 Epoch 10: train loss 0.5203447308805254 Epoch 10: val loss 0.6141365766525269 Epoch 11: train loss 0.5082282920678457 Epoch 11: val loss 0.6115323901176453 Epoch 12: train loss 0.5174215469095442 Epoch 12: val loss 0.6175740361213684 Epoch 13: train loss 0.5028541419241164 Epoch 13: val loss 0.6175569891929626 Epoch 14: train loss 0.4891112612353431 Epoch 14: val loss 0.6292790174484253 Epoch 15: train loss 0.5013779037528567 Epoch 15: val loss 0.6311255097389221 Epoch 16: train loss 0.46565708849165177 Epoch 16: val loss 0.6367021203041077 Epoch 17: train loss 0.4691486060619354 Epoch 17: val loss 0.6424526572227478 Epoch 18: train loss 0.4734485348065694 Epoch 18: val loss 0.6576796174049377 Epoch 19: train loss 0.44076619876755607 Epoch 19: val loss 0.6603662371635437 Epoch 20: train loss 0.43754224644766915 Epoch 20: val loss 0.6585896015167236 Epoch 21: train loss 0.4333329498767853 Epoch 21: val loss 0.652866542339325 Epoch 22: train loss 0.4397396875752343 Epoch 22: val loss 0.6574812531471252 Epoch 23: train loss 0.46711692545149064 Epoch 23: val loss 0.6566962599754333 Epoch 24: train loss 0.4096747040748596 Epoch 24: val loss 0.6634770035743713
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002336515320672 Epoch 0: val loss 0.6816763877868652 Epoch 1: train loss 0.6660946872499254 Epoch 1: val loss 0.6642923951148987 Epoch 2: train loss 0.6447059710820516 Epoch 2: val loss 0.6510717272758484 Epoch 3: train loss 0.6142016583018832 Epoch 3: val loss 0.641450822353363 Epoch 4: train loss 0.5964558223883311 Epoch 4: val loss 0.6351186633110046 Epoch 5: train loss 0.5792456799083285 Epoch 5: val loss 0.6288787722587585 Epoch 6: train loss 0.5799278418223063 Epoch 6: val loss 0.6305091381072998 Epoch 7: train loss 0.5488553610112932 Epoch 7: val loss 0.6284805536270142 Epoch 8: train loss 0.5572477777798971 Epoch 8: val loss 0.6298118233680725 Epoch 9: train loss 0.5399189425839318 Epoch 9: val loss 0.6252280473709106 Epoch 10: train loss 0.5388672947883606 Epoch 10: val loss 0.6355329751968384 Epoch 11: train loss 0.5112406975693173 Epoch 11: val loss 0.6385398507118225 Epoch 12: train loss 0.5122979515128665 Epoch 12: val loss 0.6493977904319763 Epoch 13: train loss 0.5049392746554481 Epoch 13: val loss 0.6507098078727722 Epoch 14: train loss 0.4881264269351959 Epoch 14: val loss 0.6560807824134827 Epoch 15: train loss 0.48809462785720825 Epoch 15: val loss 0.6473302841186523 Epoch 16: train loss 0.45164479149712455 Epoch 16: val loss 0.6621760129928589 Epoch 17: train loss 0.45350439349810284 Epoch 17: val loss 0.6653239130973816 Epoch 18: train loss 0.4580184155040317 Epoch 18: val loss 0.6708431839942932 Epoch 19: train loss 0.4364415605862935 Epoch 19: val loss 0.6862755417823792 Epoch 20: train loss 0.44621165924602085 Epoch 20: val loss 0.6926513314247131 Epoch 21: train loss 0.4479115539126926 Epoch 21: val loss 0.6954710483551025 Epoch 22: train loss 0.4348684251308441 Epoch 22: val loss 0.6957024931907654 Epoch 23: train loss 0.4477265907658471 Epoch 23: val loss 0.7066465020179749 Epoch 24: train loss 0.4147723416487376 Epoch 24: val loss 0.7144355773925781
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6955908685922623 Epoch 0: val loss 0.6547568440437317 Epoch 1: train loss 0.6637543787558874 Epoch 1: val loss 0.6283567547798157 Epoch 2: train loss 0.6291711181402206 Epoch 2: val loss 0.6059588193893433 Epoch 3: train loss 0.617347240447998 Epoch 3: val loss 0.5901026725769043 Epoch 4: train loss 0.5925654818614324 Epoch 4: val loss 0.5716944336891174 Epoch 5: train loss 0.5753880317012469 Epoch 5: val loss 0.5614096522331238 Epoch 6: train loss 0.5461406881610552 Epoch 6: val loss 0.5558198690414429 Epoch 7: train loss 0.5365679711103439 Epoch 7: val loss 0.5463799834251404 Epoch 8: train loss 0.5271184965968132 Epoch 8: val loss 0.5575534701347351 Epoch 9: train loss 0.5113977541526159 Epoch 9: val loss 0.5579235553741455 Epoch 10: train loss 0.4921492114663124 Epoch 10: val loss 0.5616080164909363 Epoch 11: train loss 0.48782434314489365 Epoch 11: val loss 0.5661581158638 Epoch 12: train loss 0.4908005769054095 Epoch 12: val loss 0.5700803995132446 Epoch 13: train loss 0.4818744088212649 Epoch 13: val loss 0.5693619847297668 Epoch 14: train loss 0.4913563330968221 Epoch 14: val loss 0.591167151927948 Epoch 15: train loss 0.4864557335774104 Epoch 15: val loss 0.5887320041656494 Epoch 16: train loss 0.4493515118956566 Epoch 16: val loss 0.5990766882896423 Epoch 17: train loss 0.4760715067386627 Epoch 17: val loss 0.5975413918495178 Epoch 18: train loss 0.4635899265607198 Epoch 18: val loss 0.5921202301979065 Epoch 19: train loss 0.4291135792930921 Epoch 19: val loss 0.603166937828064
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6786866242235358 Epoch 0: val loss 0.6939854621887207 Epoch 1: train loss 0.6312071572650563 Epoch 1: val loss 0.6999493837356567 Epoch 2: train loss 0.5918645100160078 Epoch 2: val loss 0.7152583003044128 Epoch 3: train loss 0.576441152529283 Epoch 3: val loss 0.7142329216003418 Epoch 4: train loss 0.5662649084221233 Epoch 4: val loss 0.7155779600143433 Epoch 5: train loss 0.5472758358175104 Epoch 5: val loss 0.7186305522918701 Epoch 6: train loss 0.495323890989477 Epoch 6: val loss 0.7109479308128357 Epoch 7: train loss 0.518225534395738 Epoch 7: val loss 0.6951970458030701 Epoch 8: train loss 0.4873474484140223 Epoch 8: val loss 0.6886714100837708 Epoch 9: train loss 0.5087761580944061 Epoch 9: val loss 0.6909446120262146 Epoch 10: train loss 0.48435442826964636 Epoch 10: val loss 0.7099998593330383 Epoch 11: train loss 0.45626247741959314 Epoch 11: val loss 0.7047802805900574 Epoch 12: train loss 0.46887074546380475 Epoch 12: val loss 0.6970300078392029 Epoch 13: train loss 0.4419720010323958 Epoch 13: val loss 0.6961738467216492 Epoch 14: train loss 0.44089584188027814 Epoch 14: val loss 0.7064844965934753 Epoch 15: train loss 0.45897797562859277 Epoch 15: val loss 0.7142325639724731 Epoch 16: train loss 0.42650986259633844 Epoch 16: val loss 0.7307188510894775 Epoch 17: train loss 0.42576653036204254 Epoch 17: val loss 0.7422437071800232 Epoch 18: train loss 0.4084287610920993 Epoch 18: val loss 0.7241875529289246 Epoch 19: train loss 0.4340413104404103 Epoch 19: val loss 0.7315347194671631 Epoch 20: train loss 0.40841705961660907 Epoch 20: val loss 0.7445973753929138 Epoch 21: train loss 0.3940557133067738 Epoch 21: val loss 0.7445708513259888 Epoch 22: train loss 0.3882879669016058 Epoch 22: val loss 0.7466354370117188 Epoch 23: train loss 0.3863598650152033 Epoch 23: val loss 0.7585062384605408 Epoch 24: train loss 0.3841300227425315 Epoch 24: val loss 0.7565898299217224
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7027030912312594 Epoch 0: val loss 0.6647170782089233 Epoch 1: train loss 0.6487367261539806 Epoch 1: val loss 0.6309432983398438 Epoch 2: train loss 0.6499928452751853 Epoch 2: val loss 0.6022648811340332 Epoch 3: train loss 0.6377352476119995 Epoch 3: val loss 0.594602644443512 Epoch 4: train loss 0.6060685894706033 Epoch 4: val loss 0.5710521936416626 Epoch 5: train loss 0.6187069957906549 Epoch 5: val loss 0.5607179403305054 Epoch 6: train loss 0.5973487984050404 Epoch 6: val loss 0.559264600276947 Epoch 7: train loss 0.5811765952543779 Epoch 7: val loss 0.5530039668083191 Epoch 8: train loss 0.556228215044195 Epoch 8: val loss 0.5452315807342529 Epoch 9: train loss 0.5590467534281991 Epoch 9: val loss 0.5335749983787537 Epoch 10: train loss 0.5453122827139768 Epoch 10: val loss 0.5243759155273438 Epoch 11: train loss 0.543610927733508 Epoch 11: val loss 0.515816867351532 Epoch 12: train loss 0.5322244953025471 Epoch 12: val loss 0.5179719924926758 Epoch 13: train loss 0.5272004821083762 Epoch 13: val loss 0.5117706656455994 Epoch 14: train loss 0.510817365212874 Epoch 14: val loss 0.5068954825401306 Epoch 15: train loss 0.501951431686228 Epoch 15: val loss 0.513862669467926 Epoch 16: train loss 0.5020631985230879 Epoch 16: val loss 0.5140952467918396 Epoch 17: train loss 0.49017421765760943 Epoch 17: val loss 0.5089889168739319 Epoch 18: train loss 0.4870736057108099 Epoch 18: val loss 0.5127016305923462 Epoch 19: train loss 0.45817840099334717 Epoch 19: val loss 0.5116073489189148 Epoch 20: train loss 0.47679393128915265 Epoch 20: val loss 0.5028477907180786 Epoch 21: train loss 0.44357464801181445 Epoch 21: val loss 0.5015493035316467 Epoch 22: train loss 0.46287015080451965 Epoch 22: val loss 0.5107247233390808 Epoch 23: train loss 0.4319296885620464 Epoch 23: val loss 0.5088561177253723 Epoch 24: train loss 0.4068510816855864 Epoch 24: val loss 0.5141863226890564
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.688250411640514 Epoch 0: val loss 0.6616142988204956 Epoch 1: train loss 0.6473548954183405 Epoch 1: val loss 0.6270513534545898 Epoch 2: train loss 0.6232703328132629 Epoch 2: val loss 0.5987848043441772 Epoch 3: train loss 0.588430564511906 Epoch 3: val loss 0.579510509967804 Epoch 4: train loss 0.5671922727064653 Epoch 4: val loss 0.5719432830810547 Epoch 5: train loss 0.5741668885404413 Epoch 5: val loss 0.5652157068252563 Epoch 6: train loss 0.5536215630444613 Epoch 6: val loss 0.5582578182220459 Epoch 7: train loss 0.5502889237620614 Epoch 7: val loss 0.5579770803451538 Epoch 8: train loss 0.5482782613147389 Epoch 8: val loss 0.5560515522956848 Epoch 9: train loss 0.5484742711890828 Epoch 9: val loss 0.5637194514274597 Epoch 10: train loss 0.5356352031230927 Epoch 10: val loss 0.5573552250862122 Epoch 11: train loss 0.5255523405291818 Epoch 11: val loss 0.5479816794395447 Epoch 12: train loss 0.5269857834685933 Epoch 12: val loss 0.5496936440467834 Epoch 13: train loss 0.5053497200662439 Epoch 13: val loss 0.5607094168663025 Epoch 14: train loss 0.5097124874591827 Epoch 14: val loss 0.5577592849731445 Epoch 15: train loss 0.504413978620009 Epoch 15: val loss 0.5444621443748474 Epoch 16: train loss 0.479106220332059 Epoch 16: val loss 0.5576863288879395 Epoch 17: train loss 0.47408873384649103 Epoch 17: val loss 0.5522260665893555 Epoch 18: train loss 0.444345392964103 Epoch 18: val loss 0.5493724346160889 Epoch 19: train loss 0.4577070745554837 Epoch 19: val loss 0.5522707104682922 Epoch 20: train loss 0.4415200704878027 Epoch 20: val loss 0.5514073371887207 Epoch 21: train loss 0.4352442513812672 Epoch 21: val loss 0.5667687654495239 Epoch 22: train loss 0.467447738755833 Epoch 22: val loss 0.5624994039535522 Epoch 23: train loss 0.40892223065549677 Epoch 23: val loss 0.5572856068611145 Epoch 24: train loss 0.40883112766525964 Epoch 24: val loss 0.5626920461654663
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6725007241422479 Epoch 0: val loss 0.6427933573722839 Epoch 1: train loss 0.6324462944811041 Epoch 1: val loss 0.6208480596542358 Epoch 2: train loss 0.6065034812146967 Epoch 2: val loss 0.5910429358482361 Epoch 3: train loss 0.583791196346283 Epoch 3: val loss 0.5690749287605286 Epoch 4: train loss 0.5734414241530679 Epoch 4: val loss 0.5560423731803894 Epoch 5: train loss 0.5441257818178697 Epoch 5: val loss 0.549584150314331 Epoch 6: train loss 0.563258788802407 Epoch 6: val loss 0.5398446321487427 Epoch 7: train loss 0.5311261225830425 Epoch 7: val loss 0.536200761795044 Epoch 8: train loss 0.541881962255998 Epoch 8: val loss 0.5273538827896118 Epoch 9: train loss 0.5279326384717767 Epoch 9: val loss 0.5243790745735168 Epoch 10: train loss 0.5015215088020671 Epoch 10: val loss 0.5439083576202393 Epoch 11: train loss 0.499140202999115 Epoch 11: val loss 0.522952139377594 Epoch 12: train loss 0.5129410163922743 Epoch 12: val loss 0.5228497982025146 Epoch 13: train loss 0.4902484362775629 Epoch 13: val loss 0.5481476187705994 Epoch 14: train loss 0.4514773027463393 Epoch 14: val loss 0.5214734077453613 Epoch 15: train loss 0.46348092230883514 Epoch 15: val loss 0.5285121202468872 Epoch 16: train loss 0.4840041399002075 Epoch 16: val loss 0.5270592570304871 Epoch 17: train loss 0.4753230241211978 Epoch 17: val loss 0.5378267168998718 Epoch 18: train loss 0.47167097438465466 Epoch 18: val loss 0.5319157242774963 Epoch 19: train loss 0.4203368073159998 Epoch 19: val loss 0.5212914347648621 Epoch 20: train loss 0.425866422328082 Epoch 20: val loss 0.5233306288719177 Epoch 21: train loss 0.4557679999958385 Epoch 21: val loss 0.5258743762969971 Epoch 22: train loss 0.4450856393033808 Epoch 22: val loss 0.5345882177352905 Epoch 23: train loss 0.4062859090891751 Epoch 23: val loss 0.5197793245315552 Epoch 24: train loss 0.4534830288453536 Epoch 24: val loss 0.5252720713615417
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6779315088476453 Epoch 0: val loss 0.6651837229728699 Epoch 1: train loss 0.6440157847745078 Epoch 1: val loss 0.6514436602592468 Epoch 2: train loss 0.6115755481379372 Epoch 2: val loss 0.6407219767570496 Epoch 3: train loss 0.5899498590401241 Epoch 3: val loss 0.6507102847099304 Epoch 4: train loss 0.5714514234236309 Epoch 4: val loss 0.636134147644043 Epoch 5: train loss 0.5495669543743134 Epoch 5: val loss 0.6309089660644531 Epoch 6: train loss 0.5403896846941539 Epoch 6: val loss 0.6369044184684753 Epoch 7: train loss 0.5286595353058406 Epoch 7: val loss 0.6250120997428894 Epoch 8: train loss 0.5161890877144677 Epoch 8: val loss 0.6249117255210876 Epoch 9: train loss 0.5132784928594317 Epoch 9: val loss 0.6283775568008423 Epoch 10: train loss 0.4957513213157654 Epoch 10: val loss 0.6329212784767151 Epoch 11: train loss 0.5027682887656348 Epoch 11: val loss 0.6427406668663025 Epoch 12: train loss 0.47463778938565937 Epoch 12: val loss 0.6267461180686951 Epoch 13: train loss 0.48294504838330404 Epoch 13: val loss 0.6405082941055298 Epoch 14: train loss 0.4727153607777187 Epoch 14: val loss 0.651788055896759 Epoch 15: train loss 0.48469637760094236 Epoch 15: val loss 0.6257004737854004 Epoch 16: train loss 0.4396792841809137 Epoch 16: val loss 0.663068413734436
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6790818373362223 Epoch 0: val loss 0.6649361252784729 Epoch 1: train loss 0.6445957488483853 Epoch 1: val loss 0.6542071104049683 Epoch 2: train loss 0.6266214781337314 Epoch 2: val loss 0.6499888300895691 Epoch 3: train loss 0.6249465478791131 Epoch 3: val loss 0.6464086771011353 Epoch 4: train loss 0.6105120910538567 Epoch 4: val loss 0.6445644497871399 Epoch 5: train loss 0.5945807761616178 Epoch 5: val loss 0.6427090764045715 Epoch 6: train loss 0.599493404229482 Epoch 6: val loss 0.6404908299446106 Epoch 7: train loss 0.6088667346371545 Epoch 7: val loss 0.6453543901443481 Epoch 8: train loss 0.607744574546814 Epoch 8: val loss 0.6358470320701599 Epoch 9: train loss 0.5631416671805911 Epoch 9: val loss 0.6314054131507874 Epoch 10: train loss 0.5657101803355746 Epoch 10: val loss 0.6272314786911011 Epoch 11: train loss 0.5595398346583048 Epoch 11: val loss 0.6193047165870667 Epoch 12: train loss 0.5442440013090769 Epoch 12: val loss 0.6203894019126892 Epoch 13: train loss 0.5387066867616441 Epoch 13: val loss 0.6146315932273865 Epoch 14: train loss 0.5291908184687296 Epoch 14: val loss 0.6122727990150452 Epoch 15: train loss 0.5329481959342957 Epoch 15: val loss 0.609081506729126 Epoch 16: train loss 0.53912929031584 Epoch 16: val loss 0.5906490683555603 Epoch 17: train loss 0.500686506430308 Epoch 17: val loss 0.5850727558135986 Epoch 18: train loss 0.492456638150745 Epoch 18: val loss 0.5759902000427246 Epoch 19: train loss 0.48999135361777413 Epoch 19: val loss 0.5803523063659668 Epoch 20: train loss 0.4942668245898353 Epoch 20: val loss 0.5885111093521118 Epoch 21: train loss 0.4782198998663161 Epoch 21: val loss 0.5777534246444702 Epoch 22: train loss 0.49984481930732727 Epoch 22: val loss 0.5791518092155457 Epoch 23: train loss 0.4659764766693115 Epoch 23: val loss 0.5772331953048706 Epoch 24: train loss 0.4628719753689236 Epoch 24: val loss 0.5913724899291992
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6959663165940179 Epoch 0: val loss 0.688822329044342 Epoch 1: train loss 0.6835947963926527 Epoch 1: val loss 0.6745498776435852 Epoch 2: train loss 0.6604430145687528 Epoch 2: val loss 0.6669426560401917 Epoch 3: train loss 0.6431407001283433 Epoch 3: val loss 0.6606594324111938 Epoch 4: train loss 0.627012226316664 Epoch 4: val loss 0.6561238765716553 Epoch 5: train loss 0.6296514272689819 Epoch 5: val loss 0.6523557305335999 Epoch 6: train loss 0.6201153132650588 Epoch 6: val loss 0.6473989486694336 Epoch 7: train loss 0.615827719370524 Epoch 7: val loss 0.6459965109825134 Epoch 8: train loss 0.6018041306071811 Epoch 8: val loss 0.6441829800605774 Epoch 9: train loss 0.5907616350385878 Epoch 9: val loss 0.6440052390098572 Epoch 10: train loss 0.5750896400875516 Epoch 10: val loss 0.6508232355117798 Epoch 11: train loss 0.5680029723379347 Epoch 11: val loss 0.6453870534896851 Epoch 12: train loss 0.5639380117257436 Epoch 12: val loss 0.6391426920890808 Epoch 13: train loss 0.535442590713501 Epoch 13: val loss 0.6390014886856079 Epoch 14: train loss 0.5377796722782983 Epoch 14: val loss 0.6325454115867615 Epoch 15: train loss 0.5244201918443044 Epoch 15: val loss 0.6287684440612793 Epoch 16: train loss 0.5305918388896518 Epoch 16: val loss 0.6167930960655212 Epoch 17: train loss 0.5105611582597097 Epoch 17: val loss 0.615607738494873 Epoch 18: train loss 0.4823867579301198 Epoch 18: val loss 0.6117944717407227 Epoch 19: train loss 0.5015216006173028 Epoch 19: val loss 0.6107964515686035 Epoch 20: train loss 0.45781782931751674 Epoch 20: val loss 0.6082370281219482 Epoch 21: train loss 0.4939371877246433 Epoch 21: val loss 0.6217940449714661 Epoch 22: train loss 0.4506818287902408 Epoch 22: val loss 0.614026665687561 Epoch 23: train loss 0.44826094971762764 Epoch 23: val loss 0.6043124794960022 Epoch 24: train loss 0.4684526522954305 Epoch 24: val loss 0.6125181913375854
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7091722091039022 Epoch 0: val loss 0.6733911037445068 Epoch 1: train loss 0.6515990230772231 Epoch 1: val loss 0.6682442426681519 Epoch 2: train loss 0.624676075246599 Epoch 2: val loss 0.6664249897003174 Epoch 3: train loss 0.6233418981234232 Epoch 3: val loss 0.6676092743873596 Epoch 4: train loss 0.617776354153951 Epoch 4: val loss 0.6694278120994568 Epoch 5: train loss 0.608046723736657 Epoch 5: val loss 0.6701294779777527 Epoch 6: train loss 0.6023023790783353 Epoch 6: val loss 0.6662709712982178 Epoch 7: train loss 0.5924402210447524 Epoch 7: val loss 0.6661341786384583 Epoch 8: train loss 0.5735467937257555 Epoch 8: val loss 0.6618894934654236 Epoch 9: train loss 0.5577485197120242 Epoch 9: val loss 0.6625484228134155 Epoch 10: train loss 0.5444498856862386 Epoch 10: val loss 0.6641473770141602 Epoch 11: train loss 0.5528366996182336 Epoch 11: val loss 0.6665130853652954 Epoch 12: train loss 0.5125163992245992 Epoch 12: val loss 0.6538626551628113 Epoch 13: train loss 0.5007128086354997 Epoch 13: val loss 0.6480482816696167 Epoch 14: train loss 0.4937227898173862 Epoch 14: val loss 0.6577107310295105 Epoch 15: train loss 0.4812740716669295 Epoch 15: val loss 0.6678701043128967 Epoch 16: train loss 0.468688213162952 Epoch 16: val loss 0.6662247776985168 Epoch 17: train loss 0.47913168867429096 Epoch 17: val loss 0.6834837198257446 Epoch 18: train loss 0.46028604441218907 Epoch 18: val loss 0.6876887679100037 Epoch 19: train loss 0.46279291974173653 Epoch 19: val loss 0.6818026304244995 Epoch 20: train loss 0.4249744945102268 Epoch 20: val loss 0.679043173789978 Epoch 21: train loss 0.4726551440027025 Epoch 21: val loss 0.7107263207435608 Epoch 22: train loss 0.42292728357844883 Epoch 22: val loss 0.7025014758110046 Epoch 23: train loss 0.4090327587392595 Epoch 23: val loss 0.7034546136856079 Epoch 24: train loss 0.40894753403133816 Epoch 24: val loss 0.7140910625457764
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.684110787179735 Epoch 0: val loss 0.6687097549438477 Epoch 1: train loss 0.6602010329564413 Epoch 1: val loss 0.655939519405365 Epoch 2: train loss 0.6375984284612868 Epoch 2: val loss 0.6495230197906494 Epoch 3: train loss 0.6226669483714633 Epoch 3: val loss 0.6473230123519897 Epoch 4: train loss 0.6199651029374864 Epoch 4: val loss 0.6452654004096985 Epoch 5: train loss 0.6128805743323432 Epoch 5: val loss 0.6432590484619141 Epoch 6: train loss 0.5979093909263611 Epoch 6: val loss 0.6425625085830688 Epoch 7: train loss 0.5951823327276442 Epoch 7: val loss 0.642841637134552 Epoch 8: train loss 0.5831466813882192 Epoch 8: val loss 0.6405916213989258 Epoch 9: train loss 0.5814407169818878 Epoch 9: val loss 0.6381810307502747 Epoch 10: train loss 0.5515328943729401 Epoch 10: val loss 0.6416657567024231 Epoch 11: train loss 0.5412412219577365 Epoch 11: val loss 0.6464803814888 Epoch 12: train loss 0.5418293707900577 Epoch 12: val loss 0.6379754543304443 Epoch 13: train loss 0.512429373131858 Epoch 13: val loss 0.6409738063812256 Epoch 14: train loss 0.5200657877657149 Epoch 14: val loss 0.652630090713501 Epoch 15: train loss 0.5104817483160231 Epoch 15: val loss 0.6464117169380188 Epoch 16: train loss 0.5270883010493385 Epoch 16: val loss 0.6356160640716553 Epoch 17: train loss 0.49756033884154427 Epoch 17: val loss 0.6371592879295349 Epoch 18: train loss 0.47259725464714897 Epoch 18: val loss 0.6594623327255249 Epoch 19: train loss 0.4852352175447676 Epoch 19: val loss 0.6623539924621582 Epoch 20: train loss 0.47185098462634617 Epoch 20: val loss 0.6749202013015747 Epoch 21: train loss 0.4799601137638092 Epoch 21: val loss 0.6893755793571472 Epoch 22: train loss 0.4684821433491177 Epoch 22: val loss 0.6793139576911926 Epoch 23: train loss 0.47711043225394356 Epoch 23: val loss 0.6592206954956055 Epoch 24: train loss 0.4568335910638173 Epoch 24: val loss 0.6540129780769348
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6826938539743423 Epoch 0: val loss 0.6540132761001587 Epoch 1: train loss 0.6382801582415899 Epoch 1: val loss 0.6419262886047363 Epoch 2: train loss 0.6389805426200231 Epoch 2: val loss 0.6342386603355408 Epoch 3: train loss 0.6273398796717325 Epoch 3: val loss 0.6301962733268738 Epoch 4: train loss 0.6224212348461151 Epoch 4: val loss 0.6224953532218933 Epoch 5: train loss 0.6307686790823936 Epoch 5: val loss 0.6194688081741333 Epoch 6: train loss 0.6062777762611707 Epoch 6: val loss 0.6236957311630249 Epoch 7: train loss 0.5804680387179056 Epoch 7: val loss 0.6120403409004211 Epoch 8: train loss 0.567757286131382 Epoch 8: val loss 0.6015492677688599 Epoch 9: train loss 0.5970856969555219 Epoch 9: val loss 0.6016101241111755 Epoch 10: train loss 0.5594115902980169 Epoch 10: val loss 0.5962586402893066 Epoch 11: train loss 0.5619185268878937 Epoch 11: val loss 0.596013605594635 Epoch 12: train loss 0.5429780458410581 Epoch 12: val loss 0.5935302972793579 Epoch 13: train loss 0.5226082503795624 Epoch 13: val loss 0.6068064570426941 Epoch 14: train loss 0.5309523070851961 Epoch 14: val loss 0.6186977624893188 Epoch 15: train loss 0.5213734110196432 Epoch 15: val loss 0.6131193041801453 Epoch 16: train loss 0.5107190137108167 Epoch 16: val loss 0.627469539642334 Epoch 17: train loss 0.5286305596431097 Epoch 17: val loss 0.6200635433197021 Epoch 18: train loss 0.4927642171581586 Epoch 18: val loss 0.625282347202301 Epoch 19: train loss 0.4798720454176267 Epoch 19: val loss 0.62127685546875 Epoch 20: train loss 0.5145330627759298 Epoch 20: val loss 0.6294541954994202 Epoch 21: train loss 0.4590468903382619 Epoch 21: val loss 0.6387860178947449 Epoch 22: train loss 0.48719347765048343 Epoch 22: val loss 0.6306939721107483 Epoch 23: train loss 0.4858715534210205 Epoch 23: val loss 0.6191919445991516
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6443029582500458 Epoch 0: val loss 0.609431266784668 Epoch 1: train loss 0.5502938032150269 Epoch 1: val loss 0.5356553792953491 Epoch 2: train loss 0.4740815758705139 Epoch 2: val loss 0.46781086921691895 Epoch 3: train loss 0.4695122390985489 Epoch 3: val loss 0.43725690245628357 Epoch 4: train loss 0.38232494443655013 Epoch 4: val loss 0.4068438410758972 Epoch 5: train loss 0.4070689260959625 Epoch 5: val loss 0.4014659821987152 Epoch 6: train loss 0.42197026014328004 Epoch 6: val loss 0.4155576229095459 Epoch 7: train loss 0.37867438942193987 Epoch 7: val loss 0.4357256591320038 Epoch 8: train loss 0.37807583808898926 Epoch 8: val loss 0.4251374304294586 Epoch 9: train loss 0.3555988043546677 Epoch 9: val loss 0.42466822266578674 Epoch 10: train loss 0.39410693049430845 Epoch 10: val loss 0.4151860475540161 Epoch 11: train loss 0.3365945041179657 Epoch 11: val loss 0.41144055128097534 Epoch 12: train loss 0.3469231501221657 Epoch 12: val loss 0.413436621427536 Epoch 13: train loss 0.3529855877161026 Epoch 13: val loss 0.41935038566589355 Epoch 14: train loss 0.3691549703478813 Epoch 14: val loss 0.42324474453926086 Epoch 15: train loss 0.3592410385608673 Epoch 15: val loss 0.41620784997940063 Epoch 16: train loss 0.3249673992395401 Epoch 16: val loss 0.421945720911026 Epoch 17: train loss 0.3675424441695213 Epoch 17: val loss 0.42723411321640015 Epoch 18: train loss 0.3297854244709015 Epoch 18: val loss 0.4299573600292206 Epoch 19: train loss 0.33219967782497406 Epoch 19: val loss 0.43223002552986145 Epoch 20: train loss 0.33621720522642135 Epoch 20: val loss 0.42979875206947327 Epoch 21: train loss 0.3249534159898758 Epoch 21: val loss 0.43900129199028015 Epoch 22: train loss 0.34487936794757845 Epoch 22: val loss 0.43982061743736267 Epoch 23: train loss 0.4084278792142868 Epoch 23: val loss 0.4379141628742218 Epoch 24: train loss 0.3595192238688469 Epoch 24: val loss 0.43196192383766174
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6312100291252136 Epoch 0: val loss 0.6003226637840271 Epoch 1: train loss 0.5392927259206772 Epoch 1: val loss 0.5328384041786194 Epoch 2: train loss 0.46527557373046874 Epoch 2: val loss 0.473079651594162 Epoch 3: train loss 0.44474034905433657 Epoch 3: val loss 0.45089176297187805 Epoch 4: train loss 0.3882761538028717 Epoch 4: val loss 0.44636255502700806 Epoch 5: train loss 0.4011185675859451 Epoch 5: val loss 0.45216792821884155 Epoch 6: train loss 0.3632621094584465 Epoch 6: val loss 0.4502605199813843 Epoch 7: train loss 0.3770921856164932 Epoch 7: val loss 0.461203932762146 Epoch 8: train loss 0.46777665615081787 Epoch 8: val loss 0.4624044895172119 Epoch 9: train loss 0.35011862218379974 Epoch 9: val loss 0.4538874328136444 Epoch 10: train loss 0.3664929896593094 Epoch 10: val loss 0.4488763213157654 Epoch 11: train loss 0.3795006573200226 Epoch 11: val loss 0.44444212317466736 Epoch 12: train loss 0.36475805640220643 Epoch 12: val loss 0.44181621074676514 Epoch 13: train loss 0.3813412547111511 Epoch 13: val loss 0.4476467967033386 Epoch 14: train loss 0.35915729850530625 Epoch 14: val loss 0.45361438393592834 Epoch 15: train loss 0.3829553574323654 Epoch 15: val loss 0.4464260935783386 Epoch 16: train loss 0.47453300952911376 Epoch 16: val loss 0.4428565800189972 Epoch 17: train loss 0.35441695153713226 Epoch 17: val loss 0.4463874399662018 Epoch 18: train loss 0.3588143438100815 Epoch 18: val loss 0.4517756998538971 Epoch 19: train loss 0.35602255910634995 Epoch 19: val loss 0.4358583092689514 Epoch 20: train loss 0.33396049290895463 Epoch 20: val loss 0.44356846809387207 Epoch 21: train loss 0.32160652205348017 Epoch 21: val loss 0.465010404586792 Epoch 22: train loss 0.33237682580947875 Epoch 22: val loss 0.4818803369998932 Epoch 23: train loss 0.31569979786872865 Epoch 23: val loss 0.4862910807132721 Epoch 24: train loss 0.3251699864864349 Epoch 24: val loss 0.4866236746311188
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6254180014133454 Epoch 0: val loss 0.6055054068565369 Epoch 1: train loss 0.5317566812038421 Epoch 1: val loss 0.5547309517860413 Epoch 2: train loss 0.4462511420249939 Epoch 2: val loss 0.502128541469574 Epoch 3: train loss 0.4471837431192398 Epoch 3: val loss 0.46578893065452576 Epoch 4: train loss 0.38556845784187316 Epoch 4: val loss 0.4519613981246948 Epoch 5: train loss 0.4018644392490387 Epoch 5: val loss 0.4501652717590332 Epoch 6: train loss 0.37704186961054803 Epoch 6: val loss 0.4614514112472534 Epoch 7: train loss 0.3813436359167099 Epoch 7: val loss 0.46116629242897034 Epoch 8: train loss 0.41462518870830534 Epoch 8: val loss 0.4708509147167206 Epoch 9: train loss 0.37263973951339724 Epoch 9: val loss 0.4812171459197998 Epoch 10: train loss 0.36687946170568464 Epoch 10: val loss 0.4879101514816284 Epoch 11: train loss 0.35207920521497726 Epoch 11: val loss 0.49476638436317444 Epoch 12: train loss 0.35157284289598467 Epoch 12: val loss 0.5004332065582275 Epoch 13: train loss 0.3995163902640343 Epoch 13: val loss 0.5054678916931152 Epoch 14: train loss 0.32587461471557616 Epoch 14: val loss 0.5208279490470886 Epoch 15: train loss 0.32742122262716294 Epoch 15: val loss 0.5152537822723389 Epoch 16: train loss 0.33635216057300565 Epoch 16: val loss 0.516648530960083 Epoch 17: train loss 0.3266942009329796 Epoch 17: val loss 0.512069046497345 Epoch 18: train loss 0.31408701464533806 Epoch 18: val loss 0.5221020579338074 Epoch 19: train loss 0.3010889381170273 Epoch 19: val loss 0.5278928279876709 Epoch 20: train loss 0.2938368581235409 Epoch 20: val loss 0.5290054678916931 Epoch 21: train loss 0.28142945244908335 Epoch 21: val loss 0.5349919199943542 Epoch 22: train loss 0.31840617656707765 Epoch 22: val loss 0.5405314564704895 Epoch 23: train loss 0.3123511210083961 Epoch 23: val loss 0.5520597100257874 Epoch 24: train loss 0.3142643541097641 Epoch 24: val loss 0.5579164028167725
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6643263876438141 Epoch 0: val loss 0.6318913698196411 Epoch 1: train loss 0.5451254963874816 Epoch 1: val loss 0.5374488234519958 Epoch 2: train loss 0.4734601229429245 Epoch 2: val loss 0.46795839071273804 Epoch 3: train loss 0.42692604959011077 Epoch 3: val loss 0.4250319302082062 Epoch 4: train loss 0.4456072151660919 Epoch 4: val loss 0.4147636890411377 Epoch 5: train loss 0.3789452984929085 Epoch 5: val loss 0.42854174971580505 Epoch 6: train loss 0.38729998767375945 Epoch 6: val loss 0.4268990755081177 Epoch 7: train loss 0.3640731617808342 Epoch 7: val loss 0.42884960770606995 Epoch 8: train loss 0.3931674063205719 Epoch 8: val loss 0.4300936758518219 Epoch 9: train loss 0.35393128395080564 Epoch 9: val loss 0.43219539523124695 Epoch 10: train loss 0.411716365814209 Epoch 10: val loss 0.43788206577301025 Epoch 11: train loss 0.3605219230055809 Epoch 11: val loss 0.45260345935821533 Epoch 12: train loss 0.3277269497513771 Epoch 12: val loss 0.4549364745616913 Epoch 13: train loss 0.36741169095039367 Epoch 13: val loss 0.4511784315109253 Epoch 14: train loss 0.35961287170648576 Epoch 14: val loss 0.46246957778930664 Epoch 15: train loss 0.32934592962265014 Epoch 15: val loss 0.4620616137981415 Epoch 16: train loss 0.3246686190366745 Epoch 16: val loss 0.4640462398529053 Epoch 17: train loss 0.3255505204200745 Epoch 17: val loss 0.4635624885559082 Epoch 18: train loss 0.34308425188064573 Epoch 18: val loss 0.4714968502521515 Epoch 19: train loss 0.34517099857330324 Epoch 19: val loss 0.48062822222709656 Epoch 20: train loss 0.3518190115690231 Epoch 20: val loss 0.48268553614616394 Epoch 21: train loss 0.3001656077802181 Epoch 21: val loss 0.4937725365161896 Epoch 22: train loss 0.30288944244384763 Epoch 22: val loss 0.4944097101688385 Epoch 23: train loss 0.3032504677772522 Epoch 23: val loss 0.4897543489933014 Epoch 24: train loss 0.305712466314435 Epoch 24: val loss 0.4977201521396637
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.602360140818816 Epoch 0: val loss 0.5608404278755188 Epoch 1: train loss 0.488053736778406 Epoch 1: val loss 0.4853660762310028 Epoch 2: train loss 0.434422377210397 Epoch 2: val loss 0.4823959767818451 Epoch 3: train loss 0.41157468351034016 Epoch 3: val loss 0.469179630279541 Epoch 4: train loss 0.39943749744158524 Epoch 4: val loss 0.4823884665966034 Epoch 5: train loss 0.39743797137187076 Epoch 5: val loss 0.46715670824050903 Epoch 6: train loss 0.38957478679143465 Epoch 6: val loss 0.4571325480937958 Epoch 7: train loss 0.365861251950264 Epoch 7: val loss 0.4818945825099945
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6913869814439253 Epoch 0: val loss 0.6507074236869812 Epoch 1: train loss 0.6542390476573597 Epoch 1: val loss 0.6266624331474304 Epoch 2: train loss 0.633629251610149 Epoch 2: val loss 0.6074105501174927 Epoch 3: train loss 0.6140730543570085 Epoch 3: val loss 0.5900223851203918 Epoch 4: train loss 0.6044584350152449 Epoch 4: val loss 0.5812389850616455 Epoch 5: train loss 0.5939611900936473 Epoch 5: val loss 0.5738351941108704 Epoch 6: train loss 0.5776594850150022 Epoch 6: val loss 0.5649363398551941 Epoch 7: train loss 0.5712243101813577 Epoch 7: val loss 0.5700927972793579 Epoch 8: train loss 0.5515138181773099 Epoch 8: val loss 0.569121241569519 Epoch 9: train loss 0.5399342260577462 Epoch 9: val loss 0.5591064095497131 Epoch 10: train loss 0.5422038246284832 Epoch 10: val loss 0.5572246313095093 Epoch 11: train loss 0.5324418084187941 Epoch 11: val loss 0.5554782748222351 Epoch 12: train loss 0.5369727855378931 Epoch 12: val loss 0.5494567155838013 Epoch 13: train loss 0.5231699049472809 Epoch 13: val loss 0.5477266907691956 Epoch 14: train loss 0.5242339833216234 Epoch 14: val loss 0.5434202551841736 Epoch 15: train loss 0.49380434372208337 Epoch 15: val loss 0.5386230945587158 Epoch 16: train loss 0.4843142953785983 Epoch 16: val loss 0.542052149772644 Epoch 17: train loss 0.47271140868013556 Epoch 17: val loss 0.5435985922813416 Epoch 18: train loss 0.46339442242275586 Epoch 18: val loss 0.548366129398346 Epoch 19: train loss 0.4663779220797799 Epoch 19: val loss 0.5394745469093323 Epoch 20: train loss 0.4666151702404022 Epoch 20: val loss 0.5357778072357178 Epoch 21: train loss 0.42830621654337103 Epoch 21: val loss 0.5366867184638977 Epoch 22: train loss 0.43596770004792645 Epoch 22: val loss 0.5312711596488953 Epoch 23: train loss 0.47252020510760223 Epoch 23: val loss 0.5307525396347046 Epoch 24: train loss 0.4408833655444058 Epoch 24: val loss 0.5455641150474548
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6923312978311018 Epoch 0: val loss 0.6753515601158142 Epoch 1: train loss 0.6451888246969744 Epoch 1: val loss 0.6498875617980957 Epoch 2: train loss 0.6215638464147394 Epoch 2: val loss 0.6405028700828552 Epoch 3: train loss 0.6081447438760237 Epoch 3: val loss 0.6357041597366333 Epoch 4: train loss 0.5779337395321239 Epoch 4: val loss 0.6307389736175537 Epoch 5: train loss 0.5746573887088082 Epoch 5: val loss 0.6209584474563599 Epoch 6: train loss 0.551872808824886 Epoch 6: val loss 0.6206066608428955 Epoch 7: train loss 0.5615794225172563 Epoch 7: val loss 0.6193029284477234 Epoch 8: train loss 0.5239391814578663 Epoch 8: val loss 0.617851197719574 Epoch 9: train loss 0.5427470938725905 Epoch 9: val loss 0.6073572635650635 Epoch 10: train loss 0.5199237032370134 Epoch 10: val loss 0.6118582487106323 Epoch 11: train loss 0.5029019144448367 Epoch 11: val loss 0.6104615926742554 Epoch 12: train loss 0.4909863905473189 Epoch 12: val loss 0.6196739077568054 Epoch 13: train loss 0.47142591259696265 Epoch 13: val loss 0.6342964768409729 Epoch 14: train loss 0.4753513986414129 Epoch 14: val loss 0.6110320091247559 Epoch 15: train loss 0.44761200655590405 Epoch 15: val loss 0.606352686882019 Epoch 16: train loss 0.44434678283604706 Epoch 16: val loss 0.6040435433387756 Epoch 17: train loss 0.42377475716850976 Epoch 17: val loss 0.6321170926094055 Epoch 18: train loss 0.4520101086659865 Epoch 18: val loss 0.6279011368751526 Epoch 19: train loss 0.42335709116675635 Epoch 19: val loss 0.6137882471084595 Epoch 20: train loss 0.4367713359269229 Epoch 20: val loss 0.6441832184791565 Epoch 21: train loss 0.42371991547671234 Epoch 21: val loss 0.6219342947006226 Epoch 22: train loss 0.39741386608643964 Epoch 22: val loss 0.6454554796218872 Epoch 23: train loss 0.37517153403975745 Epoch 23: val loss 0.6801522374153137 Epoch 24: train loss 0.3560473471879959 Epoch 24: val loss 0.6358222961425781
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.685217868198048 Epoch 0: val loss 0.6884288191795349 Epoch 1: train loss 0.6314315416596152 Epoch 1: val loss 0.6774173378944397 Epoch 2: train loss 0.6082678437232971 Epoch 2: val loss 0.6783761382102966 Epoch 3: train loss 0.5796895731579174 Epoch 3: val loss 0.6798484325408936 Epoch 4: train loss 0.5768405903469432 Epoch 4: val loss 0.6754580736160278 Epoch 5: train loss 0.537932423028079 Epoch 5: val loss 0.6745145320892334 Epoch 6: train loss 0.5335028252818368 Epoch 6: val loss 0.6799353957176208 Epoch 7: train loss 0.5303762365471233 Epoch 7: val loss 0.6736627221107483 Epoch 8: train loss 0.5118245617909865 Epoch 8: val loss 0.6708685159683228 Epoch 9: train loss 0.5117162438956174 Epoch 9: val loss 0.6623344421386719 Epoch 10: train loss 0.4737500087781386 Epoch 10: val loss 0.6656097173690796 Epoch 11: train loss 0.5011802396991036 Epoch 11: val loss 0.6676807403564453 Epoch 12: train loss 0.48791037093509326 Epoch 12: val loss 0.6636674404144287 Epoch 13: train loss 0.48327452486211603 Epoch 13: val loss 0.6490814685821533 Epoch 14: train loss 0.4510947194966403 Epoch 14: val loss 0.668416440486908 Epoch 15: train loss 0.4584645466371016 Epoch 15: val loss 0.6818707585334778 Epoch 16: train loss 0.4458137181672183 Epoch 16: val loss 0.6864640712738037 Epoch 17: train loss 0.4491693675518036 Epoch 17: val loss 0.6770921349525452 Epoch 18: train loss 0.45227089388804004 Epoch 18: val loss 0.6779760122299194 Epoch 19: train loss 0.44353585893457587 Epoch 19: val loss 0.6980946660041809 Epoch 20: train loss 0.4435012855313041 Epoch 20: val loss 0.660561740398407 Epoch 21: train loss 0.41536700454625214 Epoch 21: val loss 0.6968013048171997 Epoch 22: train loss 0.42379329150373285 Epoch 22: val loss 0.6888711452484131 Epoch 23: train loss 0.4225230704654347 Epoch 23: val loss 0.6870633959770203 Epoch 24: train loss 0.41735834696076135 Epoch 24: val loss 0.7097622156143188
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6907867680896412 Epoch 0: val loss 0.6799846887588501 Epoch 1: train loss 0.6540607647462324 Epoch 1: val loss 0.6665114760398865 Epoch 2: train loss 0.6236069148237054 Epoch 2: val loss 0.6470873355865479 Epoch 3: train loss 0.6100847341797568 Epoch 3: val loss 0.6370710730552673 Epoch 4: train loss 0.5807497745210474 Epoch 4: val loss 0.6267053484916687 Epoch 5: train loss 0.5675967362794009 Epoch 5: val loss 0.6180166006088257 Epoch 6: train loss 0.561803936958313 Epoch 6: val loss 0.6206462383270264 Epoch 7: train loss 0.5427561835809187 Epoch 7: val loss 0.6195163726806641 Epoch 8: train loss 0.5387883999130942 Epoch 8: val loss 0.6133763790130615 Epoch 9: train loss 0.5224097614938562 Epoch 9: val loss 0.6064349412918091 Epoch 10: train loss 0.5159295336766676 Epoch 10: val loss 0.5979981422424316 Epoch 11: train loss 0.4939535612409765 Epoch 11: val loss 0.6090607047080994 Epoch 12: train loss 0.48822558468038385 Epoch 12: val loss 0.5965893268585205 Epoch 13: train loss 0.4802117564461448 Epoch 13: val loss 0.597367525100708 Epoch 14: train loss 0.46022064035589044 Epoch 14: val loss 0.6053289771080017 Epoch 15: train loss 0.4660257399082184 Epoch 15: val loss 0.6121100187301636 Epoch 16: train loss 0.4749907336451791 Epoch 16: val loss 0.5972117185592651 Epoch 17: train loss 0.45772652463479474 Epoch 17: val loss 0.589686930179596 Epoch 18: train loss 0.4127293039451946 Epoch 18: val loss 0.59299635887146 Epoch 19: train loss 0.4300873740152879 Epoch 19: val loss 0.6000111699104309 Epoch 20: train loss 0.4360536147247661 Epoch 20: val loss 0.5883280634880066 Epoch 21: train loss 0.425751810724085 Epoch 21: val loss 0.5971777439117432 Epoch 22: train loss 0.4092948328364979 Epoch 22: val loss 0.5869067907333374 Epoch 23: train loss 0.3800669854337519 Epoch 23: val loss 0.6152091026306152 Epoch 24: train loss 0.40838703513145447 Epoch 24: val loss 0.6369727849960327
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6798758506774902 Epoch 0: val loss 0.6662675738334656 Epoch 1: train loss 0.6504857063293457 Epoch 1: val loss 0.6413593888282776 Epoch 2: train loss 0.616483732064565 Epoch 2: val loss 0.6177202463150024 Epoch 3: train loss 0.5905925810337067 Epoch 3: val loss 0.5990938544273376 Epoch 4: train loss 0.5836251378059387 Epoch 4: val loss 0.5752006769180298 Epoch 5: train loss 0.5667326927185059 Epoch 5: val loss 0.5688389539718628 Epoch 6: train loss 0.5318922440210978 Epoch 6: val loss 0.5586838126182556 Epoch 7: train loss 0.5501624147097269 Epoch 7: val loss 0.5543810725212097 Epoch 8: train loss 0.5483924488226573 Epoch 8: val loss 0.5423036813735962 Epoch 9: train loss 0.5133745988210042 Epoch 9: val loss 0.5343025922775269 Epoch 10: train loss 0.5096344351768494 Epoch 10: val loss 0.5347943902015686 Epoch 11: train loss 0.5113645712534587 Epoch 11: val loss 0.5406004786491394 Epoch 12: train loss 0.47949475049972534 Epoch 12: val loss 0.530678391456604 Epoch 13: train loss 0.49037760893503823 Epoch 13: val loss 0.5366133451461792 Epoch 14: train loss 0.4949117998282115 Epoch 14: val loss 0.5316126942634583 Epoch 15: train loss 0.48132408658663434 Epoch 15: val loss 0.522985577583313 Epoch 16: train loss 0.4670568108558655 Epoch 16: val loss 0.5186048746109009 Epoch 17: train loss 0.45440301100413005 Epoch 17: val loss 0.5212323665618896 Epoch 18: train loss 0.47622883319854736 Epoch 18: val loss 0.514132022857666 Epoch 19: train loss 0.47044777472813926 Epoch 19: val loss 0.5091415047645569 Epoch 20: train loss 0.4500620782375336 Epoch 20: val loss 0.5217636823654175 Epoch 21: train loss 0.4412133832772573 Epoch 21: val loss 0.5170040130615234
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6846576432387034 Epoch 0: val loss 0.6753664612770081 Epoch 1: train loss 0.663646270831426 Epoch 1: val loss 0.6555150151252747 Epoch 2: train loss 0.6535182495911916 Epoch 2: val loss 0.6336254477500916 Epoch 3: train loss 0.6333642154932022 Epoch 3: val loss 0.613618016242981 Epoch 4: train loss 0.60671033958594 Epoch 4: val loss 0.6037705540657043 Epoch 5: train loss 0.5912701388200124 Epoch 5: val loss 0.5973328948020935 Epoch 6: train loss 0.6012226392825445 Epoch 6: val loss 0.587124764919281 Epoch 7: train loss 0.589233860373497 Epoch 7: val loss 0.583491861820221 Epoch 8: train loss 0.5811046610275904 Epoch 8: val loss 0.5786325931549072 Epoch 9: train loss 0.5647109697262446 Epoch 9: val loss 0.5701585412025452 Epoch 10: train loss 0.5577003086606661 Epoch 10: val loss 0.566293478012085 Epoch 11: train loss 0.5385965729753176 Epoch 11: val loss 0.5577800273895264 Epoch 12: train loss 0.5475290641188622 Epoch 12: val loss 0.5625848174095154 Epoch 13: train loss 0.5363644932707151 Epoch 13: val loss 0.5642069578170776 Epoch 14: train loss 0.521728572746118 Epoch 14: val loss 0.5525273680686951 Epoch 15: train loss 0.5312840168674787 Epoch 15: val loss 0.5565454959869385 Epoch 16: train loss 0.5030184090137482 Epoch 16: val loss 0.5624504685401917 Epoch 17: train loss 0.4888901685674985 Epoch 17: val loss 0.5483015179634094 Epoch 18: train loss 0.5050488958756129 Epoch 18: val loss 0.5827773809432983 Epoch 19: train loss 0.5033486858010292 Epoch 19: val loss 0.5701580047607422 Epoch 20: train loss 0.47786028931538266 Epoch 20: val loss 0.5695978999137878 Epoch 21: train loss 0.48690416912237805 Epoch 21: val loss 0.5721781849861145 Epoch 22: train loss 0.475939283768336 Epoch 22: val loss 0.5829480886459351 Epoch 23: train loss 0.4874509622653325 Epoch 23: val loss 0.5973336100578308 Epoch 24: train loss 0.472782442967097 Epoch 24: val loss 0.6052505373954773
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7071675012509028 Epoch 0: val loss 0.7077470421791077 Epoch 1: train loss 0.6765247782071432 Epoch 1: val loss 0.701382040977478 Epoch 2: train loss 0.6454067925612131 Epoch 2: val loss 0.7030890583992004 Epoch 3: train loss 0.6360326359669367 Epoch 3: val loss 0.7045531868934631 Epoch 4: train loss 0.6269759585460027 Epoch 4: val loss 0.7077771425247192 Epoch 5: train loss 0.6027129689852396 Epoch 5: val loss 0.7126473784446716 Epoch 6: train loss 0.5804323305686315 Epoch 6: val loss 0.7135074734687805 Epoch 7: train loss 0.5827012037237486 Epoch 7: val loss 0.7354753613471985 Epoch 8: train loss 0.55195269236962 Epoch 8: val loss 0.7397098541259766 Epoch 9: train loss 0.5445860028266907 Epoch 9: val loss 0.7246983647346497 Epoch 10: train loss 0.5182987699906031 Epoch 10: val loss 0.7390308976173401 Epoch 11: train loss 0.5214900200565656 Epoch 11: val loss 0.7442402839660645 Epoch 12: train loss 0.4913046682874362 Epoch 12: val loss 0.7575613856315613 Epoch 13: train loss 0.47832321375608444 Epoch 13: val loss 0.7410878539085388 Epoch 14: train loss 0.4704942504564921 Epoch 14: val loss 0.7587530016899109 Epoch 15: train loss 0.482844278216362 Epoch 15: val loss 0.7644451856613159 Epoch 16: train loss 0.4517577836910884 Epoch 16: val loss 0.7653360962867737 Epoch 17: train loss 0.4305204277237256 Epoch 17: val loss 0.765321671962738 Epoch 18: train loss 0.4400310019652049 Epoch 18: val loss 0.8074676990509033 Epoch 19: train loss 0.4275370041529338 Epoch 19: val loss 0.7881622910499573 Epoch 20: train loss 0.4308732698361079 Epoch 20: val loss 0.7951716780662537 Epoch 21: train loss 0.3973425328731537 Epoch 21: val loss 0.8267430663108826 Epoch 22: train loss 0.4166717976331711 Epoch 22: val loss 0.8066691756248474 Epoch 23: train loss 0.3897273689508438 Epoch 23: val loss 0.8348292112350464 Epoch 24: train loss 0.3795635998249054 Epoch 24: val loss 0.7977682948112488
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6903726110855738 Epoch 0: val loss 0.688021183013916 Epoch 1: train loss 0.666360060373942 Epoch 1: val loss 0.6799180507659912 Epoch 2: train loss 0.6365645776192347 Epoch 2: val loss 0.6702824234962463 Epoch 3: train loss 0.634905144572258 Epoch 3: val loss 0.6663923859596252 Epoch 4: train loss 0.6009975224733353 Epoch 4: val loss 0.6558007597923279 Epoch 5: train loss 0.5823720743258795 Epoch 5: val loss 0.6468297243118286 Epoch 6: train loss 0.5988083928823471 Epoch 6: val loss 0.63436359167099 Epoch 7: train loss 0.5502622450391451 Epoch 7: val loss 0.6256342530250549 Epoch 8: train loss 0.5464164714018503 Epoch 8: val loss 0.617279589176178 Epoch 9: train loss 0.5324989954630533 Epoch 9: val loss 0.6163280010223389 Epoch 10: train loss 0.5396180426081022 Epoch 10: val loss 0.6117991805076599 Epoch 11: train loss 0.5513817742466927 Epoch 11: val loss 0.6011746525764465 Epoch 12: train loss 0.5121609196066856 Epoch 12: val loss 0.5994653701782227 Epoch 13: train loss 0.504726896683375 Epoch 13: val loss 0.6011440753936768 Epoch 14: train loss 0.5050412292281786 Epoch 14: val loss 0.5930873155593872 Epoch 15: train loss 0.5014317532380422 Epoch 15: val loss 0.5824695825576782 Epoch 16: train loss 0.4978687564531962 Epoch 16: val loss 0.5962015390396118 Epoch 17: train loss 0.49604542056719464 Epoch 17: val loss 0.5952411890029907 Epoch 18: train loss 0.48858264088630676 Epoch 18: val loss 0.5840950608253479 Epoch 19: train loss 0.46736330538988113 Epoch 19: val loss 0.5950141549110413 Epoch 20: train loss 0.4705633297562599 Epoch 20: val loss 0.596851646900177 Epoch 21: train loss 0.4742646813392639 Epoch 21: val loss 0.5933183431625366 Epoch 22: train loss 0.4712943782409032 Epoch 22: val loss 0.6000304222106934 Epoch 23: train loss 0.48049330711364746 Epoch 23: val loss 0.6053122878074646 Epoch 24: train loss 0.45174266397953033 Epoch 24: val loss 0.6089962124824524
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022522737582525 Epoch 0: val loss 0.6864754557609558 Epoch 1: train loss 0.683696781595548 Epoch 1: val loss 0.6821204423904419 Epoch 2: train loss 0.6567356288433075 Epoch 2: val loss 0.6747748851776123 Epoch 3: train loss 0.6466502994298935 Epoch 3: val loss 0.6683600544929504 Epoch 4: train loss 0.6365674883127213 Epoch 4: val loss 0.6506161689758301 Epoch 5: train loss 0.6159123828013738 Epoch 5: val loss 0.6396926641464233 Epoch 6: train loss 0.6019207189480463 Epoch 6: val loss 0.6271855235099792 Epoch 7: train loss 0.5906782150268555 Epoch 7: val loss 0.6281542778015137 Epoch 8: train loss 0.5714411636193594 Epoch 8: val loss 0.6247362494468689 Epoch 9: train loss 0.5691329513986906 Epoch 9: val loss 0.622913658618927 Epoch 10: train loss 0.5507065157095591 Epoch 10: val loss 0.6216457486152649 Epoch 11: train loss 0.5577715883652369 Epoch 11: val loss 0.6189272403717041 Epoch 12: train loss 0.5323873708645502 Epoch 12: val loss 0.6211391687393188 Epoch 13: train loss 0.5098576868573824 Epoch 13: val loss 0.6267236471176147 Epoch 14: train loss 0.5215471064050993 Epoch 14: val loss 0.6369915008544922 Epoch 15: train loss 0.5222844406962395 Epoch 15: val loss 0.6286916732788086 Epoch 16: train loss 0.47826460500558216 Epoch 16: val loss 0.6205645799636841 Epoch 17: train loss 0.4870736052592595 Epoch 17: val loss 0.6260254979133606 Epoch 18: train loss 0.4685584406057994 Epoch 18: val loss 0.6273563504219055 Epoch 19: train loss 0.4690150072177251 Epoch 19: val loss 0.6396523714065552 Epoch 20: train loss 0.46964456389347714 Epoch 20: val loss 0.6483355164527893 Epoch 21: train loss 0.4582923352718353 Epoch 21: val loss 0.6507771611213684 Epoch 22: train loss 0.46865905076265335 Epoch 22: val loss 0.6589688658714294 Epoch 23: train loss 0.45267124970753986 Epoch 23: val loss 0.6624070405960083 Epoch 24: train loss 0.4423803960283597 Epoch 24: val loss 0.6798107624053955
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7098408862948418 Epoch 0: val loss 0.7017189264297485 Epoch 1: train loss 0.6803338602185249 Epoch 1: val loss 0.6895396113395691 Epoch 2: train loss 0.6628385595977306 Epoch 2: val loss 0.6778189539909363 Epoch 3: train loss 0.6548429802060127 Epoch 3: val loss 0.6692934036254883 Epoch 4: train loss 0.6364272758364677 Epoch 4: val loss 0.6558572053909302 Epoch 5: train loss 0.6172982528805733 Epoch 5: val loss 0.6415232419967651 Epoch 6: train loss 0.5886999703943729 Epoch 6: val loss 0.6214799880981445 Epoch 7: train loss 0.5761846601963043 Epoch 7: val loss 0.616321325302124 Epoch 8: train loss 0.5526869669556618 Epoch 8: val loss 0.6165512800216675 Epoch 9: train loss 0.5456247720867395 Epoch 9: val loss 0.6148306727409363 Epoch 10: train loss 0.543021272867918 Epoch 10: val loss 0.623836100101471 Epoch 11: train loss 0.5470686964690685 Epoch 11: val loss 0.614582896232605 Epoch 12: train loss 0.5274275168776512 Epoch 12: val loss 0.6086156964302063 Epoch 13: train loss 0.5377826001495123 Epoch 13: val loss 0.6128700971603394 Epoch 14: train loss 0.5173713956028223 Epoch 14: val loss 0.6081467866897583 Epoch 15: train loss 0.49946984462440014 Epoch 15: val loss 0.6101279854774475 Epoch 16: train loss 0.5093677546828985 Epoch 16: val loss 0.6139741539955139 Epoch 17: train loss 0.4953588545322418 Epoch 17: val loss 0.6126169562339783 Epoch 18: train loss 0.5016011148691177 Epoch 18: val loss 0.6069969534873962
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6896787832180659 Epoch 0: val loss 0.6909764409065247 Epoch 1: train loss 0.6799129794041315 Epoch 1: val loss 0.6844403147697449 Epoch 2: train loss 0.6573390116294225 Epoch 2: val loss 0.6713217496871948 Epoch 3: train loss 0.6455333679914474 Epoch 3: val loss 0.6645147204399109 Epoch 4: train loss 0.6367654254039129 Epoch 4: val loss 0.657654345035553 Epoch 5: train loss 0.6233367969592413 Epoch 5: val loss 0.6486909985542297 Epoch 6: train loss 0.6216947386662165 Epoch 6: val loss 0.6464182138442993 Epoch 7: train loss 0.6069273874163628 Epoch 7: val loss 0.6346340775489807 Epoch 8: train loss 0.5934919367233912 Epoch 8: val loss 0.6316584348678589 Epoch 9: train loss 0.5959612280130386 Epoch 9: val loss 0.6274126768112183 Epoch 10: train loss 0.5895922556519508 Epoch 10: val loss 0.630953848361969 Epoch 11: train loss 0.5925286188721657 Epoch 11: val loss 0.6235849261283875 Epoch 12: train loss 0.5542591760555903 Epoch 12: val loss 0.6197050213813782 Epoch 13: train loss 0.559087539712588 Epoch 13: val loss 0.6313642263412476 Epoch 14: train loss 0.5523375223080317 Epoch 14: val loss 0.630485475063324 Epoch 15: train loss 0.5478418345252672 Epoch 15: val loss 0.6263973712921143 Epoch 16: train loss 0.5238755544026693 Epoch 16: val loss 0.6212471723556519 Epoch 17: train loss 0.5581566294034322 Epoch 17: val loss 0.6232408285140991 Epoch 18: train loss 0.5411184877157211 Epoch 18: val loss 0.62029629945755 Epoch 19: train loss 0.5296468287706375 Epoch 19: val loss 0.6208415031433105 Epoch 20: train loss 0.5203990787267685 Epoch 20: val loss 0.6400159597396851 Epoch 21: train loss 0.4905572384595871 Epoch 21: val loss 0.6381586790084839 Epoch 22: train loss 0.4860415731867154 Epoch 22: val loss 0.6505832076072693 Epoch 23: train loss 0.4849461168050766 Epoch 23: val loss 0.6542981266975403 Epoch 24: train loss 0.5245863248904546 Epoch 24: val loss 0.6528111100196838
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.68988898396492 Epoch 0: val loss 0.6876822113990784 Epoch 1: train loss 0.6650530348221461 Epoch 1: val loss 0.6821398138999939 Epoch 2: train loss 0.6378343353668848 Epoch 2: val loss 0.6766209602355957 Epoch 3: train loss 0.6234035342931747 Epoch 3: val loss 0.6763646006584167 Epoch 4: train loss 0.6037259052197138 Epoch 4: val loss 0.678013265132904 Epoch 5: train loss 0.5812723139921824 Epoch 5: val loss 0.6847782135009766 Epoch 6: train loss 0.58685702085495 Epoch 6: val loss 0.6861699223518372 Epoch 7: train loss 0.5789503629008929 Epoch 7: val loss 0.6922582983970642 Epoch 8: train loss 0.5736325085163116 Epoch 8: val loss 0.6911066770553589 Epoch 9: train loss 0.5508397246400515 Epoch 9: val loss 0.687399685382843 Epoch 10: train loss 0.5692761242389679 Epoch 10: val loss 0.6870338916778564 Epoch 11: train loss 0.5685053740938505 Epoch 11: val loss 0.6863913536071777 Epoch 12: train loss 0.5529776563247045 Epoch 12: val loss 0.6961821913719177 Epoch 13: train loss 0.5428167978922526 Epoch 13: val loss 0.6961526274681091 Epoch 14: train loss 0.5283296778798103 Epoch 14: val loss 0.6987712383270264 Epoch 15: train loss 0.5015892436107 Epoch 15: val loss 0.6919670701026917 Epoch 16: train loss 0.5263446668783823 Epoch 16: val loss 0.6938048601150513 Epoch 17: train loss 0.5072623317440351 Epoch 17: val loss 0.7077244520187378 Epoch 18: train loss 0.5175675128897032 Epoch 18: val loss 0.7131037712097168 Epoch 19: train loss 0.5195693373680115 Epoch 19: val loss 0.7150954008102417 Epoch 20: train loss 0.5030909180641174 Epoch 20: val loss 0.7204408645629883 Epoch 21: train loss 0.5212453305721283 Epoch 21: val loss 0.7132859230041504 Epoch 22: train loss 0.503907230993112 Epoch 22: val loss 0.7378963828086853 Epoch 23: train loss 0.4942984680334727 Epoch 23: val loss 0.7420991659164429 Epoch 24: train loss 0.5165303821365038 Epoch 24: val loss 0.7432512044906616
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856015920639038 Epoch 0: val loss 0.6815510988235474 Epoch 1: train loss 0.6692448308070501 Epoch 1: val loss 0.6661994457244873 Epoch 2: train loss 0.66573133567969 Epoch 2: val loss 0.6570518016815186 Epoch 3: train loss 0.6544022808472315 Epoch 3: val loss 0.6472977995872498 Epoch 4: train loss 0.6386096825202306 Epoch 4: val loss 0.6370939016342163 Epoch 5: train loss 0.6459836959838867 Epoch 5: val loss 0.637113094329834 Epoch 6: train loss 0.6249154135584831 Epoch 6: val loss 0.6317992210388184 Epoch 7: train loss 0.6198318054278692 Epoch 7: val loss 0.6461790800094604 Epoch 8: train loss 0.622429370880127 Epoch 8: val loss 0.6299583911895752 Epoch 9: train loss 0.619312196969986 Epoch 9: val loss 0.6403970122337341 Epoch 10: train loss 0.5999637295802435 Epoch 10: val loss 0.6391929984092712 Epoch 11: train loss 0.5938636064529419 Epoch 11: val loss 0.6235055327415466 Epoch 12: train loss 0.5729621450106303 Epoch 12: val loss 0.6269809603691101 Epoch 13: train loss 0.5743124708533287 Epoch 13: val loss 0.6205496788024902 Epoch 14: train loss 0.5812604377667109 Epoch 14: val loss 0.6321699023246765 Epoch 15: train loss 0.5585866173108419 Epoch 15: val loss 0.6175069212913513 Epoch 16: train loss 0.5698893318573633 Epoch 16: val loss 0.6197524666786194 Epoch 17: train loss 0.58045727511247 Epoch 17: val loss 0.6200702786445618 Epoch 18: train loss 0.5308285529414812 Epoch 18: val loss 0.6354383826255798 Epoch 19: train loss 0.540842575331529 Epoch 19: val loss 0.6377795934677124 Epoch 20: train loss 0.5332901949683825 Epoch 20: val loss 0.6521876454353333 Epoch 21: train loss 0.5348947495222092 Epoch 21: val loss 0.6483412981033325 Epoch 22: train loss 0.5168288176258405 Epoch 22: val loss 0.6665988564491272 Epoch 23: train loss 0.5277109146118164 Epoch 23: val loss 0.671931803226471 Epoch 24: train loss 0.5355044429500898 Epoch 24: val loss 0.653790295124054
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.686379666129748 Epoch 0: val loss 0.6810694336891174 Epoch 1: train loss 0.6708239912986755 Epoch 1: val loss 0.6751419901847839 Epoch 2: train loss 0.6529601067304611 Epoch 2: val loss 0.6650150418281555 Epoch 3: train loss 0.6521212458610535 Epoch 3: val loss 0.6588438749313354 Epoch 4: train loss 0.6613058348496755 Epoch 4: val loss 0.6573702096939087 Epoch 5: train loss 0.624153196811676 Epoch 5: val loss 0.6438392400741577 Epoch 6: train loss 0.6149636258681616 Epoch 6: val loss 0.6389405727386475 Epoch 7: train loss 0.6224611004193624 Epoch 7: val loss 0.6375588774681091 Epoch 8: train loss 0.6216411888599396 Epoch 8: val loss 0.6390465497970581 Epoch 9: train loss 0.6004831145207087 Epoch 9: val loss 0.6307596564292908 Epoch 10: train loss 0.6105180780092875 Epoch 10: val loss 0.632381796836853 Epoch 11: train loss 0.5841446220874786 Epoch 11: val loss 0.6317417621612549 Epoch 12: train loss 0.5848808735609055 Epoch 12: val loss 0.6305733919143677 Epoch 13: train loss 0.5767149155338606 Epoch 13: val loss 0.6345619559288025 Epoch 14: train loss 0.5836194803317388 Epoch 14: val loss 0.6429377198219299 Epoch 15: train loss 0.5677271361152331 Epoch 15: val loss 0.6432639360427856 Epoch 16: train loss 0.5604314754406611 Epoch 16: val loss 0.6491777300834656 Epoch 17: train loss 0.5666299015283585 Epoch 17: val loss 0.6476470828056335 Epoch 18: train loss 0.5781804993748665 Epoch 18: val loss 0.6454926133155823 Epoch 19: train loss 0.5552292317152023 Epoch 19: val loss 0.647132158279419 Epoch 20: train loss 0.5401694526274999 Epoch 20: val loss 0.655893087387085 Epoch 21: train loss 0.525757243235906 Epoch 21: val loss 0.6601500511169434 Epoch 22: train loss 0.5564023753007253 Epoch 22: val loss 0.6693733930587769 Epoch 23: train loss 0.5375046382347742 Epoch 23: val loss 0.6665529012680054 Epoch 24: train loss 0.5232629328966141 Epoch 24: val loss 0.6617183089256287
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914029233157635 Epoch 0: val loss 0.6816269755363464 Epoch 1: train loss 0.6692252680659294 Epoch 1: val loss 0.6615535616874695 Epoch 2: train loss 0.660055585205555 Epoch 2: val loss 0.6394316554069519 Epoch 3: train loss 0.640173465013504 Epoch 3: val loss 0.6309653520584106 Epoch 4: train loss 0.638335045427084 Epoch 4: val loss 0.6209571957588196 Epoch 5: train loss 0.6121795922517776 Epoch 5: val loss 0.617910623550415 Epoch 6: train loss 0.6225178949534893 Epoch 6: val loss 0.6189072132110596 Epoch 7: train loss 0.6080299280583858 Epoch 7: val loss 0.6231433749198914 Epoch 8: train loss 0.6022601407021284 Epoch 8: val loss 0.6306658983230591 Epoch 9: train loss 0.5946221500635147 Epoch 9: val loss 0.6175166368484497 Epoch 10: train loss 0.6016963012516499 Epoch 10: val loss 0.6225230097770691 Epoch 11: train loss 0.5905396342277527 Epoch 11: val loss 0.617582380771637 Epoch 12: train loss 0.5714987125247717 Epoch 12: val loss 0.6306436061859131 Epoch 13: train loss 0.5711773298680782 Epoch 13: val loss 0.6293242573738098 Epoch 14: train loss 0.5702611524611712 Epoch 14: val loss 0.63326096534729
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917245117100802 Epoch 0: val loss 0.6714815497398376 Epoch 1: train loss 0.6661279851740057 Epoch 1: val loss 0.6594109535217285 Epoch 2: train loss 0.6438126509839838 Epoch 2: val loss 0.6575624942779541 Epoch 3: train loss 0.6210042834281921 Epoch 3: val loss 0.6613787412643433 Epoch 4: train loss 0.6292176734317433 Epoch 4: val loss 0.662061333656311 Epoch 5: train loss 0.6100114204666831 Epoch 5: val loss 0.6651453375816345 Epoch 6: train loss 0.6235091875899922 Epoch 6: val loss 0.6662205457687378 Epoch 7: train loss 0.5923860723322089 Epoch 7: val loss 0.6639942526817322 Epoch 8: train loss 0.6026406288146973 Epoch 8: val loss 0.6637194156646729 Epoch 9: train loss 0.5730231675234708 Epoch 9: val loss 0.6645386815071106 Epoch 10: train loss 0.573833083564585 Epoch 10: val loss 0.6646154522895813 Epoch 11: train loss 0.5795166411183097 Epoch 11: val loss 0.6713137626647949 Epoch 12: train loss 0.5900765819983049 Epoch 12: val loss 0.6606397032737732 Epoch 13: train loss 0.559184421192516 Epoch 13: val loss 0.6603520512580872 Epoch 14: train loss 0.5455416766079989 Epoch 14: val loss 0.6607260704040527 Epoch 15: train loss 0.5375615385445681 Epoch 15: val loss 0.6668701767921448 Epoch 16: train loss 0.5526576746593822 Epoch 16: val loss 0.6686115860939026 Epoch 17: train loss 0.5099457421086051 Epoch 17: val loss 0.6617686152458191 Epoch 18: train loss 0.5078706091100519 Epoch 18: val loss 0.6641983985900879 Epoch 19: train loss 0.5020142549818213 Epoch 19: val loss 0.6658518314361572 Epoch 20: train loss 0.49656412547284906 Epoch 20: val loss 0.6726834774017334 Epoch 21: train loss 0.47733558037064294 Epoch 21: val loss 0.6787814497947693 Epoch 22: train loss 0.46498720212416217 Epoch 22: val loss 0.674912691116333 Epoch 23: train loss 0.4724977829239585 Epoch 23: val loss 0.6808722019195557 Epoch 24: train loss 0.4683618626811288 Epoch 24: val loss 0.6860279440879822
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6829940297386863 Epoch 0: val loss 0.6533548831939697 Epoch 1: train loss 0.6684238639744845 Epoch 1: val loss 0.6417089700698853 Epoch 2: train loss 0.6551143797961149 Epoch 2: val loss 0.6417456865310669 Epoch 3: train loss 0.643286715854298 Epoch 3: val loss 0.6502498984336853 Epoch 4: train loss 0.6260679310018366 Epoch 4: val loss 0.6511027216911316 Epoch 5: train loss 0.6274445761333812 Epoch 5: val loss 0.648116409778595 Epoch 6: train loss 0.6238440871238708 Epoch 6: val loss 0.6512477993965149 Epoch 7: train loss 0.5988949808207426 Epoch 7: val loss 0.6599847078323364 Epoch 8: train loss 0.6153169816190546 Epoch 8: val loss 0.6584355235099792 Epoch 9: train loss 0.5975538438016718 Epoch 9: val loss 0.6526716351509094 Epoch 10: train loss 0.577062341299924 Epoch 10: val loss 0.6484083533287048 Epoch 11: train loss 0.5742104216055437 Epoch 11: val loss 0.6507877707481384 Epoch 12: train loss 0.580340867692774 Epoch 12: val loss 0.6383510828018188 Epoch 13: train loss 0.5725692185488614 Epoch 13: val loss 0.638987123966217 Epoch 14: train loss 0.5585015280680223 Epoch 14: val loss 0.6289887428283691 Epoch 15: train loss 0.5466352917931296 Epoch 15: val loss 0.6269164681434631 Epoch 16: train loss 0.5484033497897062 Epoch 16: val loss 0.6175066232681274 Epoch 17: train loss 0.5465884696353566 Epoch 17: val loss 0.6124731302261353 Epoch 18: train loss 0.5241453105753119 Epoch 18: val loss 0.624422013759613 Epoch 19: train loss 0.534126487645236 Epoch 19: val loss 0.618588387966156 Epoch 20: train loss 0.5025810463861986 Epoch 20: val loss 0.6154213547706604 Epoch 21: train loss 0.49605541879480536 Epoch 21: val loss 0.6173073649406433 Epoch 22: train loss 0.5118589753454382 Epoch 22: val loss 0.6361384987831116 Epoch 23: train loss 0.520446696064689 Epoch 23: val loss 0.6200408339500427 Epoch 24: train loss 0.502417886799032 Epoch 24: val loss 0.611987829208374
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6863739707253196 Epoch 0: val loss 0.6972147226333618 Epoch 1: train loss 0.6656892787326466 Epoch 1: val loss 0.6925383806228638 Epoch 2: train loss 0.6552249409935691 Epoch 2: val loss 0.69539475440979 Epoch 3: train loss 0.6230082620273937 Epoch 3: val loss 0.6943168044090271 Epoch 4: train loss 0.6174305352297697 Epoch 4: val loss 0.6835642457008362 Epoch 5: train loss 0.6270104592496698 Epoch 5: val loss 0.6934911608695984 Epoch 6: train loss 0.6214275576851584 Epoch 6: val loss 0.6752869486808777 Epoch 7: train loss 0.600484311580658 Epoch 7: val loss 0.6831859946250916 Epoch 8: train loss 0.5950945615768433 Epoch 8: val loss 0.6886094808578491 Epoch 9: train loss 0.5914223952726885 Epoch 9: val loss 0.6827992796897888 Epoch 10: train loss 0.5819511738690463 Epoch 10: val loss 0.6818887591362 Epoch 11: train loss 0.5718036781657826 Epoch 11: val loss 0.693657636642456 Epoch 12: train loss 0.5877371836792339 Epoch 12: val loss 0.7009758949279785 Epoch 13: train loss 0.5677990317344666 Epoch 13: val loss 0.680782675743103 Epoch 14: train loss 0.5453484329310331 Epoch 14: val loss 0.6844929456710815 Epoch 15: train loss 0.5460840978405692 Epoch 15: val loss 0.6957333087921143 Epoch 16: train loss 0.5329346467148174 Epoch 16: val loss 0.6896989345550537 Epoch 17: train loss 0.5295038331638683 Epoch 17: val loss 0.7031397819519043 Epoch 18: train loss 0.5248037251559171 Epoch 18: val loss 0.6954106092453003 Epoch 19: train loss 0.5160974589261141 Epoch 19: val loss 0.7349199056625366 Epoch 20: train loss 0.5115336586128582 Epoch 20: val loss 0.7226038575172424 Epoch 21: train loss 0.5043979774821888 Epoch 21: val loss 0.7224869132041931 Epoch 22: train loss 0.5096561719070781 Epoch 22: val loss 0.7202149629592896 Epoch 23: train loss 0.4784868928519162 Epoch 23: val loss 0.7292226552963257 Epoch 24: train loss 0.487372336062518 Epoch 24: val loss 0.7422339916229248
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000940983945673 Epoch 0: val loss 0.6791212558746338 Epoch 1: train loss 0.6712344288825989 Epoch 1: val loss 0.6644039750099182 Epoch 2: train loss 0.6461227536201477 Epoch 2: val loss 0.6654142737388611 Epoch 3: train loss 0.6478915810585022 Epoch 3: val loss 0.6688032150268555 Epoch 4: train loss 0.6326980211518027 Epoch 4: val loss 0.6795393228530884 Epoch 5: train loss 0.6224409233440052 Epoch 5: val loss 0.682985246181488 Epoch 6: train loss 0.6131205612962897 Epoch 6: val loss 0.6879377961158752 Epoch 7: train loss 0.600772272456776 Epoch 7: val loss 0.6915310621261597 Epoch 8: train loss 0.6000109748406843 Epoch 8: val loss 0.6914006471633911 Epoch 9: train loss 0.5887617252089761 Epoch 9: val loss 0.6984187960624695 Epoch 10: train loss 0.5926640413024209 Epoch 10: val loss 0.6959145069122314 Epoch 11: train loss 0.5734110528772528 Epoch 11: val loss 0.6877222061157227 Epoch 12: train loss 0.5708040730519728 Epoch 12: val loss 0.696114718914032 Epoch 13: train loss 0.5701755610379305 Epoch 13: val loss 0.6969190835952759 Epoch 14: train loss 0.5801761990243738 Epoch 14: val loss 0.695546567440033 Epoch 15: train loss 0.5491406646641818 Epoch 15: val loss 0.6880913376808167 Epoch 16: train loss 0.5586118264631792 Epoch 16: val loss 0.6912673115730286 Epoch 17: train loss 0.5282388383691962 Epoch 17: val loss 0.6893910765647888 Epoch 18: train loss 0.5233315960927443 Epoch 18: val loss 0.6982009410858154 Epoch 19: train loss 0.5282898030497811 Epoch 19: val loss 0.7006809711456299 Epoch 20: train loss 0.5084447237578306 Epoch 20: val loss 0.6704767346382141 Epoch 21: train loss 0.5050787979906256 Epoch 21: val loss 0.6728239059448242 Epoch 22: train loss 0.5163877687670968 Epoch 22: val loss 0.6602904796600342 Epoch 23: train loss 0.5254832858389075 Epoch 23: val loss 0.6694485545158386 Epoch 24: train loss 0.5067436478354714 Epoch 24: val loss 0.6602625250816345
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6782822291056315 Epoch 0: val loss 0.6942476630210876 Epoch 1: train loss 0.6758901198705037 Epoch 1: val loss 0.7037264704704285 Epoch 2: train loss 0.6405701001485189 Epoch 2: val loss 0.6841734051704407 Epoch 3: train loss 0.6369535168011983 Epoch 3: val loss 0.6780470013618469 Epoch 4: train loss 0.6408276955286661 Epoch 4: val loss 0.6772928833961487 Epoch 5: train loss 0.6517128705978393 Epoch 5: val loss 0.6756712198257446 Epoch 6: train loss 0.6433251897493998 Epoch 6: val loss 0.6606124639511108 Epoch 7: train loss 0.6231122573216756 Epoch 7: val loss 0.6628207564353943 Epoch 8: train loss 0.620116126537323 Epoch 8: val loss 0.6731250286102295 Epoch 9: train loss 0.6086877743403117 Epoch 9: val loss 0.6706252098083496 Epoch 10: train loss 0.6013787229855855 Epoch 10: val loss 0.6576612591743469 Epoch 11: train loss 0.5984786947568258 Epoch 11: val loss 0.6621959805488586 Epoch 12: train loss 0.5804089466730754 Epoch 12: val loss 0.6524719595909119 Epoch 13: train loss 0.5786567151546478 Epoch 13: val loss 0.6620383858680725 Epoch 14: train loss 0.5761059502760569 Epoch 14: val loss 0.6596643328666687 Epoch 15: train loss 0.5502318720022837 Epoch 15: val loss 0.659659206867218 Epoch 16: train loss 0.5828514854113261 Epoch 16: val loss 0.6581689715385437 Epoch 17: train loss 0.5541712601979574 Epoch 17: val loss 0.6450562477111816 Epoch 18: train loss 0.5312531491120657 Epoch 18: val loss 0.6500911116600037 Epoch 19: train loss 0.5300489167372385 Epoch 19: val loss 0.6266286373138428 Epoch 20: train loss 0.5328282495339711 Epoch 20: val loss 0.6345961093902588 Epoch 21: train loss 0.5031769553820292 Epoch 21: val loss 0.6357966065406799
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7022740657512958 Epoch 0: val loss 0.6753109693527222 Epoch 1: train loss 0.6751996783109812 Epoch 1: val loss 0.6579529643058777 Epoch 2: train loss 0.655820777783027 Epoch 2: val loss 0.6415538787841797 Epoch 3: train loss 0.6507929334273705 Epoch 3: val loss 0.6333602666854858 Epoch 4: train loss 0.6345840463271508 Epoch 4: val loss 0.6284264922142029 Epoch 5: train loss 0.6201966221515949 Epoch 5: val loss 0.6265720129013062 Epoch 6: train loss 0.6161525226556338 Epoch 6: val loss 0.6196050643920898 Epoch 7: train loss 0.5890852831877195 Epoch 7: val loss 0.6216903924942017 Epoch 8: train loss 0.5930018654236426 Epoch 8: val loss 0.61977618932724 Epoch 9: train loss 0.581415382715372 Epoch 9: val loss 0.6189013719558716 Epoch 10: train loss 0.581748788173382 Epoch 10: val loss 0.6172674894332886 Epoch 11: train loss 0.5562218496432672 Epoch 11: val loss 0.6185291409492493 Epoch 12: train loss 0.5658462047576904 Epoch 12: val loss 0.6209170818328857 Epoch 13: train loss 0.547957392839285 Epoch 13: val loss 0.6201463341712952 Epoch 14: train loss 0.5456495445508224 Epoch 14: val loss 0.6260508298873901 Epoch 15: train loss 0.530569865153386 Epoch 15: val loss 0.6292968392372131 Epoch 16: train loss 0.5393968774722173 Epoch 16: val loss 0.6344298720359802 Epoch 17: train loss 0.5237327218055725 Epoch 17: val loss 0.6321227550506592 Epoch 18: train loss 0.5051175264211801 Epoch 18: val loss 0.6247247457504272 Epoch 19: train loss 0.5248559231941516 Epoch 19: val loss 0.6276915669441223 Epoch 20: train loss 0.4962538916331071 Epoch 20: val loss 0.6314626932144165 Epoch 21: train loss 0.49851818497364336 Epoch 21: val loss 0.6248814463615417 Epoch 22: train loss 0.5015312868815202 Epoch 22: val loss 0.6321171522140503 Epoch 23: train loss 0.4901289641857147 Epoch 23: val loss 0.6302897334098816 Epoch 24: train loss 0.49317182256625247 Epoch 24: val loss 0.6454136371612549
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7137136184252225 Epoch 0: val loss 0.6683094501495361 Epoch 1: train loss 0.6779355911108164 Epoch 1: val loss 0.6443610191345215 Epoch 2: train loss 0.6462818109072171 Epoch 2: val loss 0.6239416599273682 Epoch 3: train loss 0.648884117603302 Epoch 3: val loss 0.6155233383178711 Epoch 4: train loss 0.6236289006013137 Epoch 4: val loss 0.6118068695068359 Epoch 5: train loss 0.6244424077180716 Epoch 5: val loss 0.6120230555534363 Epoch 6: train loss 0.6240884799223679 Epoch 6: val loss 0.6171823143959045 Epoch 7: train loss 0.5917097467642564 Epoch 7: val loss 0.6085197925567627 Epoch 8: train loss 0.5935660188014691 Epoch 8: val loss 0.6104300618171692 Epoch 9: train loss 0.5805080533027649 Epoch 9: val loss 0.6203349828720093 Epoch 10: train loss 0.5773607400747446 Epoch 10: val loss 0.6224028468132019 Epoch 11: train loss 0.5691423072264745 Epoch 11: val loss 0.6139097213745117 Epoch 12: train loss 0.5656364858150482 Epoch 12: val loss 0.6228922009468079 Epoch 13: train loss 0.5718427713100727 Epoch 13: val loss 0.6279410719871521 Epoch 14: train loss 0.5649598791049077 Epoch 14: val loss 0.632439136505127 Epoch 15: train loss 0.5492543394748981 Epoch 15: val loss 0.6251313090324402 Epoch 16: train loss 0.5348202632023737 Epoch 16: val loss 0.6348658204078674 Epoch 17: train loss 0.531037069283999 Epoch 17: val loss 0.6381099224090576 Epoch 18: train loss 0.5258285380326785 Epoch 18: val loss 0.633043646812439 Epoch 19: train loss 0.5185987926446475 Epoch 19: val loss 0.6432238817214966 Epoch 20: train loss 0.5194250826652234 Epoch 20: val loss 0.6422827243804932 Epoch 21: train loss 0.4947771980212285 Epoch 21: val loss 0.6679385304450989 Epoch 22: train loss 0.5145779091578263 Epoch 22: val loss 0.682558536529541 Epoch 23: train loss 0.5210459530353546 Epoch 23: val loss 0.667840301990509 Epoch 24: train loss 0.48513588997033924 Epoch 24: val loss 0.647810697555542
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6968734310223506 Epoch 0: val loss 0.7146956324577332 Epoch 1: train loss 0.658598033281473 Epoch 1: val loss 0.7169985175132751 Epoch 2: train loss 0.6509645122748154 Epoch 2: val loss 0.7162649035453796 Epoch 3: train loss 0.6339326225794278 Epoch 3: val loss 0.7137036323547363 Epoch 4: train loss 0.6162696526600764 Epoch 4: val loss 0.7215038537979126 Epoch 5: train loss 0.5890715764119074 Epoch 5: val loss 0.7225212454795837 Epoch 6: train loss 0.5959771160896008 Epoch 6: val loss 0.7307586669921875 Epoch 7: train loss 0.575587238256748 Epoch 7: val loss 0.7384420037269592 Epoch 8: train loss 0.5711003771195045 Epoch 8: val loss 0.7348647117614746 Epoch 9: train loss 0.564299626992299 Epoch 9: val loss 0.7614102363586426 Epoch 10: train loss 0.5439733037581811 Epoch 10: val loss 0.7793728709220886 Epoch 11: train loss 0.5443813961285812 Epoch 11: val loss 0.784060001373291 Epoch 12: train loss 0.5426168900269729 Epoch 12: val loss 0.7822688221931458 Epoch 13: train loss 0.5239231976178976 Epoch 13: val loss 0.7939538955688477 Epoch 14: train loss 0.5212504267692566 Epoch 14: val loss 0.8207952976226807 Epoch 15: train loss 0.5425513134552882 Epoch 15: val loss 0.8108556866645813 Epoch 16: train loss 0.5072447840984051 Epoch 16: val loss 0.821533739566803 Epoch 17: train loss 0.5129798169319446 Epoch 17: val loss 0.8243635296821594 Epoch 18: train loss 0.4976654648780823 Epoch 18: val loss 0.801167368888855 Epoch 19: train loss 0.4882134818113767 Epoch 19: val loss 0.8499091267585754 Epoch 20: train loss 0.49955087900161743 Epoch 20: val loss 0.8168362379074097 Epoch 21: train loss 0.48342413627184355 Epoch 21: val loss 0.8326016068458557 Epoch 22: train loss 0.48252805379720837 Epoch 22: val loss 0.8262579441070557 Epoch 23: train loss 0.4508659541606903 Epoch 23: val loss 0.8979355096817017 Epoch 24: train loss 0.48023503101789033 Epoch 24: val loss 0.854261040687561
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6909648225857661 Epoch 0: val loss 0.678787350654602 Epoch 1: train loss 0.6771805790754465 Epoch 1: val loss 0.673362672328949 Epoch 2: train loss 0.6609300191585834 Epoch 2: val loss 0.6652560830116272 Epoch 3: train loss 0.6517198315033546 Epoch 3: val loss 0.6582240462303162 Epoch 4: train loss 0.6393051101611211 Epoch 4: val loss 0.6518080830574036 Epoch 5: train loss 0.6254949294603788 Epoch 5: val loss 0.6544074416160583 Epoch 6: train loss 0.6149258338488065 Epoch 6: val loss 0.6498398184776306 Epoch 7: train loss 0.6067337989807129 Epoch 7: val loss 0.6412134170532227 Epoch 8: train loss 0.5973536922381475 Epoch 8: val loss 0.643007755279541 Epoch 9: train loss 0.5690444914194254 Epoch 9: val loss 0.6468096971511841 Epoch 10: train loss 0.5774156863872821 Epoch 10: val loss 0.6478197574615479 Epoch 11: train loss 0.5915720669122843 Epoch 11: val loss 0.6366135478019714 Epoch 12: train loss 0.569525957107544 Epoch 12: val loss 0.6549395322799683 Epoch 13: train loss 0.5556484094032874 Epoch 13: val loss 0.6417173147201538 Epoch 14: train loss 0.5602192580699921 Epoch 14: val loss 0.6400065422058105 Epoch 15: train loss 0.5632573985136472 Epoch 15: val loss 0.64982670545578 Epoch 16: train loss 0.5475990038651687 Epoch 16: val loss 0.6430906057357788 Epoch 17: train loss 0.5189962410009824 Epoch 17: val loss 0.6309183835983276 Epoch 18: train loss 0.5501319078298715 Epoch 18: val loss 0.6499382853507996 Epoch 19: train loss 0.5443413739021008 Epoch 19: val loss 0.6247476935386658 Epoch 20: train loss 0.5375980872374314 Epoch 20: val loss 0.6316118836402893 Epoch 21: train loss 0.5334666921542242 Epoch 21: val loss 0.6485649347305298 Epoch 22: train loss 0.5128650000462165 Epoch 22: val loss 0.6561474204063416 Epoch 23: train loss 0.5206102981017187 Epoch 23: val loss 0.6246637105941772 Epoch 24: train loss 0.4994485630438878 Epoch 24: val loss 0.6527113914489746
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690456723465639 Epoch 0: val loss 0.6881319284439087 Epoch 1: train loss 0.6699262436698464 Epoch 1: val loss 0.6657128930091858 Epoch 2: train loss 0.642950531314401 Epoch 2: val loss 0.6529695987701416 Epoch 3: train loss 0.6242293820661657 Epoch 3: val loss 0.6434848308563232 Epoch 4: train loss 0.6300059872515061 Epoch 4: val loss 0.6463939547538757 Epoch 5: train loss 0.6097420418963713 Epoch 5: val loss 0.653926432132721 Epoch 6: train loss 0.6069941362913918 Epoch 6: val loss 0.6491989493370056 Epoch 7: train loss 0.5871153543977177 Epoch 7: val loss 0.6486765742301941 Epoch 8: train loss 0.5748453596059013 Epoch 8: val loss 0.649220883846283 Epoch 9: train loss 0.5794758270768559 Epoch 9: val loss 0.6497721672058105 Epoch 10: train loss 0.5702107127975015 Epoch 10: val loss 0.6516068577766418 Epoch 11: train loss 0.5680781182120828 Epoch 11: val loss 0.6738151907920837 Epoch 12: train loss 0.5554646586670595 Epoch 12: val loss 0.6799958348274231 Epoch 13: train loss 0.5509487723602968 Epoch 13: val loss 0.6763153672218323 Epoch 14: train loss 0.5520242382498348 Epoch 14: val loss 0.6785145998001099 Epoch 15: train loss 0.5428608778645011 Epoch 15: val loss 0.6973550915718079
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7133255749940872 Epoch 0: val loss 0.7025163173675537 Epoch 1: train loss 0.6807360102732977 Epoch 1: val loss 0.7074388265609741 Epoch 2: train loss 0.6716575423876444 Epoch 2: val loss 0.7033699750900269 Epoch 3: train loss 0.6695663084586462 Epoch 3: val loss 0.7017361521720886 Epoch 4: train loss 0.6679019182920456 Epoch 4: val loss 0.7054187059402466 Epoch 5: train loss 0.6656120171149572 Epoch 5: val loss 0.7040335536003113 Epoch 6: train loss 0.6666870911916097 Epoch 6: val loss 0.7039399147033691 Epoch 7: train loss 0.6414488355318705 Epoch 7: val loss 0.6975517272949219 Epoch 8: train loss 0.6376800586779913 Epoch 8: val loss 0.7002050280570984 Epoch 9: train loss 0.6452322204907736 Epoch 9: val loss 0.6901446580886841 Epoch 10: train loss 0.6334052979946136 Epoch 10: val loss 0.6867026090621948 Epoch 11: train loss 0.6233620941638947 Epoch 11: val loss 0.6856314539909363 Epoch 12: train loss 0.6272526979446411 Epoch 12: val loss 0.6831069588661194 Epoch 13: train loss 0.6153021901845932 Epoch 13: val loss 0.6847631931304932 Epoch 14: train loss 0.6199181179205576 Epoch 14: val loss 0.6851203441619873 Epoch 15: train loss 0.612542932232221 Epoch 15: val loss 0.6880893111228943 Epoch 16: train loss 0.6251275663574537 Epoch 16: val loss 0.678557276725769 Epoch 17: train loss 0.604843666156133 Epoch 17: val loss 0.6773455142974854 Epoch 18: train loss 0.6096664269765218 Epoch 18: val loss 0.6813475489616394 Epoch 19: train loss 0.593428281446298 Epoch 19: val loss 0.6888683438301086 Epoch 20: train loss 0.5812630479534467 Epoch 20: val loss 0.6850190162658691 Epoch 21: train loss 0.5815361936887106 Epoch 21: val loss 0.6883233189582825 Epoch 22: train loss 0.5720325286189715 Epoch 22: val loss 0.6893430352210999 Epoch 23: train loss 0.5834709505240122 Epoch 23: val loss 0.6850413084030151 Epoch 24: train loss 0.570586159825325 Epoch 24: val loss 0.6920137405395508
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7042409777641296 Epoch 0: val loss 0.6893126964569092 Epoch 1: train loss 0.6804859141508738 Epoch 1: val loss 0.6951937675476074 Epoch 2: train loss 0.6708268572886785 Epoch 2: val loss 0.6880627274513245 Epoch 3: train loss 0.6568041642506918 Epoch 3: val loss 0.6867532134056091 Epoch 4: train loss 0.657099594672521 Epoch 4: val loss 0.6875631213188171 Epoch 5: train loss 0.6567944089571635 Epoch 5: val loss 0.676616907119751 Epoch 6: train loss 0.6350961377223333 Epoch 6: val loss 0.6797110438346863 Epoch 7: train loss 0.6417942593495051 Epoch 7: val loss 0.6828551888465881 Epoch 8: train loss 0.6331716179847717 Epoch 8: val loss 0.6839171051979065 Epoch 9: train loss 0.629523570338885 Epoch 9: val loss 0.6744428277015686 Epoch 10: train loss 0.6153339346249899 Epoch 10: val loss 0.6728575825691223 Epoch 11: train loss 0.6086814552545547 Epoch 11: val loss 0.6887708306312561 Epoch 12: train loss 0.6021237472693125 Epoch 12: val loss 0.6877590417861938 Epoch 13: train loss 0.5905808309713999 Epoch 13: val loss 0.689207911491394 Epoch 14: train loss 0.5994734913110733 Epoch 14: val loss 0.7049056887626648 Epoch 15: train loss 0.5734511961539587 Epoch 15: val loss 0.7086354494094849 Epoch 16: train loss 0.5634638567765554 Epoch 16: val loss 0.6910881400108337 Epoch 17: train loss 0.5650361205140749 Epoch 17: val loss 0.7311899662017822 Epoch 18: train loss 0.5844937041401863 Epoch 18: val loss 0.7090414762496948 Epoch 19: train loss 0.5574788550535837 Epoch 19: val loss 0.7254402041435242 Epoch 20: train loss 0.558214026192824 Epoch 20: val loss 0.7328512668609619 Epoch 21: train loss 0.5473467856645584 Epoch 21: val loss 0.7325955629348755 Epoch 22: train loss 0.5200137247641882 Epoch 22: val loss 0.7411708235740662 Epoch 23: train loss 0.5281000261505445 Epoch 23: val loss 0.7515428066253662 Epoch 24: train loss 0.5099986717104912 Epoch 24: val loss 0.7280133962631226
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7037013570467631 Epoch 0: val loss 0.6940574049949646 Epoch 1: train loss 0.6775397956371307 Epoch 1: val loss 0.6877592206001282 Epoch 2: train loss 0.6695949733257294 Epoch 2: val loss 0.684505045413971 Epoch 3: train loss 0.6555117319027582 Epoch 3: val loss 0.6835663318634033 Epoch 4: train loss 0.655704528093338 Epoch 4: val loss 0.686145007610321 Epoch 5: train loss 0.6492599000533422 Epoch 5: val loss 0.689975917339325 Epoch 6: train loss 0.6334331134955088 Epoch 6: val loss 0.6957098245620728 Epoch 7: train loss 0.6380228151877722 Epoch 7: val loss 0.699120283126831 Epoch 8: train loss 0.642671803633372 Epoch 8: val loss 0.6985356211662292 Epoch 9: train loss 0.6295787344376246 Epoch 9: val loss 0.7052220702171326 Epoch 10: train loss 0.6278559863567352 Epoch 10: val loss 0.7081489562988281 Epoch 11: train loss 0.6162372132142385 Epoch 11: val loss 0.7108444571495056 Epoch 12: train loss 0.6160961886247 Epoch 12: val loss 0.7172481417655945 Epoch 13: train loss 0.6074908425410589 Epoch 13: val loss 0.7250553369522095 Epoch 14: train loss 0.5987670371929804 Epoch 14: val loss 0.7364054322242737 Epoch 15: train loss 0.6019169439872106 Epoch 15: val loss 0.7359480857849121 Epoch 16: train loss 0.5990114559729894 Epoch 16: val loss 0.7431076169013977 Epoch 17: train loss 0.6028816923499107 Epoch 17: val loss 0.7435945272445679 Epoch 18: train loss 0.5954628686110178 Epoch 18: val loss 0.7403244376182556 Epoch 19: train loss 0.5975458572308222 Epoch 19: val loss 0.7469991445541382 Epoch 20: train loss 0.5934573809305826 Epoch 20: val loss 0.7489902377128601 Epoch 21: train loss 0.592396135131518 Epoch 21: val loss 0.7560581564903259 Epoch 22: train loss 0.5807043512662252 Epoch 22: val loss 0.7489455342292786 Epoch 23: train loss 0.5521856993436813 Epoch 23: val loss 0.7584573030471802 Epoch 24: train loss 0.5595805272459984 Epoch 24: val loss 0.7688486576080322
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7032045175631841 Epoch 0: val loss 0.6951901316642761 Epoch 1: train loss 0.6825563510258993 Epoch 1: val loss 0.6919956803321838 Epoch 2: train loss 0.6657150288422903 Epoch 2: val loss 0.6945807933807373 Epoch 3: train loss 0.6643463472525278 Epoch 3: val loss 0.6932049989700317 Epoch 4: train loss 0.6589209586381912 Epoch 4: val loss 0.6954004764556885 Epoch 5: train loss 0.6353865712881088 Epoch 5: val loss 0.7044476270675659 Epoch 6: train loss 0.6443199614683787 Epoch 6: val loss 0.7100304961204529 Epoch 7: train loss 0.6344417631626129 Epoch 7: val loss 0.7108134031295776 Epoch 8: train loss 0.6305346339941025 Epoch 8: val loss 0.708105206489563 Epoch 9: train loss 0.6303431789080302 Epoch 9: val loss 0.7140454053878784 Epoch 10: train loss 0.6188603887955347 Epoch 10: val loss 0.7074775099754333 Epoch 11: train loss 0.6232214719057083 Epoch 11: val loss 0.7072159647941589 Epoch 12: train loss 0.6034096231063207 Epoch 12: val loss 0.7088655829429626 Epoch 13: train loss 0.6259295791387558 Epoch 13: val loss 0.7186058163642883 Epoch 14: train loss 0.6178661733865738 Epoch 14: val loss 0.7019146084785461 Epoch 15: train loss 0.6036727080742518 Epoch 15: val loss 0.7090154886245728 Epoch 16: train loss 0.6160704245169958 Epoch 16: val loss 0.7040496468544006 Epoch 17: train loss 0.5944540500640869 Epoch 17: val loss 0.7037663459777832 Epoch 18: train loss 0.5980991174777349 Epoch 18: val loss 0.7052913308143616 Epoch 19: train loss 0.5867216661572456 Epoch 19: val loss 0.7114248871803284 Epoch 20: train loss 0.6008450761437416 Epoch 20: val loss 0.7001193761825562 Epoch 21: train loss 0.5779300034046173 Epoch 21: val loss 0.7048496007919312 Epoch 22: train loss 0.5745700498421987 Epoch 22: val loss 0.7046278715133667 Epoch 23: train loss 0.5711183473467827 Epoch 23: val loss 0.6991050243377686 Epoch 24: train loss 0.5843243549267451 Epoch 24: val loss 0.7056077122688293
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.682435654103756 Epoch 0: val loss 0.6642343997955322 Epoch 1: train loss 0.6690450049936771 Epoch 1: val loss 0.6554580926895142 Epoch 2: train loss 0.6666256114840508 Epoch 2: val loss 0.6510800719261169 Epoch 3: train loss 0.6605998575687408 Epoch 3: val loss 0.6527260541915894 Epoch 4: train loss 0.6507278718054295 Epoch 4: val loss 0.6581868529319763 Epoch 5: train loss 0.6474470160901546 Epoch 5: val loss 0.6545180678367615 Epoch 6: train loss 0.6396365165710449 Epoch 6: val loss 0.6533452272415161 Epoch 7: train loss 0.6367680765688419 Epoch 7: val loss 0.6603471636772156 Epoch 8: train loss 0.6189585663378239 Epoch 8: val loss 0.6681740283966064 Epoch 9: train loss 0.6092524044215679 Epoch 9: val loss 0.6745743751525879 Epoch 10: train loss 0.6062694787979126 Epoch 10: val loss 0.6802284717559814 Epoch 11: train loss 0.6034235209226608 Epoch 11: val loss 0.6829034686088562 Epoch 12: train loss 0.6020591240376234 Epoch 12: val loss 0.6885063648223877 Epoch 13: train loss 0.5948805101215839 Epoch 13: val loss 0.6986435651779175 Epoch 14: train loss 0.597606435418129 Epoch 14: val loss 0.6998093724250793
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
23 Epoch 0: train loss 0.676481476851872 Epoch 0: val loss 0.6646721363067627 Epoch 1: train loss 0.6284953015191215 Epoch 1: val loss 0.6411867737770081 Epoch 2: train loss 0.5909090638160706 Epoch 2: val loss 0.6276530623435974 Epoch 3: train loss 0.588984455381121 Epoch 3: val loss 0.6172475814819336 Epoch 4: train loss 0.5453099608421326 Epoch 4: val loss 0.610295295715332 Epoch 5: train loss 0.5670136937073299 Epoch 5: val loss 0.6067502498626709 Epoch 6: train loss 0.5595142458166394 Epoch 6: val loss 0.6071822047233582 Epoch 7: train loss 0.5346889027527401 Epoch 7: val loss 0.610148012638092 Epoch 8: train loss 0.5358716675213405 Epoch 8: val loss 0.6094505190849304 Epoch 9: train loss 0.5571945437363216 Epoch 9: val loss 0.6106963157653809 Epoch 10: train loss 0.5487973349434989 Epoch 10: val loss 0.6163731217384338 Epoch 11: train loss 0.49098195348467144 Epoch 11: val loss 0.6220192313194275 Epoch 12: train loss 0.4770370977265494 Epoch 12: val loss 0.6226956844329834 Epoch 13: train loss 0.487794360944203 Epoch 13: val loss 0.6273085474967957 Epoch 14: train loss 0.4924436892781939 Epoch 14: val loss 0.6350455284118652 Epoch 15: train loss 0.46442445686885286 Epoch 15: val loss 0.647142231464386 Epoch 16: train loss 0.4697477008615221 Epoch 16: val loss 0.6522960662841797 Epoch 17: train loss 0.41753792124135153 Epoch 17: val loss 0.6555229425430298 Epoch 18: train loss 0.41291882736342295 Epoch 18: val loss 0.6695626974105835 Epoch 19: train loss 0.4435311598437173 Epoch 19: val loss 0.6794813275337219 Epoch 20: train loss 0.47947585582733154 Epoch 20: val loss 0.6825301647186279 Epoch 21: train loss 0.4445260635444096 Epoch 21: val loss 0.685684084892273 Epoch 22: train loss 0.4191118265901293 Epoch 22: val loss 0.6881042718887329 Epoch 23: train loss 0.44059201223509653 Epoch 23: val loss 0.6991592049598694 Epoch 24: train loss 0.39294550248554777 Epoch 24: val loss 0.7108113765716553
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6954911266054425 Epoch 0: val loss 0.6444706916809082 Epoch 1: train loss 0.6085137554577419 Epoch 1: val loss 0.6217089891433716 Epoch 2: train loss 0.5754668457167489 Epoch 2: val loss 0.597640872001648 Epoch 3: train loss 0.5318482135023389 Epoch 3: val loss 0.5826922059059143 Epoch 4: train loss 0.5642679929733276 Epoch 4: val loss 0.5811226963996887 Epoch 5: train loss 0.5266631245613098 Epoch 5: val loss 0.5795086026191711 Epoch 6: train loss 0.5711476504802704 Epoch 6: val loss 0.5797073841094971 Epoch 7: train loss 0.5029823226588113 Epoch 7: val loss 0.5758529305458069 Epoch 8: train loss 0.5196437580244881 Epoch 8: val loss 0.5750420093536377 Epoch 9: train loss 0.5219941990716117 Epoch 9: val loss 0.5694457292556763 Epoch 10: train loss 0.5124345379216331 Epoch 10: val loss 0.5686179399490356 Epoch 11: train loss 0.4952748545578548 Epoch 11: val loss 0.5823888778686523 Epoch 12: train loss 0.49387454986572266 Epoch 12: val loss 0.5707659125328064 Epoch 13: train loss 0.4650826709611075 Epoch 13: val loss 0.571497917175293 Epoch 14: train loss 0.4810091384819576 Epoch 14: val loss 0.5684481263160706 Epoch 15: train loss 0.4969462071146284 Epoch 15: val loss 0.5632375478744507 Epoch 16: train loss 0.4755260561193739 Epoch 16: val loss 0.5659735202789307 Epoch 17: train loss 0.4666952022484371 Epoch 17: val loss 0.5563351511955261 Epoch 18: train loss 0.5119481469903674 Epoch 18: val loss 0.5537513494491577 Epoch 19: train loss 0.4322658968823297 Epoch 19: val loss 0.5337862372398376 Epoch 20: train loss 0.43452046385833193 Epoch 20: val loss 0.5351368188858032 Epoch 21: train loss 0.5004479842526572 Epoch 21: val loss 0.5342556238174438 Epoch 22: train loss 0.4603465752942221 Epoch 22: val loss 0.5428844690322876 Epoch 23: train loss 0.4776510553700583 Epoch 23: val loss 0.544818103313446 Epoch 24: train loss 0.43350846426827566 Epoch 24: val loss 0.5445751547813416
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6471971017973763 Epoch 0: val loss 0.6083949208259583 Epoch 1: train loss 0.6277233362197876 Epoch 1: val loss 0.5862277150154114 Epoch 2: train loss 0.5756300389766693 Epoch 2: val loss 0.5814060568809509 Epoch 3: train loss 0.6036730068070548 Epoch 3: val loss 0.5797454714775085 Epoch 4: train loss 0.5421295847211566 Epoch 4: val loss 0.5776152014732361 Epoch 5: train loss 0.5065140681607383 Epoch 5: val loss 0.57539963722229 Epoch 6: train loss 0.5200667125838143 Epoch 6: val loss 0.5733669400215149 Epoch 7: train loss 0.5036224297114781 Epoch 7: val loss 0.5749760866165161 Epoch 8: train loss 0.4936913933072771 Epoch 8: val loss 0.5748735070228577 Epoch 9: train loss 0.55423817890031 Epoch 9: val loss 0.5714305639266968 Epoch 10: train loss 0.4669464613710131 Epoch 10: val loss 0.5662590861320496 Epoch 11: train loss 0.4879431979996817 Epoch 11: val loss 0.5660872459411621 Epoch 12: train loss 0.4915321554456438 Epoch 12: val loss 0.5722030401229858 Epoch 13: train loss 0.47774759360722135 Epoch 13: val loss 0.5797646045684814 Epoch 14: train loss 0.4909260741301945 Epoch 14: val loss 0.5820069909095764 Epoch 15: train loss 0.4556388854980469 Epoch 15: val loss 0.5870140790939331 Epoch 16: train loss 0.46507555672100614 Epoch 16: val loss 0.5912661552429199 Epoch 17: train loss 0.4696517160960606 Epoch 17: val loss 0.5903041362762451 Epoch 18: train loss 0.43404287099838257 Epoch 18: val loss 0.5930822491645813 Epoch 19: train loss 0.47464668325015474 Epoch 19: val loss 0.599295437335968 Epoch 20: train loss 0.45201584696769714 Epoch 20: val loss 0.6125412583351135 Epoch 21: train loss 0.4345190610204424 Epoch 21: val loss 0.6110824346542358 Epoch 22: train loss 0.4558735064097813 Epoch 22: val loss 0.6087799072265625 Epoch 23: train loss 0.42224701813289095 Epoch 23: val loss 0.6119162440299988 Epoch 24: train loss 0.4491127686841147 Epoch 24: val loss 0.6125253438949585
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6788674933569772 Epoch 0: val loss 0.6325073838233948 Epoch 1: train loss 0.6447862897600446 Epoch 1: val loss 0.6067779064178467 Epoch 2: train loss 0.5965456111090524 Epoch 2: val loss 0.587989866733551 Epoch 3: train loss 0.5884318394320351 Epoch 3: val loss 0.5817861557006836 Epoch 4: train loss 0.5442976483276912 Epoch 4: val loss 0.5820633172988892 Epoch 5: train loss 0.6026034355163574 Epoch 5: val loss 0.585628092288971 Epoch 6: train loss 0.5173529769693103 Epoch 6: val loss 0.5959519147872925 Epoch 7: train loss 0.5299335036958966 Epoch 7: val loss 0.5966838002204895 Epoch 8: train loss 0.5662203899451664 Epoch 8: val loss 0.5904992818832397 Epoch 9: train loss 0.5033754408359528 Epoch 9: val loss 0.5899589657783508 Epoch 10: train loss 0.5133428743907383 Epoch 10: val loss 0.5942418575286865 Epoch 11: train loss 0.5251641060624804 Epoch 11: val loss 0.599601149559021 Epoch 12: train loss 0.529623521225793 Epoch 12: val loss 0.6011871099472046 Epoch 13: train loss 0.5210418488298144 Epoch 13: val loss 0.5947229862213135 Epoch 14: train loss 0.4992148152419499 Epoch 14: val loss 0.600215494632721 Epoch 15: train loss 0.4746177451951163 Epoch 15: val loss 0.602735698223114 Epoch 16: train loss 0.4837833046913147 Epoch 16: val loss 0.6086472868919373 Epoch 17: train loss 0.5268391753946032 Epoch 17: val loss 0.6170504093170166 Epoch 18: train loss 0.4784987526280539 Epoch 18: val loss 0.614464282989502 Epoch 19: train loss 0.46656586868422373 Epoch 19: val loss 0.6117282509803772 Epoch 20: train loss 0.5007639867918832 Epoch 20: val loss 0.6072189211845398 Epoch 21: train loss 0.42178756637232645 Epoch 21: val loss 0.6143847107887268 Epoch 22: train loss 0.48505328808512005 Epoch 22: val loss 0.6244279742240906 Epoch 23: train loss 0.45916768482753206 Epoch 23: val loss 0.6374993920326233 Epoch 24: train loss 0.45783511655671255 Epoch 24: val loss 0.6297337412834167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6825754443804423 Epoch 0: val loss 0.6000548601150513 Epoch 1: train loss 0.6164446075757345 Epoch 1: val loss 0.5916769504547119 Epoch 2: train loss 0.5745789971616533 Epoch 2: val loss 0.5946566462516785 Epoch 3: train loss 0.5717660056220161 Epoch 3: val loss 0.5902489423751831 Epoch 4: train loss 0.5284592575497098 Epoch 4: val loss 0.5980592966079712 Epoch 5: train loss 0.5237712793880038 Epoch 5: val loss 0.6031352877616882 Epoch 6: train loss 0.509947849644555 Epoch 6: val loss 0.6241954565048218 Epoch 7: train loss 0.53530439403322 Epoch 7: val loss 0.6280999183654785 Epoch 8: train loss 0.5816927850246429 Epoch 8: val loss 0.6341536641120911 Epoch 9: train loss 0.5333941876888275 Epoch 9: val loss 0.6279169917106628
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.667311541736126 Epoch 0: val loss 0.6480798125267029 Epoch 1: train loss 0.5978001803159714 Epoch 1: val loss 0.6017881631851196 Epoch 2: train loss 0.5542559996247292 Epoch 2: val loss 0.5621122717857361 Epoch 3: train loss 0.5254667401313782 Epoch 3: val loss 0.5395613312721252 Epoch 4: train loss 0.5075819827616215 Epoch 4: val loss 0.5345370173454285 Epoch 5: train loss 0.48222721368074417 Epoch 5: val loss 0.5373252034187317 Epoch 6: train loss 0.48800724372267723 Epoch 6: val loss 0.5303503274917603 Epoch 7: train loss 0.4682544618844986 Epoch 7: val loss 0.5275512933731079 Epoch 8: train loss 0.4622219353914261 Epoch 8: val loss 0.5333495736122131 Epoch 9: train loss 0.4553880877792835 Epoch 9: val loss 0.5473254323005676 Epoch 10: train loss 0.45742296054959297 Epoch 10: val loss 0.5356797575950623 Epoch 11: train loss 0.41324522346258163 Epoch 11: val loss 0.5350129008293152 Epoch 12: train loss 0.41367030143737793 Epoch 12: val loss 0.544306218624115 Epoch 13: train loss 0.42126550897955894 Epoch 13: val loss 0.5538843274116516 Epoch 14: train loss 0.39961592853069305 Epoch 14: val loss 0.550851047039032 Epoch 15: train loss 0.4174514338374138 Epoch 15: val loss 0.5386255979537964 Epoch 16: train loss 0.40942444279789925 Epoch 16: val loss 0.548916757106781 Epoch 17: train loss 0.39645785093307495 Epoch 17: val loss 0.551559329032898 Epoch 18: train loss 0.3923346921801567 Epoch 18: val loss 0.5542826652526855 Epoch 19: train loss 0.3729490004479885 Epoch 19: val loss 0.5483800172805786 Epoch 20: train loss 0.3848699629306793 Epoch 20: val loss 0.5476289987564087 Epoch 21: train loss 0.364237442612648 Epoch 21: val loss 0.5431567430496216 Epoch 22: train loss 0.36899166740477085 Epoch 22: val loss 0.549048125743866 Epoch 23: train loss 0.3588307723402977 Epoch 23: val loss 0.5513424277305603 Epoch 24: train loss 0.3480230253189802 Epoch 24: val loss 0.5667510628700256
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6613396853208542 Epoch 0: val loss 0.6334943771362305 Epoch 1: train loss 0.6071837469935417 Epoch 1: val loss 0.5926069021224976 Epoch 2: train loss 0.5616127736866474 Epoch 2: val loss 0.562521755695343 Epoch 3: train loss 0.518186517059803 Epoch 3: val loss 0.5471428036689758 Epoch 4: train loss 0.4952542930841446 Epoch 4: val loss 0.5392653942108154 Epoch 5: train loss 0.508507676422596 Epoch 5: val loss 0.5336961150169373 Epoch 6: train loss 0.49193523824214935 Epoch 6: val loss 0.5319039225578308 Epoch 7: train loss 0.4713464379310608 Epoch 7: val loss 0.5339468717575073 Epoch 8: train loss 0.4828246906399727 Epoch 8: val loss 0.5407952070236206 Epoch 9: train loss 0.46482784673571587 Epoch 9: val loss 0.5458298325538635 Epoch 10: train loss 0.4660760760307312 Epoch 10: val loss 0.5440676808357239 Epoch 11: train loss 0.4590781442821026 Epoch 11: val loss 0.5420577526092529 Epoch 12: train loss 0.4484557546675205 Epoch 12: val loss 0.5385068655014038 Epoch 13: train loss 0.4465690776705742 Epoch 13: val loss 0.5433298945426941 Epoch 14: train loss 0.44046931713819504 Epoch 14: val loss 0.5402612090110779 Epoch 15: train loss 0.42368771508336067 Epoch 15: val loss 0.5443163514137268 Epoch 16: train loss 0.4399833492934704 Epoch 16: val loss 0.539783775806427 Epoch 17: train loss 0.41009363904595375 Epoch 17: val loss 0.5354694724082947 Epoch 18: train loss 0.43666598573327065 Epoch 18: val loss 0.544301450252533 Epoch 19: train loss 0.420597855001688 Epoch 19: val loss 0.5528326630592346 Epoch 20: train loss 0.4019629582762718 Epoch 20: val loss 0.5515132546424866 Epoch 21: train loss 0.3905237689614296 Epoch 21: val loss 0.5487110614776611 Epoch 22: train loss 0.3546553775668144 Epoch 22: val loss 0.5563459992408752 Epoch 23: train loss 0.383520420640707 Epoch 23: val loss 0.5677602291107178 Epoch 24: train loss 0.3826519697904587 Epoch 24: val loss 0.5649420619010925
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6640089079737663 Epoch 0: val loss 0.6380361318588257 Epoch 1: train loss 0.6034063249826431 Epoch 1: val loss 0.602665901184082 Epoch 2: train loss 0.5561607554554939 Epoch 2: val loss 0.5650953054428101 Epoch 3: train loss 0.5126713067293167 Epoch 3: val loss 0.5466992259025574 Epoch 4: train loss 0.49717162176966667 Epoch 4: val loss 0.5336001515388489 Epoch 5: train loss 0.47098081558942795 Epoch 5: val loss 0.5272219181060791 Epoch 6: train loss 0.46952396631240845 Epoch 6: val loss 0.5249561667442322 Epoch 7: train loss 0.4633449390530586 Epoch 7: val loss 0.5230326652526855 Epoch 8: train loss 0.4674197919666767 Epoch 8: val loss 0.5193743705749512 Epoch 9: train loss 0.43999385088682175 Epoch 9: val loss 0.5300285816192627 Epoch 10: train loss 0.43692441284656525 Epoch 10: val loss 0.5261795520782471 Epoch 11: train loss 0.42695095017552376 Epoch 11: val loss 0.5209392309188843 Epoch 12: train loss 0.42630240321159363 Epoch 12: val loss 0.517629861831665 Epoch 13: train loss 0.42219604179263115 Epoch 13: val loss 0.5323228240013123 Epoch 14: train loss 0.41713601537048817 Epoch 14: val loss 0.5202932357788086 Epoch 15: train loss 0.41322036460042 Epoch 15: val loss 0.5339840054512024 Epoch 16: train loss 0.40309310145676136 Epoch 16: val loss 0.5312774777412415 Epoch 17: train loss 0.39267823100090027 Epoch 17: val loss 0.5229232907295227 Epoch 18: train loss 0.3682804424315691 Epoch 18: val loss 0.5182377696037292 Epoch 19: train loss 0.37597329542040825 Epoch 19: val loss 0.5060080289840698 Epoch 20: train loss 0.3662872947752476 Epoch 20: val loss 0.4981532394886017 Epoch 21: train loss 0.3723888322710991 Epoch 21: val loss 0.5079240202903748 Epoch 22: train loss 0.3538656271994114 Epoch 22: val loss 0.5128072500228882 Epoch 23: train loss 0.34862849675118923 Epoch 23: val loss 0.5159069895744324 Epoch 24: train loss 0.34356457367539406 Epoch 24: val loss 0.5187506079673767
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6833085268735886 Epoch 0: val loss 0.6265302300453186 Epoch 1: train loss 0.6128443628549576 Epoch 1: val loss 0.5871812701225281 Epoch 2: train loss 0.5649334117770195 Epoch 2: val loss 0.5520111918449402 Epoch 3: train loss 0.5288001447916031 Epoch 3: val loss 0.5285069346427917 Epoch 4: train loss 0.508141677826643 Epoch 4: val loss 0.523135781288147 Epoch 5: train loss 0.5047904960811138 Epoch 5: val loss 0.5329378247261047 Epoch 6: train loss 0.4931463673710823 Epoch 6: val loss 0.5357364416122437 Epoch 7: train loss 0.46834948286414146 Epoch 7: val loss 0.5367996692657471 Epoch 8: train loss 0.48077018558979034 Epoch 8: val loss 0.5432723164558411 Epoch 9: train loss 0.4826515018939972 Epoch 9: val loss 0.540826678276062 Epoch 10: train loss 0.47219417989254 Epoch 10: val loss 0.5394392609596252 Epoch 11: train loss 0.4432244226336479 Epoch 11: val loss 0.547929584980011 Epoch 12: train loss 0.4574088416993618 Epoch 12: val loss 0.5463324785232544 Epoch 13: train loss 0.4645472466945648 Epoch 13: val loss 0.5546411871910095 Epoch 14: train loss 0.4342338554561138 Epoch 14: val loss 0.5448900461196899 Epoch 15: train loss 0.4224407523870468 Epoch 15: val loss 0.5555843114852905 Epoch 16: train loss 0.42571015655994415 Epoch 16: val loss 0.5456511974334717 Epoch 17: train loss 0.4336269870400429 Epoch 17: val loss 0.5483849048614502 Epoch 18: train loss 0.4261142760515213 Epoch 18: val loss 0.5603011250495911 Epoch 19: train loss 0.4265534244477749 Epoch 19: val loss 0.5623210072517395 Epoch 20: train loss 0.4173428453505039 Epoch 20: val loss 0.564651608467102 Epoch 21: train loss 0.4152449946850538 Epoch 21: val loss 0.5538449883460999 Epoch 22: train loss 0.3795049749314785 Epoch 22: val loss 0.5429210066795349 Epoch 23: train loss 0.39515502378344536 Epoch 23: val loss 0.5411180853843689 Epoch 24: train loss 0.3802581876516342 Epoch 24: val loss 0.560011625289917
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6425213976339861 Epoch 0: val loss 0.6277323961257935 Epoch 1: train loss 0.5496816255829551 Epoch 1: val loss 0.5821061134338379 Epoch 2: train loss 0.5159339823506095 Epoch 2: val loss 0.5457628965377808 Epoch 3: train loss 0.5022690892219543 Epoch 3: val loss 0.5325795412063599 Epoch 4: train loss 0.4879436872222207 Epoch 4: val loss 0.5270684957504272 Epoch 5: train loss 0.49096727100285614 Epoch 5: val loss 0.5220593810081482 Epoch 6: train loss 0.4872323355891488 Epoch 6: val loss 0.5261749029159546 Epoch 7: train loss 0.47707745974714105 Epoch 7: val loss 0.520213782787323 Epoch 8: train loss 0.45700170506130566 Epoch 8: val loss 0.5198372602462769 Epoch 9: train loss 0.4432853135195645 Epoch 9: val loss 0.509335458278656 Epoch 10: train loss 0.4605194384401495 Epoch 10: val loss 0.5110947489738464 Epoch 11: train loss 0.42713009227405896 Epoch 11: val loss 0.5092111229896545 Epoch 12: train loss 0.42770786718888715 Epoch 12: val loss 0.5140083432197571 Epoch 13: train loss 0.4255503876642747 Epoch 13: val loss 0.5205950736999512 Epoch 14: train loss 0.4044125012376092 Epoch 14: val loss 0.5152552127838135 Epoch 15: train loss 0.4178960052403537 Epoch 15: val loss 0.5242701172828674 Epoch 16: train loss 0.40226057307286694 Epoch 16: val loss 0.5329687595367432 Epoch 17: train loss 0.3950970579277385 Epoch 17: val loss 0.5322014093399048 Epoch 18: train loss 0.4065018052404577 Epoch 18: val loss 0.5406666994094849 Epoch 19: train loss 0.40615490078926086 Epoch 19: val loss 0.5257978439331055 Epoch 20: train loss 0.39284173196012323 Epoch 20: val loss 0.5315383076667786 Epoch 21: train loss 0.4142160713672638 Epoch 21: val loss 0.5425101518630981
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6388826549053193 Epoch 0: val loss 0.5854630470275879 Epoch 1: train loss 0.5629800438880921 Epoch 1: val loss 0.559596061706543 Epoch 2: train loss 0.5438133686780929 Epoch 2: val loss 0.5338271856307983 Epoch 3: train loss 0.5214695513248444 Epoch 3: val loss 0.5242154598236084 Epoch 4: train loss 0.5191207975149155 Epoch 4: val loss 0.5223144292831421 Epoch 5: train loss 0.5067741066217423 Epoch 5: val loss 0.522797703742981 Epoch 6: train loss 0.49487689435482024 Epoch 6: val loss 0.532662034034729 Epoch 7: train loss 0.4966464668512344 Epoch 7: val loss 0.5351002216339111 Epoch 8: train loss 0.4716957449913025 Epoch 8: val loss 0.5391790270805359 Epoch 9: train loss 0.46451315879821775 Epoch 9: val loss 0.5491491556167603 Epoch 10: train loss 0.4778537184000015 Epoch 10: val loss 0.55072420835495 Epoch 11: train loss 0.44331741631031035 Epoch 11: val loss 0.5578480958938599 Epoch 12: train loss 0.46281686425209045 Epoch 12: val loss 0.5611153244972229 Epoch 13: train loss 0.42525558471679686 Epoch 13: val loss 0.5695430636405945 Epoch 14: train loss 0.4201894968748093 Epoch 14: val loss 0.5732744336128235 Epoch 15: train loss 0.42092380225658416 Epoch 15: val loss 0.5651857256889343 Epoch 16: train loss 0.40272992551326753 Epoch 16: val loss 0.5657039880752563 Epoch 17: train loss 0.39463710486888887 Epoch 17: val loss 0.5684270262718201 Epoch 18: train loss 0.38883740156888963 Epoch 18: val loss 0.5790297389030457 Epoch 19: train loss 0.3811520725488663 Epoch 19: val loss 0.5859643816947937 Epoch 20: train loss 0.4023894235491753 Epoch 20: val loss 0.5845544934272766 Epoch 21: train loss 0.37743287682533266 Epoch 21: val loss 0.592420756816864 Epoch 22: train loss 0.38269028812646866 Epoch 22: val loss 0.5943319797515869 Epoch 23: train loss 0.36781384646892545 Epoch 23: val loss 0.6071578860282898 Epoch 24: train loss 0.3742540001869202 Epoch 24: val loss 0.6060065627098083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6524445950984955 Epoch 0: val loss 0.6074349880218506 Epoch 1: train loss 0.5783440113067627 Epoch 1: val loss 0.5546372532844543 Epoch 2: train loss 0.5278000473976135 Epoch 2: val loss 0.5357978940010071 Epoch 3: train loss 0.546577924489975 Epoch 3: val loss 0.5305919647216797 Epoch 4: train loss 0.5190134525299073 Epoch 4: val loss 0.5067417621612549 Epoch 5: train loss 0.5053644359111786 Epoch 5: val loss 0.5097524523735046 Epoch 6: train loss 0.48727130591869355 Epoch 6: val loss 0.5213857889175415 Epoch 7: train loss 0.4960658520460129 Epoch 7: val loss 0.507493793964386 Epoch 8: train loss 0.4967718064785004 Epoch 8: val loss 0.5094307661056519 Epoch 9: train loss 0.48662411272525785 Epoch 9: val loss 0.49994730949401855 Epoch 10: train loss 0.47552595734596254 Epoch 10: val loss 0.48961541056632996 Epoch 11: train loss 0.48113804757595063 Epoch 11: val loss 0.485830157995224 Epoch 12: train loss 0.4805590808391571 Epoch 12: val loss 0.5061848163604736 Epoch 13: train loss 0.44578845202922823 Epoch 13: val loss 0.5017127394676208 Epoch 14: train loss 0.43751896023750303 Epoch 14: val loss 0.49670395255088806 Epoch 15: train loss 0.4543047994375229 Epoch 15: val loss 0.49351561069488525 Epoch 16: train loss 0.4455371558666229 Epoch 16: val loss 0.4915390908718109 Epoch 17: train loss 0.4304087355732918 Epoch 17: val loss 0.48518142104148865 Epoch 18: train loss 0.4436373472213745 Epoch 18: val loss 0.4845398962497711 Epoch 19: train loss 0.4280747205018997 Epoch 19: val loss 0.48335373401641846 Epoch 20: train loss 0.4107655376195908 Epoch 20: val loss 0.4888668358325958 Epoch 21: train loss 0.4007689327001572 Epoch 21: val loss 0.48665860295295715 Epoch 22: train loss 0.41026327610015867 Epoch 22: val loss 0.48131033778190613 Epoch 23: train loss 0.403385192155838 Epoch 23: val loss 0.4762001037597656 Epoch 24: train loss 0.4004052340984344 Epoch 24: val loss 0.4995381534099579
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6625601768493652 Epoch 0: val loss 0.6159104704856873 Epoch 1: train loss 0.5802924990653991 Epoch 1: val loss 0.590680718421936 Epoch 2: train loss 0.5395330160856247 Epoch 2: val loss 0.5967566967010498 Epoch 3: train loss 0.5141829669475555 Epoch 3: val loss 0.6056994795799255 Epoch 4: train loss 0.48497043550014496 Epoch 4: val loss 0.613878607749939 Epoch 5: train loss 0.4919182062149048 Epoch 5: val loss 0.6244688630104065 Epoch 6: train loss 0.4708597660064697 Epoch 6: val loss 0.6241531372070312 Epoch 7: train loss 0.46996484994888305 Epoch 7: val loss 0.6283578276634216 Epoch 8: train loss 0.48463383615016936 Epoch 8: val loss 0.6422258019447327 Epoch 9: train loss 0.43919751048088074 Epoch 9: val loss 0.6424307823181152 Epoch 10: train loss 0.4521002173423767 Epoch 10: val loss 0.653022050857544 Epoch 11: train loss 0.4506929486989975 Epoch 11: val loss 0.6659970283508301 Epoch 12: train loss 0.4287496507167816 Epoch 12: val loss 0.6728501915931702 Epoch 13: train loss 0.4342900186777115 Epoch 13: val loss 0.6736388206481934 Epoch 14: train loss 0.4207113295793533 Epoch 14: val loss 0.6780614256858826 Epoch 15: train loss 0.4173845171928406 Epoch 15: val loss 0.6779118180274963 Epoch 16: train loss 0.39892143905162813 Epoch 16: val loss 0.6729229092597961 Epoch 17: train loss 0.390329022705555 Epoch 17: val loss 0.667466402053833 Epoch 18: train loss 0.36932474076747895 Epoch 18: val loss 0.6653159260749817 Epoch 19: train loss 0.37424324452877045 Epoch 19: val loss 0.6991650462150574 Epoch 20: train loss 0.388877809047699 Epoch 20: val loss 0.723972499370575 Epoch 21: train loss 0.35655641853809356 Epoch 21: val loss 0.7511084675788879 Epoch 22: train loss 0.3448918372392654 Epoch 22: val loss 0.744627058506012 Epoch 23: train loss 0.3574640452861786 Epoch 23: val loss 0.7472658753395081 Epoch 24: train loss 0.3462206721305847 Epoch 24: val loss 0.7442362904548645
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6561378717422486 Epoch 0: val loss 0.6244131922721863 Epoch 1: train loss 0.5979692578315735 Epoch 1: val loss 0.563128650188446 Epoch 2: train loss 0.5674785852432251 Epoch 2: val loss 0.5228174924850464 Epoch 3: train loss 0.5249246627092361 Epoch 3: val loss 0.5119695663452148 Epoch 4: train loss 0.5260452091693878 Epoch 4: val loss 0.5112223029136658 Epoch 5: train loss 0.5003582894802093 Epoch 5: val loss 0.5085085034370422 Epoch 6: train loss 0.5103562772274017 Epoch 6: val loss 0.5052577257156372 Epoch 7: train loss 0.49083820581436155 Epoch 7: val loss 0.5082125663757324 Epoch 8: train loss 0.47853963971138 Epoch 8: val loss 0.510083794593811 Epoch 9: train loss 0.4727919191122055 Epoch 9: val loss 0.5066958069801331 Epoch 10: train loss 0.4737971037626266 Epoch 10: val loss 0.5060349106788635 Epoch 11: train loss 0.4755663424730301 Epoch 11: val loss 0.5096007585525513 Epoch 12: train loss 0.48248145282268523 Epoch 12: val loss 0.5148000121116638 Epoch 13: train loss 0.4352131575345993 Epoch 13: val loss 0.5117955207824707 Epoch 14: train loss 0.4554414331912994 Epoch 14: val loss 0.513859748840332 Epoch 15: train loss 0.42440850138664243 Epoch 15: val loss 0.521018922328949 Epoch 16: train loss 0.417028135061264 Epoch 16: val loss 0.5242558121681213 Epoch 17: train loss 0.3967188775539398 Epoch 17: val loss 0.528347373008728 Epoch 18: train loss 0.4172943353652954 Epoch 18: val loss 0.5396501421928406 Epoch 19: train loss 0.3918384611606598 Epoch 19: val loss 0.5512977838516235 Epoch 20: train loss 0.39470683932304385 Epoch 20: val loss 0.55222088098526 Epoch 21: train loss 0.3688225656747818 Epoch 21: val loss 0.5507494211196899 Epoch 22: train loss 0.39187221229076385 Epoch 22: val loss 0.5557089447975159 Epoch 23: train loss 0.35777661502361296 Epoch 23: val loss 0.5662399530410767 Epoch 24: train loss 0.3595565527677536 Epoch 24: val loss 0.5763348937034607
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6319062434709989 Epoch 0: val loss 0.6138986945152283 Epoch 1: train loss 0.5483161875834832 Epoch 1: val loss 0.5860573053359985 Epoch 2: train loss 0.5295841235380906 Epoch 2: val loss 0.5721201300621033 Epoch 3: train loss 0.5126698085894952 Epoch 3: val loss 0.5628610253334045 Epoch 4: train loss 0.499034950366387 Epoch 4: val loss 0.5567695498466492 Epoch 5: train loss 0.5050549598840567 Epoch 5: val loss 0.5625433921813965 Epoch 6: train loss 0.49287293736751264 Epoch 6: val loss 0.5606644749641418 Epoch 7: train loss 0.49377888670334447 Epoch 7: val loss 0.5529826283454895
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6962328486972384 Epoch 0: val loss 0.6815192699432373 Epoch 1: train loss 0.6490606202019585 Epoch 1: val loss 0.6752543449401855 Epoch 2: train loss 0.6366386016209921 Epoch 2: val loss 0.6613186001777649 Epoch 3: train loss 0.6160659657584296 Epoch 3: val loss 0.6470556855201721 Epoch 4: train loss 0.5955935782856412 Epoch 4: val loss 0.6346818804740906 Epoch 5: train loss 0.5802536110083262 Epoch 5: val loss 0.6260665655136108 Epoch 6: train loss 0.5642070174217224 Epoch 6: val loss 0.6144121885299683 Epoch 7: train loss 0.5561559829447005 Epoch 7: val loss 0.610365629196167 Epoch 8: train loss 0.5335065788692899 Epoch 8: val loss 0.6152731776237488 Epoch 9: train loss 0.5254180431365967 Epoch 9: val loss 0.6096360683441162 Epoch 10: train loss 0.533220519622167 Epoch 10: val loss 0.5952503085136414 Epoch 11: train loss 0.508439709742864 Epoch 11: val loss 0.59439617395401 Epoch 12: train loss 0.5124292771021525 Epoch 12: val loss 0.5906698703765869 Epoch 13: train loss 0.5159360633956062 Epoch 13: val loss 0.6036710143089294 Epoch 14: train loss 0.49983477261331344 Epoch 14: val loss 0.5820590257644653 Epoch 15: train loss 0.4972858991887834 Epoch 15: val loss 0.5708191990852356 Epoch 16: train loss 0.46256711416774327 Epoch 16: val loss 0.5805927515029907 Epoch 17: train loss 0.4655807117621104 Epoch 17: val loss 0.5900093913078308 Epoch 18: train loss 0.47294051779641044 Epoch 18: val loss 0.5835479497909546 Epoch 19: train loss 0.48395664824379814 Epoch 19: val loss 0.5630964636802673 Epoch 20: train loss 0.47763386368751526 Epoch 20: val loss 0.5763599276542664 Epoch 21: train loss 0.4595128960079617 Epoch 21: val loss 0.5713592171669006 Epoch 22: train loss 0.4392962356408437 Epoch 22: val loss 0.5582721829414368 Epoch 23: train loss 0.4388298425409529 Epoch 23: val loss 0.5552977919578552 Epoch 24: train loss 0.42078380121125114 Epoch 24: val loss 0.5871637463569641
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890641450881958 Epoch 0: val loss 0.6762922406196594 Epoch 1: train loss 0.6522592173682319 Epoch 1: val loss 0.67527174949646 Epoch 2: train loss 0.6179381741417779 Epoch 2: val loss 0.6781611442565918 Epoch 3: train loss 0.5919260051515367 Epoch 3: val loss 0.6841117739677429 Epoch 4: train loss 0.5779570804701911 Epoch 4: val loss 0.6943030953407288 Epoch 5: train loss 0.5656120777130127 Epoch 5: val loss 0.682911217212677 Epoch 6: train loss 0.5438065429528555 Epoch 6: val loss 0.6675881743431091 Epoch 7: train loss 0.5428095791074965 Epoch 7: val loss 0.6639847159385681 Epoch 8: train loss 0.5252680281798044 Epoch 8: val loss 0.6673465371131897 Epoch 9: train loss 0.5161361429426405 Epoch 9: val loss 0.6764650344848633 Epoch 10: train loss 0.49362266063690186 Epoch 10: val loss 0.6805198192596436 Epoch 11: train loss 0.4771752920415666 Epoch 11: val loss 0.6831950545310974 Epoch 12: train loss 0.46488555934694076 Epoch 12: val loss 0.6724521517753601 Epoch 13: train loss 0.47474760479397243 Epoch 13: val loss 0.6747274398803711 Epoch 14: train loss 0.469257930914561 Epoch 14: val loss 0.681826651096344 Epoch 15: train loss 0.4541312489244673 Epoch 15: val loss 0.6917272210121155 Epoch 16: train loss 0.4386139578289456 Epoch 16: val loss 0.6990773677825928 Epoch 17: train loss 0.45926861961682636 Epoch 17: val loss 0.6990951895713806 Epoch 18: train loss 0.4295492072900136 Epoch 18: val loss 0.7152032256126404 Epoch 19: train loss 0.4258230725924174 Epoch 19: val loss 0.7155231833457947 Epoch 20: train loss 0.40963317453861237 Epoch 20: val loss 0.7129121422767639 Epoch 21: train loss 0.41316309405697715 Epoch 21: val loss 0.7114219069480896 Epoch 22: train loss 0.43059490455521476 Epoch 22: val loss 0.7129835486412048 Epoch 23: train loss 0.4197416686349445 Epoch 23: val loss 0.7379873394966125 Epoch 24: train loss 0.3955240497986476 Epoch 24: val loss 0.755803108215332
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925296121173434 Epoch 0: val loss 0.6715237498283386 Epoch 1: train loss 0.6642402278052436 Epoch 1: val loss 0.6615808606147766 Epoch 2: train loss 0.6523718105422126 Epoch 2: val loss 0.6541031002998352 Epoch 3: train loss 0.6204035613271925 Epoch 3: val loss 0.6511111259460449 Epoch 4: train loss 0.6151792274581062 Epoch 4: val loss 0.6433613300323486 Epoch 5: train loss 0.5991497569613986 Epoch 5: val loss 0.6386786103248596 Epoch 6: train loss 0.5854485829671224 Epoch 6: val loss 0.6345050930976868 Epoch 7: train loss 0.5887130498886108 Epoch 7: val loss 0.6267708539962769 Epoch 8: train loss 0.5739462309413486 Epoch 8: val loss 0.6221198439598083 Epoch 9: train loss 0.5556828147835202 Epoch 9: val loss 0.6238694787025452 Epoch 10: train loss 0.552786240975062 Epoch 10: val loss 0.624381959438324 Epoch 11: train loss 0.5380267434649997 Epoch 11: val loss 0.6264469623565674 Epoch 12: train loss 0.528149750497606 Epoch 12: val loss 0.6240778565406799 Epoch 13: train loss 0.5086281895637512 Epoch 13: val loss 0.6159095764160156 Epoch 14: train loss 0.4949767523341709 Epoch 14: val loss 0.6212847828865051 Epoch 15: train loss 0.49375388357374406 Epoch 15: val loss 0.6121682524681091 Epoch 16: train loss 0.4930082990063561 Epoch 16: val loss 0.6130748391151428 Epoch 17: train loss 0.48237791988584733 Epoch 17: val loss 0.616020143032074 Epoch 18: train loss 0.43393386403719586 Epoch 18: val loss 0.627834677696228 Epoch 19: train loss 0.4435316589143541 Epoch 19: val loss 0.6457151770591736 Epoch 20: train loss 0.4387424223952823 Epoch 20: val loss 0.6451944708824158 Epoch 21: train loss 0.43093278672960067 Epoch 21: val loss 0.647837221622467 Epoch 22: train loss 0.4276455309655931 Epoch 22: val loss 0.6631883978843689 Epoch 23: train loss 0.41359590490659076 Epoch 23: val loss 0.6734814047813416 Epoch 24: train loss 0.40509316325187683 Epoch 24: val loss 0.6812665462493896
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7058156066470676 Epoch 0: val loss 0.6775047779083252 Epoch 1: train loss 0.6800130671925015 Epoch 1: val loss 0.6679527759552002 Epoch 2: train loss 0.6437188254462348 Epoch 2: val loss 0.6588349342346191 Epoch 3: train loss 0.6211417383617825 Epoch 3: val loss 0.6461316347122192 Epoch 4: train loss 0.616978234714932 Epoch 4: val loss 0.6363741755485535 Epoch 5: train loss 0.6036590072843764 Epoch 5: val loss 0.6284508109092712 Epoch 6: train loss 0.5682082507345412 Epoch 6: val loss 0.6271414160728455 Epoch 7: train loss 0.5787915454970466 Epoch 7: val loss 0.6290153861045837 Epoch 8: train loss 0.5545889867676629 Epoch 8: val loss 0.6275702118873596 Epoch 9: train loss 0.5138066245449914 Epoch 9: val loss 0.6248233914375305 Epoch 10: train loss 0.5080232123533884 Epoch 10: val loss 0.6252109408378601 Epoch 11: train loss 0.49282979634073043 Epoch 11: val loss 0.6267152428627014 Epoch 12: train loss 0.47632597221268547 Epoch 12: val loss 0.628751814365387 Epoch 13: train loss 0.4635135630766551 Epoch 13: val loss 0.6349895596504211 Epoch 14: train loss 0.4929730296134949 Epoch 14: val loss 0.6409152150154114 Epoch 15: train loss 0.4589735203319126 Epoch 15: val loss 0.6417391896247864 Epoch 16: train loss 0.45784373084704083 Epoch 16: val loss 0.6379358172416687 Epoch 17: train loss 0.4525941246085697 Epoch 17: val loss 0.63193279504776 Epoch 18: train loss 0.4391504161887699 Epoch 18: val loss 0.6427602171897888 Epoch 19: train loss 0.4319748481114705 Epoch 19: val loss 0.6397160887718201 Epoch 20: train loss 0.4322190450297462 Epoch 20: val loss 0.6499345898628235 Epoch 21: train loss 0.4081934591134389 Epoch 21: val loss 0.6573092937469482 Epoch 22: train loss 0.39512328637970817 Epoch 22: val loss 0.6737506985664368 Epoch 23: train loss 0.4139305187596215 Epoch 23: val loss 0.6762109398841858 Epoch 24: train loss 0.38743728399276733 Epoch 24: val loss 0.6864458918571472
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6851904441912969 Epoch 0: val loss 0.6668376326560974 Epoch 1: train loss 0.6670098602771759 Epoch 1: val loss 0.6440644264221191 Epoch 2: train loss 0.6309977223475774 Epoch 2: val loss 0.620246946811676 Epoch 3: train loss 0.6347187658150991 Epoch 3: val loss 0.6045899391174316 Epoch 4: train loss 0.6067281340559324 Epoch 4: val loss 0.5863120555877686 Epoch 5: train loss 0.5898116553823153 Epoch 5: val loss 0.5731134414672852 Epoch 6: train loss 0.575186513364315 Epoch 6: val loss 0.558353841304779 Epoch 7: train loss 0.5567436814308167 Epoch 7: val loss 0.5518626570701599 Epoch 8: train loss 0.5506867443521818 Epoch 8: val loss 0.5487520098686218 Epoch 9: train loss 0.5523158187667528 Epoch 9: val loss 0.5415542125701904 Epoch 10: train loss 0.541595829029878 Epoch 10: val loss 0.532704770565033 Epoch 11: train loss 0.5334412058194479 Epoch 11: val loss 0.5323845148086548 Epoch 12: train loss 0.5285186817248663 Epoch 12: val loss 0.5305190086364746 Epoch 13: train loss 0.527754599849383 Epoch 13: val loss 0.5334156155586243 Epoch 14: train loss 0.5021423026919365 Epoch 14: val loss 0.5337163209915161 Epoch 15: train loss 0.510067529976368 Epoch 15: val loss 0.5337058901786804 Epoch 16: train loss 0.5121844410896301 Epoch 16: val loss 0.5359395146369934 Epoch 17: train loss 0.49906165649493534 Epoch 17: val loss 0.5298471450805664
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6747206232764504 Epoch 0: val loss 0.6654502749443054 Epoch 1: train loss 0.634689287705855 Epoch 1: val loss 0.6392615437507629 Epoch 2: train loss 0.5965017242865129 Epoch 2: val loss 0.6127108931541443 Epoch 3: train loss 0.58247694644061 Epoch 3: val loss 0.6004327535629272 Epoch 4: train loss 0.5982867912812666 Epoch 4: val loss 0.5882157683372498 Epoch 5: train loss 0.5490096292712472 Epoch 5: val loss 0.5871559381484985 Epoch 6: train loss 0.5254888832569122 Epoch 6: val loss 0.568477988243103 Epoch 7: train loss 0.5422736541791395 Epoch 7: val loss 0.5611489415168762 Epoch 8: train loss 0.5133426270701669 Epoch 8: val loss 0.5596036911010742 Epoch 9: train loss 0.48277407071807166 Epoch 9: val loss 0.5609076619148254 Epoch 10: train loss 0.5051731900735335 Epoch 10: val loss 0.5461355447769165 Epoch 11: train loss 0.4743783473968506 Epoch 11: val loss 0.5340684652328491 Epoch 12: train loss 0.474429499019276 Epoch 12: val loss 0.5317336320877075 Epoch 13: train loss 0.46420022032477637 Epoch 13: val loss 0.5246635675430298 Epoch 14: train loss 0.4609060829335993 Epoch 14: val loss 0.5027188658714294 Epoch 15: train loss 0.4473163458434018 Epoch 15: val loss 0.5170415639877319 Epoch 16: train loss 0.4272111004049128 Epoch 16: val loss 0.5082468390464783 Epoch 17: train loss 0.450568597425114 Epoch 17: val loss 0.5040438175201416 Epoch 18: train loss 0.43615417317910626 Epoch 18: val loss 0.5219319462776184 Epoch 19: train loss 0.3790568167513067 Epoch 19: val loss 0.4733249247074127 Epoch 20: train loss 0.4250813749703494 Epoch 20: val loss 0.4813801646232605 Epoch 21: train loss 0.4073980857025493 Epoch 21: val loss 0.5126855373382568 Epoch 22: train loss 0.430360964753411 Epoch 22: val loss 0.47917410731315613 Epoch 23: train loss 0.39862711050293664 Epoch 23: val loss 0.46549153327941895 Epoch 24: train loss 0.384331229058179 Epoch 24: val loss 0.4748017489910126
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6856044314124368 Epoch 0: val loss 0.6396733522415161 Epoch 1: train loss 0.6496410749175332 Epoch 1: val loss 0.6140909194946289 Epoch 2: train loss 0.6127201318740845 Epoch 2: val loss 0.5909978747367859 Epoch 3: train loss 0.5993011593818665 Epoch 3: val loss 0.5757383704185486 Epoch 4: train loss 0.5663278644735162 Epoch 4: val loss 0.5665127038955688 Epoch 5: train loss 0.559314405376261 Epoch 5: val loss 0.5520009994506836 Epoch 6: train loss 0.527841950004751 Epoch 6: val loss 0.5463272333145142 Epoch 7: train loss 0.5259113365953619 Epoch 7: val loss 0.5624580979347229 Epoch 8: train loss 0.5190978944301605 Epoch 8: val loss 0.5640777349472046 Epoch 9: train loss 0.5131108273159374 Epoch 9: val loss 0.5505331754684448 Epoch 10: train loss 0.4962056441740556 Epoch 10: val loss 0.564863383769989 Epoch 11: train loss 0.48124219612641767 Epoch 11: val loss 0.5748876333236694 Epoch 12: train loss 0.45726326378909027 Epoch 12: val loss 0.5672763586044312 Epoch 13: train loss 0.47929092970761383 Epoch 13: val loss 0.5636928081512451 Epoch 14: train loss 0.44726282358169556 Epoch 14: val loss 0.5804840922355652 Epoch 15: train loss 0.4418890286575664 Epoch 15: val loss 0.5813035368919373 Epoch 16: train loss 0.4499191343784332 Epoch 16: val loss 0.5910829305648804 Epoch 17: train loss 0.4428834752603011 Epoch 17: val loss 0.6156319975852966 Epoch 18: train loss 0.42884855649688025 Epoch 18: val loss 0.6061606407165527 Epoch 19: train loss 0.4116755046627738 Epoch 19: val loss 0.5973109602928162 Epoch 20: train loss 0.41734201257879083 Epoch 20: val loss 0.6025128960609436 Epoch 21: train loss 0.4146107340400869 Epoch 21: val loss 0.5911783576011658 Epoch 22: train loss 0.3987978154962713 Epoch 22: val loss 0.5836802124977112 Epoch 23: train loss 0.39295623248273676 Epoch 23: val loss 0.5883747339248657 Epoch 24: train loss 0.39564279263669794 Epoch 24: val loss 0.5891854166984558
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972402984445746 Epoch 0: val loss 0.6713215708732605 Epoch 1: train loss 0.6369186260483481 Epoch 1: val loss 0.6568069458007812 Epoch 2: train loss 0.6288306225429882 Epoch 2: val loss 0.6493845582008362 Epoch 3: train loss 0.5633637011051178 Epoch 3: val loss 0.6508442759513855 Epoch 4: train loss 0.5644766688346863 Epoch 4: val loss 0.6281377077102661 Epoch 5: train loss 0.5605999610640786 Epoch 5: val loss 0.6225000619888306 Epoch 6: train loss 0.5358639494939283 Epoch 6: val loss 0.6315323114395142 Epoch 7: train loss 0.5242661860856143 Epoch 7: val loss 0.6251970529556274 Epoch 8: train loss 0.5277913917194713 Epoch 8: val loss 0.608420729637146 Epoch 9: train loss 0.5008843514052305 Epoch 9: val loss 0.6041237115859985 Epoch 10: train loss 0.520374674688686 Epoch 10: val loss 0.5992392897605896 Epoch 11: train loss 0.4926687208088962 Epoch 11: val loss 0.5969954133033752 Epoch 12: train loss 0.4792362316088243 Epoch 12: val loss 0.5956306457519531 Epoch 13: train loss 0.4492188475348733 Epoch 13: val loss 0.5869975090026855 Epoch 14: train loss 0.4656940590251576 Epoch 14: val loss 0.5996577143669128 Epoch 15: train loss 0.44768636335026135 Epoch 15: val loss 0.6043189764022827 Epoch 16: train loss 0.43988010016354645 Epoch 16: val loss 0.5972286462783813 Epoch 17: train loss 0.42418146946213464 Epoch 17: val loss 0.5872573256492615 Epoch 18: train loss 0.44624061205170373 Epoch 18: val loss 0.5966276526451111 Epoch 19: train loss 0.4232126311822371 Epoch 19: val loss 0.5965326428413391 Epoch 20: train loss 0.39381973445415497 Epoch 20: val loss 0.5901178121566772 Epoch 21: train loss 0.3976784077557651 Epoch 21: val loss 0.584879457950592 Epoch 22: train loss 0.39944420890374616 Epoch 22: val loss 0.5867079496383667 Epoch 23: train loss 0.3772823349996047 Epoch 23: val loss 0.6294018626213074 Epoch 24: train loss 0.3871911276470531 Epoch 24: val loss 0.5955535769462585
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6833355968648737 Epoch 0: val loss 0.6519543528556824 Epoch 1: train loss 0.6494424505667253 Epoch 1: val loss 0.6216620206832886 Epoch 2: train loss 0.6167933290654962 Epoch 2: val loss 0.6077181696891785 Epoch 3: train loss 0.6175687340172854 Epoch 3: val loss 0.6018277406692505 Epoch 4: train loss 0.5852125151590868 Epoch 4: val loss 0.5955210328102112 Epoch 5: train loss 0.5696351013400338 Epoch 5: val loss 0.595123827457428 Epoch 6: train loss 0.5418580580841411 Epoch 6: val loss 0.5851355791091919 Epoch 7: train loss 0.542013244195418 Epoch 7: val loss 0.5789008140563965 Epoch 8: train loss 0.5150637464089827 Epoch 8: val loss 0.576900064945221 Epoch 9: train loss 0.4897624200040644 Epoch 9: val loss 0.5945730805397034 Epoch 10: train loss 0.5067586925896731 Epoch 10: val loss 0.585885763168335 Epoch 11: train loss 0.4862182384187525 Epoch 11: val loss 0.5691336393356323 Epoch 12: train loss 0.49750478701158 Epoch 12: val loss 0.566904604434967 Epoch 13: train loss 0.4624009213664315 Epoch 13: val loss 0.5688984990119934 Epoch 14: train loss 0.44778410683978687 Epoch 14: val loss 0.5576205253601074 Epoch 15: train loss 0.45221261273730884 Epoch 15: val loss 0.5508057475090027 Epoch 16: train loss 0.44443580508232117 Epoch 16: val loss 0.5447871685028076 Epoch 17: train loss 0.4297878281636672 Epoch 17: val loss 0.5483077764511108 Epoch 18: train loss 0.4057588658549569 Epoch 18: val loss 0.5578298568725586 Epoch 19: train loss 0.4195109659975225 Epoch 19: val loss 0.5433216094970703 Epoch 20: train loss 0.41348399086432025 Epoch 20: val loss 0.5559163093566895 Epoch 21: train loss 0.40613791888410394 Epoch 21: val loss 0.5533437132835388 Epoch 22: train loss 0.4108498299663717 Epoch 22: val loss 0.5618240237236023 Epoch 23: train loss 0.39892960678447376 Epoch 23: val loss 0.563965380191803 Epoch 24: train loss 0.3585246124050834 Epoch 24: val loss 0.5369105339050293
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953486800193787 Epoch 0: val loss 0.6709687113761902 Epoch 1: train loss 0.6537343221051353 Epoch 1: val loss 0.6567432284355164 Epoch 2: train loss 0.6175039197717395 Epoch 2: val loss 0.6226940751075745 Epoch 3: train loss 0.5848210368837629 Epoch 3: val loss 0.6268693208694458 Epoch 4: train loss 0.5630251062767846 Epoch 4: val loss 0.5999988317489624 Epoch 5: train loss 0.5509522472109113 Epoch 5: val loss 0.6007460355758667 Epoch 6: train loss 0.5407154815537589 Epoch 6: val loss 0.6279746294021606 Epoch 7: train loss 0.5229121042149407 Epoch 7: val loss 0.5950441956520081 Epoch 8: train loss 0.5208741362605777 Epoch 8: val loss 0.6145434379577637 Epoch 9: train loss 0.5070402537073407 Epoch 9: val loss 0.6081371307373047 Epoch 10: train loss 0.5004098904984338 Epoch 10: val loss 0.6079261898994446 Epoch 11: train loss 0.48802962047713144 Epoch 11: val loss 0.6080229878425598 Epoch 12: train loss 0.4860661178827286 Epoch 12: val loss 0.6055415272712708 Epoch 13: train loss 0.44833888539246153 Epoch 13: val loss 0.6029305458068848 Epoch 14: train loss 0.4513506122997829 Epoch 14: val loss 0.6108947992324829 Epoch 15: train loss 0.4406267468418394 Epoch 15: val loss 0.6177247166633606 Epoch 16: train loss 0.44043675703661783 Epoch 16: val loss 0.612082302570343 Epoch 17: train loss 0.4282260558434895 Epoch 17: val loss 0.6318854689598083 Epoch 18: train loss 0.42888836562633514 Epoch 18: val loss 0.6231662034988403 Epoch 19: train loss 0.40605189970561434 Epoch 19: val loss 0.61280757188797
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7033994661437141 Epoch 0: val loss 0.6659534573554993 Epoch 1: train loss 0.6462474332915412 Epoch 1: val loss 0.6663135290145874 Epoch 2: train loss 0.6174353228674995 Epoch 2: val loss 0.6599814295768738 Epoch 3: train loss 0.6094126237763299 Epoch 3: val loss 0.6530980467796326 Epoch 4: train loss 0.60835776064131 Epoch 4: val loss 0.6572420597076416 Epoch 5: train loss 0.5968531767527262 Epoch 5: val loss 0.6670600175857544 Epoch 6: train loss 0.5951669183042314 Epoch 6: val loss 0.6734930872917175 Epoch 7: train loss 0.5751285486751132 Epoch 7: val loss 0.6769785284996033 Epoch 8: train loss 0.566589398516549 Epoch 8: val loss 0.6853670477867126 Epoch 9: train loss 0.5631924072901408 Epoch 9: val loss 0.6857932209968567 Epoch 10: train loss 0.5637054211563535 Epoch 10: val loss 0.6737666726112366 Epoch 11: train loss 0.5502561827500662 Epoch 11: val loss 0.6618311405181885 Epoch 12: train loss 0.5279157956441244 Epoch 12: val loss 0.6642443537712097 Epoch 13: train loss 0.5150244269106123 Epoch 13: val loss 0.6830710172653198 Epoch 14: train loss 0.5419887834125094 Epoch 14: val loss 0.6782645583152771 Epoch 15: train loss 0.5095393293433719 Epoch 15: val loss 0.6725495457649231 Epoch 16: train loss 0.4944925838046604 Epoch 16: val loss 0.6873109936714172 Epoch 17: train loss 0.4864428871207767 Epoch 17: val loss 0.6759932041168213 Epoch 18: train loss 0.49391547507709926 Epoch 18: val loss 0.6799167990684509 Epoch 19: train loss 0.5033625132507749 Epoch 19: val loss 0.6852534413337708 Epoch 20: train loss 0.46058401465415955 Epoch 20: val loss 0.674415647983551 Epoch 21: train loss 0.4482373661465115 Epoch 21: val loss 0.684649646282196 Epoch 22: train loss 0.46870484617021346 Epoch 22: val loss 0.6797026991844177 Epoch 23: train loss 0.47508161266644794 Epoch 23: val loss 0.6791530251502991 Epoch 24: train loss 0.46122056245803833 Epoch 24: val loss 0.6980705857276917
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967488593525357 Epoch 0: val loss 0.6701655387878418 Epoch 1: train loss 0.6675772004657321 Epoch 1: val loss 0.6567604541778564 Epoch 2: train loss 0.6369904610845778 Epoch 2: val loss 0.6483120322227478 Epoch 3: train loss 0.6432899965180291 Epoch 3: val loss 0.6428236365318298 Epoch 4: train loss 0.6271798014640808 Epoch 4: val loss 0.6458527445793152 Epoch 5: train loss 0.6178344157007005 Epoch 5: val loss 0.6447271704673767 Epoch 6: train loss 0.5971311728159586 Epoch 6: val loss 0.6370339393615723 Epoch 7: train loss 0.5999916527006361 Epoch 7: val loss 0.6395961046218872 Epoch 8: train loss 0.5789565377765231 Epoch 8: val loss 0.6304319500923157 Epoch 9: train loss 0.5715358886453841 Epoch 9: val loss 0.6109222769737244 Epoch 10: train loss 0.5537154542075263 Epoch 10: val loss 0.597658097743988 Epoch 11: train loss 0.5553534395164914 Epoch 11: val loss 0.6117348670959473 Epoch 12: train loss 0.5203880535231696 Epoch 12: val loss 0.5924899578094482 Epoch 13: train loss 0.5311626129680209 Epoch 13: val loss 0.5894078016281128 Epoch 14: train loss 0.5017431808842553 Epoch 14: val loss 0.6122938990592957 Epoch 15: train loss 0.49242976639005875 Epoch 15: val loss 0.6134325265884399 Epoch 16: train loss 0.4797871808211009 Epoch 16: val loss 0.6186975836753845 Epoch 17: train loss 0.4809964663452572 Epoch 17: val loss 0.6098780035972595 Epoch 18: train loss 0.4827013379997677 Epoch 18: val loss 0.5722287893295288 Epoch 19: train loss 0.45661095447010464 Epoch 19: val loss 0.6019795536994934 Epoch 20: train loss 0.44920648800002205 Epoch 20: val loss 0.6501568555831909 Epoch 21: train loss 0.45852065417501664 Epoch 21: val loss 0.6268166899681091 Epoch 22: train loss 0.40797559751404655 Epoch 22: val loss 0.6316335201263428 Epoch 23: train loss 0.43219324615266586 Epoch 23: val loss 0.6650134921073914 Epoch 24: train loss 0.4405520425902473 Epoch 24: val loss 0.6816710829734802
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6835829946729872 Epoch 0: val loss 0.6686645746231079 Epoch 1: train loss 0.6628433929549323 Epoch 1: val loss 0.6667346954345703 Epoch 2: train loss 0.6395197113355001 Epoch 2: val loss 0.6682218313217163 Epoch 3: train loss 0.6282776792844137 Epoch 3: val loss 0.6675824522972107 Epoch 4: train loss 0.6101895835664537 Epoch 4: val loss 0.6673969626426697 Epoch 5: train loss 0.5935489866468642 Epoch 5: val loss 0.6696513891220093 Epoch 6: train loss 0.5860802001423306 Epoch 6: val loss 0.6720914840698242 Epoch 7: train loss 0.5853304697407616 Epoch 7: val loss 0.6740221381187439 Epoch 8: train loss 0.5874584250979953 Epoch 8: val loss 0.6826394200325012 Epoch 9: train loss 0.5733663572205437 Epoch 9: val loss 0.6708654761314392 Epoch 10: train loss 0.5536308288574219 Epoch 10: val loss 0.6841604709625244 Epoch 11: train loss 0.536818610297309 Epoch 11: val loss 0.6768094897270203 Epoch 12: train loss 0.5311054719818963 Epoch 12: val loss 0.666836678981781 Epoch 13: train loss 0.5297292272249857 Epoch 13: val loss 0.6839643120765686 Epoch 14: train loss 0.528765426741706 Epoch 14: val loss 0.6726024150848389 Epoch 15: train loss 0.49650878376430935 Epoch 15: val loss 0.6804072260856628 Epoch 16: train loss 0.5350624819596609 Epoch 16: val loss 0.6708815097808838 Epoch 17: train loss 0.48626557654804653 Epoch 17: val loss 0.6698309779167175 Epoch 18: train loss 0.47473466396331787 Epoch 18: val loss 0.6833027005195618 Epoch 19: train loss 0.48863549696074593 Epoch 19: val loss 0.6995778679847717 Epoch 20: train loss 0.4631219340695275 Epoch 20: val loss 0.7050493359565735 Epoch 21: train loss 0.44854726062880623 Epoch 21: val loss 0.7326793074607849 Epoch 22: train loss 0.47045669621891445 Epoch 22: val loss 0.7025816440582275 Epoch 23: train loss 0.42350713080830044 Epoch 23: val loss 0.7093520760536194 Epoch 24: train loss 0.43350200520621407 Epoch 24: val loss 0.7118481993675232
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6888361043400235 Epoch 0: val loss 0.6704400777816772 Epoch 1: train loss 0.6692138115564982 Epoch 1: val loss 0.667402982711792 Epoch 2: train loss 0.6469222042295668 Epoch 2: val loss 0.6599845290184021 Epoch 3: train loss 0.6384190387196012 Epoch 3: val loss 0.6561352014541626 Epoch 4: train loss 0.6021483805444505 Epoch 4: val loss 0.650692343711853 Epoch 5: train loss 0.6012787686453925 Epoch 5: val loss 0.650699257850647 Epoch 6: train loss 0.5870129863421122 Epoch 6: val loss 0.6526982188224792 Epoch 7: train loss 0.5941393110487196 Epoch 7: val loss 0.6569311618804932 Epoch 8: train loss 0.5759886867470212 Epoch 8: val loss 0.6563178896903992 Epoch 9: train loss 0.5796840124660068 Epoch 9: val loss 0.6408211588859558 Epoch 10: train loss 0.5487848851415846 Epoch 10: val loss 0.6434320211410522 Epoch 11: train loss 0.5281056927310096 Epoch 11: val loss 0.6365460157394409 Epoch 12: train loss 0.5195179945892758 Epoch 12: val loss 0.6431957483291626 Epoch 13: train loss 0.5035926070478227 Epoch 13: val loss 0.6405071020126343 Epoch 14: train loss 0.5149499906433953 Epoch 14: val loss 0.6387844681739807 Epoch 15: train loss 0.5134809480773078 Epoch 15: val loss 0.6550901532173157 Epoch 16: train loss 0.4843234552277459 Epoch 16: val loss 0.6470933556556702 Epoch 17: train loss 0.47786766290664673 Epoch 17: val loss 0.6498903036117554 Epoch 18: train loss 0.4674527380201552 Epoch 18: val loss 0.6343075037002563 Epoch 19: train loss 0.48438865277502274 Epoch 19: val loss 0.6332330107688904 Epoch 20: train loss 0.4603232542673747 Epoch 20: val loss 0.6498222947120667 Epoch 21: train loss 0.4511470165517595 Epoch 21: val loss 0.6457830667495728 Epoch 22: train loss 0.43065321776602006 Epoch 22: val loss 0.6417368650436401 Epoch 23: train loss 0.4598375161488851 Epoch 23: val loss 0.6669830083847046 Epoch 24: train loss 0.43065975772009957 Epoch 24: val loss 0.6893538236618042
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6857897738615671 Epoch 0: val loss 0.6513195037841797 Epoch 1: train loss 0.6584097196658453 Epoch 1: val loss 0.6372135877609253 Epoch 2: train loss 0.6413690894842148 Epoch 2: val loss 0.6283439993858337 Epoch 3: train loss 0.6271584779024124 Epoch 3: val loss 0.617013692855835 Epoch 4: train loss 0.6014383981625239 Epoch 4: val loss 0.6030487418174744 Epoch 5: train loss 0.6124785244464874 Epoch 5: val loss 0.6005548238754272 Epoch 6: train loss 0.6019621218244234 Epoch 6: val loss 0.5989355444908142 Epoch 7: train loss 0.5675655653079351 Epoch 7: val loss 0.5964139699935913 Epoch 8: train loss 0.5469878613948822 Epoch 8: val loss 0.590613603591919 Epoch 9: train loss 0.5952530975143114 Epoch 9: val loss 0.5901979207992554 Epoch 10: train loss 0.5411340494950613 Epoch 10: val loss 0.6012945771217346 Epoch 11: train loss 0.5232634097337723 Epoch 11: val loss 0.5922179222106934 Epoch 12: train loss 0.544862744708856 Epoch 12: val loss 0.5769695043563843 Epoch 13: train loss 0.5315197135011355 Epoch 13: val loss 0.5940425992012024 Epoch 14: train loss 0.5306004087130228 Epoch 14: val loss 0.6089447140693665 Epoch 15: train loss 0.5108812799056371 Epoch 15: val loss 0.5719030499458313 Epoch 16: train loss 0.482367900510629 Epoch 16: val loss 0.5747780203819275 Epoch 17: train loss 0.5146459167202314 Epoch 17: val loss 0.582302987575531 Epoch 18: train loss 0.49993935227394104 Epoch 18: val loss 0.5901582837104797 Epoch 19: train loss 0.48858831574519473 Epoch 19: val loss 0.61823570728302 Epoch 20: train loss 0.4800175254543622 Epoch 20: val loss 0.6019749641418457
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6494192719459534 Epoch 0: val loss 0.6222614645957947 Epoch 1: train loss 0.5748825132846832 Epoch 1: val loss 0.5617667436599731 Epoch 2: train loss 0.5104450643062591 Epoch 2: val loss 0.4982527196407318 Epoch 3: train loss 0.4569358915090561 Epoch 3: val loss 0.472327321767807 Epoch 4: train loss 0.42754112780094145 Epoch 4: val loss 0.44841358065605164 Epoch 5: train loss 0.3952925890684128 Epoch 5: val loss 0.4517359137535095 Epoch 6: train loss 0.3866233080625534 Epoch 6: val loss 0.45036861300468445 Epoch 7: train loss 0.39486993551254274 Epoch 7: val loss 0.4511839747428894 Epoch 8: train loss 0.375702965259552 Epoch 8: val loss 0.44744545221328735 Epoch 9: train loss 0.35305294394493103 Epoch 9: val loss 0.4467732310295105 Epoch 10: train loss 0.39230360090732574 Epoch 10: val loss 0.4499354362487793 Epoch 11: train loss 0.33565079867839814 Epoch 11: val loss 0.4585469961166382 Epoch 12: train loss 0.340578718483448 Epoch 12: val loss 0.4652627408504486 Epoch 13: train loss 0.33695299103856086 Epoch 13: val loss 0.4751777648925781 Epoch 14: train loss 0.3524854972958565 Epoch 14: val loss 0.4639144837856293 Epoch 15: train loss 0.404538094997406 Epoch 15: val loss 0.4643239676952362 Epoch 16: train loss 0.34138895720243456 Epoch 16: val loss 0.4597879946231842 Epoch 17: train loss 0.3320536658167839 Epoch 17: val loss 0.48162299394607544 Epoch 18: train loss 0.33921890407800676 Epoch 18: val loss 0.4763703942298889 Epoch 19: train loss 0.3257700130343437 Epoch 19: val loss 0.4624808132648468 Epoch 20: train loss 0.318131323158741 Epoch 20: val loss 0.46357133984565735 Epoch 21: train loss 0.36826449930667876 Epoch 21: val loss 0.47029194235801697 Epoch 22: train loss 0.3203504100441933 Epoch 22: val loss 0.4533553123474121 Epoch 23: train loss 0.36191127449274063 Epoch 23: val loss 0.45578140020370483 Epoch 24: train loss 0.2991942226886749 Epoch 24: val loss 0.47949281334877014
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6128851473331451 Epoch 0: val loss 0.5780996084213257 Epoch 1: train loss 0.4934306710958481 Epoch 1: val loss 0.5005587339401245 Epoch 2: train loss 0.43701145648956297 Epoch 2: val loss 0.44948187470436096 Epoch 3: train loss 0.47946096658706666 Epoch 3: val loss 0.43753257393836975 Epoch 4: train loss 0.38246172219514846 Epoch 4: val loss 0.4515560269355774 Epoch 5: train loss 0.3802956983447075 Epoch 5: val loss 0.45147860050201416 Epoch 6: train loss 0.3595216363668442 Epoch 6: val loss 0.44795164465904236 Epoch 7: train loss 0.39688492715358736 Epoch 7: val loss 0.4477708041667938 Epoch 8: train loss 0.42910051345825195 Epoch 8: val loss 0.4556191861629486 Epoch 9: train loss 0.3420791417360306 Epoch 9: val loss 0.46399423480033875 Epoch 10: train loss 0.38570142090320586 Epoch 10: val loss 0.4651551842689514 Epoch 11: train loss 0.3417693167924881 Epoch 11: val loss 0.47532835602760315 Epoch 12: train loss 0.3341421663761139 Epoch 12: val loss 0.46814897656440735 Epoch 13: train loss 0.3211797848343849 Epoch 13: val loss 0.4615754187107086 Epoch 14: train loss 0.40890985131263735 Epoch 14: val loss 0.4682263433933258 Epoch 15: train loss 0.32379132956266404 Epoch 15: val loss 0.4748317301273346 Epoch 16: train loss 0.3166332423686981 Epoch 16: val loss 0.4737791419029236 Epoch 17: train loss 0.2907742917537689 Epoch 17: val loss 0.47219008207321167 Epoch 18: train loss 0.3462345406413078 Epoch 18: val loss 0.47882983088493347 Epoch 19: train loss 0.3282895088195801 Epoch 19: val loss 0.49404969811439514 Epoch 20: train loss 0.2853365257382393 Epoch 20: val loss 0.49969062209129333 Epoch 21: train loss 0.30112704187631606 Epoch 21: val loss 0.4939398765563965 Epoch 22: train loss 0.3400568157434464 Epoch 22: val loss 0.48676416277885437 Epoch 23: train loss 0.293061825633049 Epoch 23: val loss 0.4864022135734558 Epoch 24: train loss 0.32534592747688296 Epoch 24: val loss 0.48975828289985657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6334779918193817 Epoch 0: val loss 0.5772936940193176 Epoch 1: train loss 0.5305644303560257 Epoch 1: val loss 0.48663192987442017 Epoch 2: train loss 0.4476092606782913 Epoch 2: val loss 0.43083620071411133 Epoch 3: train loss 0.4254758581519127 Epoch 3: val loss 0.4247724413871765 Epoch 4: train loss 0.41060566157102585 Epoch 4: val loss 0.4437432885169983 Epoch 5: train loss 0.365813373029232 Epoch 5: val loss 0.4370101988315582 Epoch 6: train loss 0.38427604287862777 Epoch 6: val loss 0.42409467697143555 Epoch 7: train loss 0.3822786629199982 Epoch 7: val loss 0.4270784556865692 Epoch 8: train loss 0.3689264953136444 Epoch 8: val loss 0.43664008378982544 Epoch 9: train loss 0.37478049099445343 Epoch 9: val loss 0.4575325548648834 Epoch 10: train loss 0.39463655948638915 Epoch 10: val loss 0.43762674927711487 Epoch 11: train loss 0.3438613712787628 Epoch 11: val loss 0.44059818983078003 Epoch 12: train loss 0.34705250710248947 Epoch 12: val loss 0.44157129526138306 Epoch 13: train loss 0.3290751650929451 Epoch 13: val loss 0.4326912760734558 Epoch 14: train loss 0.3220548316836357 Epoch 14: val loss 0.4380638003349304 Epoch 15: train loss 0.39201490432024 Epoch 15: val loss 0.4526248276233673 Epoch 16: train loss 0.31186679750680923 Epoch 16: val loss 0.41978996992111206 Epoch 17: train loss 0.3249428510665894 Epoch 17: val loss 0.43611812591552734 Epoch 18: train loss 0.3302237793803215 Epoch 18: val loss 0.45591920614242554 Epoch 19: train loss 0.3379394933581352 Epoch 19: val loss 0.4545193016529083 Epoch 20: train loss 0.3014508903026581 Epoch 20: val loss 0.4517563581466675 Epoch 21: train loss 0.29537599086761473 Epoch 21: val loss 0.4608166813850403 Epoch 22: train loss 0.3049428343772888 Epoch 22: val loss 0.47509288787841797 Epoch 23: train loss 0.28883638978004456 Epoch 23: val loss 0.4861239790916443 Epoch 24: train loss 0.30250928103923796 Epoch 24: val loss 0.4859359860420227
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6616459310054779 Epoch 0: val loss 0.6116200685501099 Epoch 1: train loss 0.5359192609786987 Epoch 1: val loss 0.5120124220848083 Epoch 2: train loss 0.43997581899166105 Epoch 2: val loss 0.4533596336841583 Epoch 3: train loss 0.455170676112175 Epoch 3: val loss 0.4292049705982208 Epoch 4: train loss 0.4451895490288734 Epoch 4: val loss 0.4356541931629181 Epoch 5: train loss 0.39937467128038406 Epoch 5: val loss 0.45139509439468384 Epoch 6: train loss 0.39874027371406556 Epoch 6: val loss 0.4481836259365082 Epoch 7: train loss 0.39466206133365633 Epoch 7: val loss 0.4341525137424469 Epoch 8: train loss 0.3700591564178467 Epoch 8: val loss 0.4380645453929901 Epoch 9: train loss 0.34131198823451997 Epoch 9: val loss 0.4394652247428894 Epoch 10: train loss 0.36351959854364396 Epoch 10: val loss 0.4471783936023712 Epoch 11: train loss 0.3533649891614914 Epoch 11: val loss 0.4410439729690552 Epoch 12: train loss 0.3359917104244232 Epoch 12: val loss 0.4427257478237152 Epoch 13: train loss 0.3378965646028519 Epoch 13: val loss 0.4402783513069153 Epoch 14: train loss 0.33607264459133146 Epoch 14: val loss 0.4457348585128784 Epoch 15: train loss 0.32860072404146196 Epoch 15: val loss 0.4483732283115387 Epoch 16: train loss 0.34077792167663573 Epoch 16: val loss 0.45055073499679565 Epoch 17: train loss 0.3291417956352234 Epoch 17: val loss 0.4586907625198364 Epoch 18: train loss 0.32210885137319567 Epoch 18: val loss 0.45712924003601074 Epoch 19: train loss 0.3316351532936096 Epoch 19: val loss 0.45954522490501404 Epoch 20: train loss 0.3072920337319374 Epoch 20: val loss 0.47038567066192627 Epoch 21: train loss 0.355873641371727 Epoch 21: val loss 0.47608187794685364 Epoch 22: train loss 0.38061416149139404 Epoch 22: val loss 0.48600447177886963 Epoch 23: train loss 0.33550908267498014 Epoch 23: val loss 0.4861520528793335 Epoch 24: train loss 0.3110343039035797 Epoch 24: val loss 0.4718780517578125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6273069702661954 Epoch 0: val loss 0.5886967182159424 Epoch 1: train loss 0.5085869500270257 Epoch 1: val loss 0.5023787021636963 Epoch 2: train loss 0.45499093715961164 Epoch 2: val loss 0.46916261315345764 Epoch 3: train loss 0.39914630353450775 Epoch 3: val loss 0.47493836283683777 Epoch 4: train loss 0.3903835633626351 Epoch 4: val loss 0.48858657479286194 Epoch 5: train loss 0.411545876127023 Epoch 5: val loss 0.4727151691913605 Epoch 6: train loss 0.42345335621100205 Epoch 6: val loss 0.4855233132839203 Epoch 7: train loss 0.37101997893590194 Epoch 7: val loss 0.48531073331832886 Epoch 8: train loss 0.3548798692914156 Epoch 8: val loss 0.47693735361099243 Epoch 9: train loss 0.3814184849078839 Epoch 9: val loss 0.4822055995464325 Epoch 10: train loss 0.38160652266098904 Epoch 10: val loss 0.48697346448898315 Epoch 11: train loss 0.3745830769722278 Epoch 11: val loss 0.48525670170783997 Epoch 12: train loss 0.3540700055085696 Epoch 12: val loss 0.4936180114746094 Epoch 13: train loss 0.33566967799113345 Epoch 13: val loss 0.47940725088119507 Epoch 14: train loss 0.3408404508462319 Epoch 14: val loss 0.4830031096935272 Epoch 15: train loss 0.3533571855379985 Epoch 15: val loss 0.4952261447906494 Epoch 16: train loss 0.3298801046151381 Epoch 16: val loss 0.49468016624450684
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6882557760585438 Epoch 0: val loss 0.6784350275993347 Epoch 1: train loss 0.6498767733573914 Epoch 1: val loss 0.6607066988945007 Epoch 2: train loss 0.6178618506951765 Epoch 2: val loss 0.656726062297821 Epoch 3: train loss 0.6059239940209822 Epoch 3: val loss 0.6525935530662537 Epoch 4: train loss 0.5863094167275862 Epoch 4: val loss 0.6397510170936584 Epoch 5: train loss 0.5651060153137554 Epoch 5: val loss 0.63780677318573 Epoch 6: train loss 0.5591734241355549 Epoch 6: val loss 0.6335694789886475 Epoch 7: train loss 0.5572880235585299 Epoch 7: val loss 0.6154196262359619 Epoch 8: train loss 0.5323661457408558 Epoch 8: val loss 0.6121002435684204 Epoch 9: train loss 0.5203778581185774 Epoch 9: val loss 0.6066280007362366 Epoch 10: train loss 0.510168116201054 Epoch 10: val loss 0.5938720703125 Epoch 11: train loss 0.50612657178532 Epoch 11: val loss 0.5909734964370728 Epoch 12: train loss 0.4787776497277347 Epoch 12: val loss 0.5932248830795288 Epoch 13: train loss 0.47595556486736645 Epoch 13: val loss 0.6033963561058044 Epoch 14: train loss 0.4637305655262687 Epoch 14: val loss 0.6024473309516907 Epoch 15: train loss 0.4334951557896354 Epoch 15: val loss 0.6039193272590637 Epoch 16: train loss 0.4342669573697177 Epoch 16: val loss 0.5914137363433838 Epoch 17: train loss 0.41696382652629504 Epoch 17: val loss 0.6031534075737 Epoch 18: train loss 0.41371151263063605 Epoch 18: val loss 0.6096468567848206 Epoch 19: train loss 0.41667732054536993 Epoch 19: val loss 0.6119689345359802 Epoch 20: train loss 0.4144602228294719 Epoch 20: val loss 0.6021336913108826 Epoch 21: train loss 0.3793246678330682 Epoch 21: val loss 0.596798300743103 Epoch 22: train loss 0.37742332165891473 Epoch 22: val loss 0.5883811712265015 Epoch 23: train loss 0.37943432005968963 Epoch 23: val loss 0.599799633026123 Epoch 24: train loss 0.37618238546631555 Epoch 24: val loss 0.6277728080749512
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917488466609608 Epoch 0: val loss 0.6683911085128784 Epoch 1: train loss 0.6520741581916809 Epoch 1: val loss 0.6425420641899109 Epoch 2: train loss 0.6366304592652754 Epoch 2: val loss 0.6202576756477356 Epoch 3: train loss 0.6326269832524386 Epoch 3: val loss 0.6288132071495056 Epoch 4: train loss 0.5975654721260071 Epoch 4: val loss 0.6199944615364075 Epoch 5: train loss 0.5896923000162299 Epoch 5: val loss 0.6065574884414673 Epoch 6: train loss 0.597541028803045 Epoch 6: val loss 0.6032021641731262 Epoch 7: train loss 0.5626207210800864 Epoch 7: val loss 0.6032150983810425 Epoch 8: train loss 0.5570697946981951 Epoch 8: val loss 0.6102723479270935 Epoch 9: train loss 0.539794073863463 Epoch 9: val loss 0.6003159880638123 Epoch 10: train loss 0.532247933474454 Epoch 10: val loss 0.6106631755828857 Epoch 11: train loss 0.5350827683102001 Epoch 11: val loss 0.6004005074501038 Epoch 12: train loss 0.5188221470876173 Epoch 12: val loss 0.5877681374549866 Epoch 13: train loss 0.5037907226519152 Epoch 13: val loss 0.5851077437400818 Epoch 14: train loss 0.500235376032916 Epoch 14: val loss 0.5949873924255371 Epoch 15: train loss 0.477410153909163 Epoch 15: val loss 0.5756716728210449 Epoch 16: train loss 0.47762370109558105 Epoch 16: val loss 0.5760044455528259 Epoch 17: train loss 0.4763234122232957 Epoch 17: val loss 0.5751391053199768 Epoch 18: train loss 0.4643102559176358 Epoch 18: val loss 0.5664988160133362 Epoch 19: train loss 0.44745715910738165 Epoch 19: val loss 0.566415011882782 Epoch 20: train loss 0.43476939472285187 Epoch 20: val loss 0.545440137386322 Epoch 21: train loss 0.42901223627003754 Epoch 21: val loss 0.5464761257171631 Epoch 22: train loss 0.44517169486392627 Epoch 22: val loss 0.5643916726112366 Epoch 23: train loss 0.4148491485552354 Epoch 23: val loss 0.5640201568603516 Epoch 24: train loss 0.39900746128775855 Epoch 24: val loss 0.5616230368614197
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6899610161781311 Epoch 0: val loss 0.658367395401001 Epoch 1: train loss 0.6401076425205577 Epoch 1: val loss 0.629137396812439 Epoch 2: train loss 0.6265031641179865 Epoch 2: val loss 0.6186780333518982 Epoch 3: train loss 0.6084636774930087 Epoch 3: val loss 0.6169970035552979 Epoch 4: train loss 0.5990649515932257 Epoch 4: val loss 0.6139767169952393 Epoch 5: train loss 0.6009340177882802 Epoch 5: val loss 0.6156045198440552 Epoch 6: train loss 0.5771794427524913 Epoch 6: val loss 0.6023803353309631 Epoch 7: train loss 0.5707738074389371 Epoch 7: val loss 0.5917935967445374 Epoch 8: train loss 0.5633860772306268 Epoch 8: val loss 0.5996060371398926 Epoch 9: train loss 0.5519977374510332 Epoch 9: val loss 0.598172128200531 Epoch 10: train loss 0.5398048541762612 Epoch 10: val loss 0.5924392342567444 Epoch 11: train loss 0.5457818426869132 Epoch 11: val loss 0.5954372882843018 Epoch 12: train loss 0.5271650010889227 Epoch 12: val loss 0.5720216631889343 Epoch 13: train loss 0.5084185220978477 Epoch 13: val loss 0.5757798552513123 Epoch 14: train loss 0.4803514236753637 Epoch 14: val loss 0.5721896886825562 Epoch 15: train loss 0.4787391857667403 Epoch 15: val loss 0.5765908360481262 Epoch 16: train loss 0.46609815142371436 Epoch 16: val loss 0.5796484351158142 Epoch 17: train loss 0.4682734689929269 Epoch 17: val loss 0.5804086923599243 Epoch 18: train loss 0.462015989151868 Epoch 18: val loss 0.5684793591499329 Epoch 19: train loss 0.4510891925204884 Epoch 19: val loss 0.594161868095398 Epoch 20: train loss 0.46242684396830475 Epoch 20: val loss 0.5754355788230896 Epoch 21: train loss 0.449226357720115 Epoch 21: val loss 0.5766698718070984 Epoch 22: train loss 0.46582872488281946 Epoch 22: val loss 0.5902091860771179 Epoch 23: train loss 0.41991039568727667 Epoch 23: val loss 0.5699740052223206 Epoch 24: train loss 0.4222677539695393 Epoch 24: val loss 0.5811768174171448
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6929566968571056 Epoch 0: val loss 0.6690959930419922 Epoch 1: train loss 0.6550946940075267 Epoch 1: val loss 0.6565242409706116 Epoch 2: train loss 0.6176266724413092 Epoch 2: val loss 0.6493001580238342 Epoch 3: train loss 0.6102038296786222 Epoch 3: val loss 0.6465128064155579 Epoch 4: train loss 0.5974217382344332 Epoch 4: val loss 0.6356930732727051 Epoch 5: train loss 0.5930356193672527 Epoch 5: val loss 0.6343538165092468 Epoch 6: train loss 0.5825939909978346 Epoch 6: val loss 0.6383665800094604 Epoch 7: train loss 0.5592580437660217 Epoch 7: val loss 0.6442445516586304 Epoch 8: train loss 0.5427537208253687 Epoch 8: val loss 0.6433686017990112 Epoch 9: train loss 0.5542907985773954 Epoch 9: val loss 0.642408013343811 Epoch 10: train loss 0.529611430384896 Epoch 10: val loss 0.6343947649002075 Epoch 11: train loss 0.5195821632038463 Epoch 11: val loss 0.6416237950325012 Epoch 12: train loss 0.5092120143500242 Epoch 12: val loss 0.6434058547019958 Epoch 13: train loss 0.49615093252875586 Epoch 13: val loss 0.6154604554176331 Epoch 14: train loss 0.508002140305259 Epoch 14: val loss 0.6128729581832886 Epoch 15: train loss 0.46248813379894604 Epoch 15: val loss 0.6206194162368774 Epoch 16: train loss 0.4737649045207284 Epoch 16: val loss 0.6185600757598877 Epoch 17: train loss 0.4561737423593348 Epoch 17: val loss 0.619208037853241 Epoch 18: train loss 0.45539403232661163 Epoch 18: val loss 0.6259471774101257 Epoch 19: train loss 0.46558140082792804 Epoch 19: val loss 0.5954836010932922 Epoch 20: train loss 0.44203463196754456 Epoch 20: val loss 0.6016860008239746 Epoch 21: train loss 0.4223796183412725 Epoch 21: val loss 0.6029472351074219 Epoch 22: train loss 0.4315898499705575 Epoch 22: val loss 0.5992749333381653 Epoch 23: train loss 0.43379375067624176 Epoch 23: val loss 0.6096169948577881 Epoch 24: train loss 0.40916765142570843 Epoch 24: val loss 0.6065887212753296
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7023929198582967 Epoch 0: val loss 0.6642293930053711 Epoch 1: train loss 0.6459477702776592 Epoch 1: val loss 0.6396541595458984 Epoch 2: train loss 0.6277478098869324 Epoch 2: val loss 0.619966983795166 Epoch 3: train loss 0.608143436908722 Epoch 3: val loss 0.6034929156303406 Epoch 4: train loss 0.5943918387095134 Epoch 4: val loss 0.5920388698577881 Epoch 5: train loss 0.5772733350594839 Epoch 5: val loss 0.5875250101089478 Epoch 6: train loss 0.5657731413841247 Epoch 6: val loss 0.5819805860519409 Epoch 7: train loss 0.5502193828423818 Epoch 7: val loss 0.5709319710731506 Epoch 8: train loss 0.5279349505901336 Epoch 8: val loss 0.5673452615737915 Epoch 9: train loss 0.507922911643982 Epoch 9: val loss 0.5615753531455994 Epoch 10: train loss 0.5151799043019613 Epoch 10: val loss 0.5560442209243774 Epoch 11: train loss 0.499385404586792 Epoch 11: val loss 0.5423424243927002 Epoch 12: train loss 0.4927776217460632 Epoch 12: val loss 0.5282027125358582 Epoch 13: train loss 0.46578646103541055 Epoch 13: val loss 0.5228505730628967 Epoch 14: train loss 0.48242756525675456 Epoch 14: val loss 0.5193953514099121 Epoch 15: train loss 0.4572752058506012 Epoch 15: val loss 0.5195773839950562 Epoch 16: train loss 0.4484096169471741 Epoch 16: val loss 0.518811047077179 Epoch 17: train loss 0.4387033224105835 Epoch 17: val loss 0.5256887674331665 Epoch 18: train loss 0.4241186738014221 Epoch 18: val loss 0.5208190083503723 Epoch 19: train loss 0.4182282745838165 Epoch 19: val loss 0.531372606754303 Epoch 20: train loss 0.4106004486481349 Epoch 20: val loss 0.5417388081550598 Epoch 21: train loss 0.40828572312990824 Epoch 21: val loss 0.5437266230583191 Epoch 22: train loss 0.3963933269182841 Epoch 22: val loss 0.5463968515396118
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.698399230837822 Epoch 0: val loss 0.6884636282920837 Epoch 1: train loss 0.6633248080809911 Epoch 1: val loss 0.6730861067771912 Epoch 2: train loss 0.6452401379744211 Epoch 2: val loss 0.6660014986991882 Epoch 3: train loss 0.6049148937066396 Epoch 3: val loss 0.6601709127426147 Epoch 4: train loss 0.604716956615448 Epoch 4: val loss 0.6565344333648682 Epoch 5: train loss 0.5438894281784693 Epoch 5: val loss 0.6632137894630432 Epoch 6: train loss 0.5688154920935631 Epoch 6: val loss 0.665124237537384 Epoch 7: train loss 0.5508307466904322 Epoch 7: val loss 0.6657096147537231 Epoch 8: train loss 0.537728376686573 Epoch 8: val loss 0.6581432819366455 Epoch 9: train loss 0.5545848285158476 Epoch 9: val loss 0.6585314869880676 Epoch 10: train loss 0.5302775104840597 Epoch 10: val loss 0.6532896757125854 Epoch 11: train loss 0.5036780089139938 Epoch 11: val loss 0.6561758518218994 Epoch 12: train loss 0.5427629798650742 Epoch 12: val loss 0.6528010368347168 Epoch 13: train loss 0.49897439032793045 Epoch 13: val loss 0.6523082852363586 Epoch 14: train loss 0.48778905471165973 Epoch 14: val loss 0.6700905561447144 Epoch 15: train loss 0.498507596552372 Epoch 15: val loss 0.6634460091590881 Epoch 16: train loss 0.48624030997355777 Epoch 16: val loss 0.6618368625640869 Epoch 17: train loss 0.45664944499731064 Epoch 17: val loss 0.6741828322410583 Epoch 18: train loss 0.48656266431013745 Epoch 18: val loss 0.6682538390159607 Epoch 19: train loss 0.46764275679985684 Epoch 19: val loss 0.6703730225563049 Epoch 20: train loss 0.45136189212401706 Epoch 20: val loss 0.6788859367370605 Epoch 21: train loss 0.452935628592968 Epoch 21: val loss 0.666338324546814 Epoch 22: train loss 0.4510314166545868 Epoch 22: val loss 0.673775851726532 Epoch 23: train loss 0.4254180019100507 Epoch 23: val loss 0.6781536340713501 Epoch 24: train loss 0.42330384254455566 Epoch 24: val loss 0.6775306463241577
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6958261082569758 Epoch 0: val loss 0.6888710260391235 Epoch 1: train loss 0.6824016074339548 Epoch 1: val loss 0.6947197318077087 Epoch 2: train loss 0.647234578927358 Epoch 2: val loss 0.6850572228431702 Epoch 3: train loss 0.6311946908632914 Epoch 3: val loss 0.6741483211517334 Epoch 4: train loss 0.6104701310396194 Epoch 4: val loss 0.6780132055282593 Epoch 5: train loss 0.5777916262547175 Epoch 5: val loss 0.6724498271942139 Epoch 6: train loss 0.5431499481201172 Epoch 6: val loss 0.6812995076179504 Epoch 7: train loss 0.5532556101679802 Epoch 7: val loss 0.6891554594039917 Epoch 8: train loss 0.5350696593523026 Epoch 8: val loss 0.6861530542373657 Epoch 9: train loss 0.5149631599585215 Epoch 9: val loss 0.6980243921279907 Epoch 10: train loss 0.5202167828877767 Epoch 10: val loss 0.6954899430274963 Epoch 11: train loss 0.48007050653298694 Epoch 11: val loss 0.7174707651138306 Epoch 12: train loss 0.46403760959704715 Epoch 12: val loss 0.7172025442123413 Epoch 13: train loss 0.4472994953393936 Epoch 13: val loss 0.724986732006073 Epoch 14: train loss 0.43247176706790924 Epoch 14: val loss 0.7434678077697754 Epoch 15: train loss 0.4379161298274994 Epoch 15: val loss 0.7236474752426147 Epoch 16: train loss 0.4461483086148898 Epoch 16: val loss 0.7106660008430481 Epoch 17: train loss 0.4369816357890765 Epoch 17: val loss 0.7182884812355042 Epoch 18: train loss 0.4268045524756114 Epoch 18: val loss 0.7581073641777039 Epoch 19: train loss 0.4144795623918374 Epoch 19: val loss 0.7346418499946594 Epoch 20: train loss 0.429820291697979 Epoch 20: val loss 0.7261130809783936 Epoch 21: train loss 0.3916655704379082 Epoch 21: val loss 0.7596478462219238 Epoch 22: train loss 0.40458978960911435 Epoch 22: val loss 0.7792356610298157 Epoch 23: train loss 0.386136956512928 Epoch 23: val loss 0.7670841813087463 Epoch 24: train loss 0.3833070596059163 Epoch 24: val loss 0.7852094173431396
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6857304473718008 Epoch 0: val loss 0.6842939257621765 Epoch 1: train loss 0.672604704896609 Epoch 1: val loss 0.6767740249633789 Epoch 2: train loss 0.6581352949142456 Epoch 2: val loss 0.6654688119888306 Epoch 3: train loss 0.6470586160818735 Epoch 3: val loss 0.6440308690071106 Epoch 4: train loss 0.6204467018445333 Epoch 4: val loss 0.6268783211708069 Epoch 5: train loss 0.6183446298042933 Epoch 5: val loss 0.6143343448638916 Epoch 6: train loss 0.6057423700888952 Epoch 6: val loss 0.6022142767906189 Epoch 7: train loss 0.5822583014766375 Epoch 7: val loss 0.6021636724472046 Epoch 8: train loss 0.5765662839015325 Epoch 8: val loss 0.5984445810317993 Epoch 9: train loss 0.5683738787968954 Epoch 9: val loss 0.5999011993408203 Epoch 10: train loss 0.5388125702738762 Epoch 10: val loss 0.5997610092163086 Epoch 11: train loss 0.5239475592970848 Epoch 11: val loss 0.6008777618408203 Epoch 12: train loss 0.5387233545382818 Epoch 12: val loss 0.5941027998924255 Epoch 13: train loss 0.5217596516013145 Epoch 13: val loss 0.6048187613487244 Epoch 14: train loss 0.5152002473672231 Epoch 14: val loss 0.6054331064224243 Epoch 15: train loss 0.5069430644313494 Epoch 15: val loss 0.5987942814826965 Epoch 16: train loss 0.4964614237348239 Epoch 16: val loss 0.6041445732116699 Epoch 17: train loss 0.49237874150276184 Epoch 17: val loss 0.5994616150856018 Epoch 18: train loss 0.47978905588388443 Epoch 18: val loss 0.6022017002105713 Epoch 19: train loss 0.46053040275971097 Epoch 19: val loss 0.6034396886825562 Epoch 20: train loss 0.4696042612195015 Epoch 20: val loss 0.6096977591514587 Epoch 21: train loss 0.47265758613745373 Epoch 21: val loss 0.6184368133544922 Epoch 22: train loss 0.456177681684494 Epoch 22: val loss 0.627835750579834 Epoch 23: train loss 0.45282401889562607 Epoch 23: val loss 0.6288208365440369 Epoch 24: train loss 0.4331785539786021 Epoch 24: val loss 0.6218534111976624
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7035681009292603 Epoch 0: val loss 0.6769591569900513 Epoch 1: train loss 0.6878577073415121 Epoch 1: val loss 0.6590506434440613 Epoch 2: train loss 0.6523057967424393 Epoch 2: val loss 0.6304565668106079 Epoch 3: train loss 0.6316921164592108 Epoch 3: val loss 0.6053596138954163 Epoch 4: train loss 0.5963820517063141 Epoch 4: val loss 0.5736936926841736 Epoch 5: train loss 0.5770517190297445 Epoch 5: val loss 0.5673403739929199 Epoch 6: train loss 0.5767602473497391 Epoch 6: val loss 0.5606113076210022 Epoch 7: train loss 0.5519486516714096 Epoch 7: val loss 0.5539594292640686 Epoch 8: train loss 0.5436768035093943 Epoch 8: val loss 0.5635011196136475 Epoch 9: train loss 0.5643989369273186 Epoch 9: val loss 0.556411623954773 Epoch 10: train loss 0.5376858115196228 Epoch 10: val loss 0.5545148253440857 Epoch 11: train loss 0.5157705148061117 Epoch 11: val loss 0.5614888668060303 Epoch 12: train loss 0.5235252554217974 Epoch 12: val loss 0.5635318160057068 Epoch 13: train loss 0.5011861696839333 Epoch 13: val loss 0.5678063631057739 Epoch 14: train loss 0.520480160911878 Epoch 14: val loss 0.558259129524231 Epoch 15: train loss 0.4905015950401624 Epoch 15: val loss 0.5723497867584229 Epoch 16: train loss 0.4998320961991946 Epoch 16: val loss 0.5641876459121704 Epoch 17: train loss 0.47072137395540875 Epoch 17: val loss 0.566003680229187 Epoch 18: train loss 0.48417365302642185 Epoch 18: val loss 0.5667642951011658 Epoch 19: train loss 0.4629232759277026 Epoch 19: val loss 0.5795640349388123 Epoch 20: train loss 0.484951784213384 Epoch 20: val loss 0.5844550728797913 Epoch 21: train loss 0.4296615545948346 Epoch 21: val loss 0.5811657905578613 Epoch 22: train loss 0.45418327301740646 Epoch 22: val loss 0.5776335597038269 Epoch 23: train loss 0.4748200252652168 Epoch 23: val loss 0.5828787088394165 Epoch 24: train loss 0.4520592639843623 Epoch 24: val loss 0.5795896649360657
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6911034733057022 Epoch 0: val loss 0.6728179454803467 Epoch 1: train loss 0.6439867578446865 Epoch 1: val loss 0.652123212814331 Epoch 2: train loss 0.6374000199139118 Epoch 2: val loss 0.6415192484855652 Epoch 3: train loss 0.618572510778904 Epoch 3: val loss 0.6333398222923279 Epoch 4: train loss 0.5989232044667006 Epoch 4: val loss 0.622689962387085 Epoch 5: train loss 0.5969513729214668 Epoch 5: val loss 0.6307860612869263 Epoch 6: train loss 0.5822770092636347 Epoch 6: val loss 0.6250222325325012 Epoch 7: train loss 0.5626755431294441 Epoch 7: val loss 0.6392446160316467 Epoch 8: train loss 0.5499560199677944 Epoch 8: val loss 0.6324039697647095 Epoch 9: train loss 0.560546113178134 Epoch 9: val loss 0.6341981291770935 Epoch 10: train loss 0.5480712652206421 Epoch 10: val loss 0.6356201171875 Epoch 11: train loss 0.542874950915575 Epoch 11: val loss 0.6332102417945862 Epoch 12: train loss 0.5192540418356657 Epoch 12: val loss 0.6469034552574158 Epoch 13: train loss 0.531426802277565 Epoch 13: val loss 0.643154501914978 Epoch 14: train loss 0.5244621634483337 Epoch 14: val loss 0.6412506103515625 Epoch 15: train loss 0.5251162312924862 Epoch 15: val loss 0.6401273608207703
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7104747047026952 Epoch 0: val loss 0.6785528659820557 Epoch 1: train loss 0.6859592199325562 Epoch 1: val loss 0.6579365134239197 Epoch 2: train loss 0.657848502198855 Epoch 2: val loss 0.639764130115509 Epoch 3: train loss 0.6432828605175018 Epoch 3: val loss 0.6292537450790405 Epoch 4: train loss 0.6358523666858673 Epoch 4: val loss 0.623599648475647 Epoch 5: train loss 0.6292085200548172 Epoch 5: val loss 0.6215832233428955 Epoch 6: train loss 0.6271973848342896 Epoch 6: val loss 0.6220501661300659 Epoch 7: train loss 0.6134457836548487 Epoch 7: val loss 0.6191065907478333 Epoch 8: train loss 0.5949046562115351 Epoch 8: val loss 0.6177225112915039 Epoch 9: train loss 0.5816435565551122 Epoch 9: val loss 0.6111451387405396 Epoch 10: train loss 0.5833793232838312 Epoch 10: val loss 0.6078513264656067 Epoch 11: train loss 0.5798337310552597 Epoch 11: val loss 0.6104929447174072 Epoch 12: train loss 0.5938702945907911 Epoch 12: val loss 0.6040263772010803 Epoch 13: train loss 0.5965035408735275 Epoch 13: val loss 0.6066585779190063 Epoch 14: train loss 0.5919309804836909 Epoch 14: val loss 0.6050235629081726 Epoch 15: train loss 0.5596156418323517 Epoch 15: val loss 0.6051803827285767 Epoch 16: train loss 0.5820544262727102 Epoch 16: val loss 0.6026323437690735 Epoch 17: train loss 0.5599896113077799 Epoch 17: val loss 0.5954725742340088 Epoch 18: train loss 0.5315002972880999 Epoch 18: val loss 0.5981587767601013 Epoch 19: train loss 0.5631200298666954 Epoch 19: val loss 0.6012731194496155 Epoch 20: train loss 0.5390302762389183 Epoch 20: val loss 0.6022946238517761 Epoch 21: train loss 0.5562518785397211 Epoch 21: val loss 0.6044305562973022 Epoch 22: train loss 0.5442272375027338 Epoch 22: val loss 0.6054598689079285 Epoch 23: train loss 0.5614344229300817 Epoch 23: val loss 0.5993341207504272 Epoch 24: train loss 0.5382038528720537 Epoch 24: val loss 0.5978696346282959
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6916339496771494 Epoch 0: val loss 0.6881611943244934 Epoch 1: train loss 0.6696598281462988 Epoch 1: val loss 0.6723705530166626 Epoch 2: train loss 0.6262914886077245 Epoch 2: val loss 0.6626871228218079 Epoch 3: train loss 0.6275679518779119 Epoch 3: val loss 0.6549317836761475 Epoch 4: train loss 0.6061301529407501 Epoch 4: val loss 0.6534438729286194 Epoch 5: train loss 0.6022584189971288 Epoch 5: val loss 0.6606428027153015 Epoch 6: train loss 0.5834874659776688 Epoch 6: val loss 0.6551098823547363 Epoch 7: train loss 0.5873327652613322 Epoch 7: val loss 0.6616919040679932 Epoch 8: train loss 0.566520594060421 Epoch 8: val loss 0.6690614223480225 Epoch 9: train loss 0.5762882033983866 Epoch 9: val loss 0.6706093549728394 Epoch 10: train loss 0.5730378950635592 Epoch 10: val loss 0.6661452651023865 Epoch 11: train loss 0.5358555515607198 Epoch 11: val loss 0.6731925010681152 Epoch 12: train loss 0.5350906600554785 Epoch 12: val loss 0.6718605756759644 Epoch 13: train loss 0.5367338235179583 Epoch 13: val loss 0.6822378039360046 Epoch 14: train loss 0.5207772900660833 Epoch 14: val loss 0.6971851587295532 Epoch 15: train loss 0.5457294806838036 Epoch 15: val loss 0.7062773704528809 Epoch 16: train loss 0.4854377781351407 Epoch 16: val loss 0.7019263505935669 Epoch 17: train loss 0.49765754491090775 Epoch 17: val loss 0.7129259705543518 Epoch 18: train loss 0.5061316192150116 Epoch 18: val loss 0.7021662592887878 Epoch 19: train loss 0.5251150876283646 Epoch 19: val loss 0.7133666276931763 Epoch 20: train loss 0.4663741315404574 Epoch 20: val loss 0.7209789752960205 Epoch 21: train loss 0.48506645609935123 Epoch 21: val loss 0.7372947335243225 Epoch 22: train loss 0.48226264367500943 Epoch 22: val loss 0.7403295040130615 Epoch 23: train loss 0.4946161359548569 Epoch 23: val loss 0.7565333843231201 Epoch 24: train loss 0.47162816176811856 Epoch 24: val loss 0.7579373121261597
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6953744689623514 Epoch 0: val loss 0.6870518326759338 Epoch 1: train loss 0.6652839382489523 Epoch 1: val loss 0.6718554496765137 Epoch 2: train loss 0.6561283618211746 Epoch 2: val loss 0.658892810344696 Epoch 3: train loss 0.6353623121976852 Epoch 3: val loss 0.6437461376190186 Epoch 4: train loss 0.6290494253238043 Epoch 4: val loss 0.6240858435630798 Epoch 5: train loss 0.6109353030721346 Epoch 5: val loss 0.6126493811607361 Epoch 6: train loss 0.613530178864797 Epoch 6: val loss 0.6088337898254395 Epoch 7: train loss 0.6048057650526365 Epoch 7: val loss 0.6096101999282837 Epoch 8: train loss 0.598658969004949 Epoch 8: val loss 0.6102316379547119 Epoch 9: train loss 0.5976848751306534 Epoch 9: val loss 0.5925260782241821 Epoch 10: train loss 0.580053930481275 Epoch 10: val loss 0.5965597629547119 Epoch 11: train loss 0.5710833445191383 Epoch 11: val loss 0.5978776216506958 Epoch 12: train loss 0.5644531200329462 Epoch 12: val loss 0.5856351256370544 Epoch 13: train loss 0.56867715716362 Epoch 13: val loss 0.5966465473175049 Epoch 14: train loss 0.5370498498280843 Epoch 14: val loss 0.6032398343086243 Epoch 15: train loss 0.5385180860757828 Epoch 15: val loss 0.5908337831497192 Epoch 16: train loss 0.5301860173543295 Epoch 16: val loss 0.5890718698501587 Epoch 17: train loss 0.5168387740850449 Epoch 17: val loss 0.5826022028923035 Epoch 18: train loss 0.5322303771972656 Epoch 18: val loss 0.5856320858001709 Epoch 19: train loss 0.5011796578764915 Epoch 19: val loss 0.5840061902999878 Epoch 20: train loss 0.500035839776198 Epoch 20: val loss 0.5956307649612427 Epoch 21: train loss 0.48868412027756375 Epoch 21: val loss 0.6002702713012695 Epoch 22: train loss 0.5128122344613075 Epoch 22: val loss 0.5863112807273865 Epoch 23: train loss 0.4878675589958827 Epoch 23: val loss 0.6115411520004272 Epoch 24: train loss 0.49962131679058075 Epoch 24: val loss 0.6072909235954285
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6851173341274261 Epoch 0: val loss 0.6829890012741089 Epoch 1: train loss 0.6568541874488195 Epoch 1: val loss 0.674511194229126 Epoch 2: train loss 0.6328660349051157 Epoch 2: val loss 0.6643090844154358 Epoch 3: train loss 0.6204682638247808 Epoch 3: val loss 0.6536204814910889 Epoch 4: train loss 0.6184538702170054 Epoch 4: val loss 0.6521515250205994 Epoch 5: train loss 0.6100290765364965 Epoch 5: val loss 0.6530792117118835 Epoch 6: train loss 0.5731316929062208 Epoch 6: val loss 0.648879885673523 Epoch 7: train loss 0.5799800828099251 Epoch 7: val loss 0.6527228355407715 Epoch 8: train loss 0.5820457463463148 Epoch 8: val loss 0.6639004349708557 Epoch 9: train loss 0.5806310176849365 Epoch 9: val loss 0.6650266051292419 Epoch 10: train loss 0.5523882235089937 Epoch 10: val loss 0.6611492037773132 Epoch 11: train loss 0.5552216321229935 Epoch 11: val loss 0.6696048378944397 Epoch 12: train loss 0.5548458620905876 Epoch 12: val loss 0.6758348345756531 Epoch 13: train loss 0.5357661619782448 Epoch 13: val loss 0.6892160773277283 Epoch 14: train loss 0.5348798260092735 Epoch 14: val loss 0.6951473355293274 Epoch 15: train loss 0.5448326170444489 Epoch 15: val loss 0.6959331035614014 Epoch 16: train loss 0.5190401126941045 Epoch 16: val loss 0.6948394179344177 Epoch 17: train loss 0.5070172448952993 Epoch 17: val loss 0.7060662508010864 Epoch 18: train loss 0.5399579778313637 Epoch 18: val loss 0.7117584943771362 Epoch 19: train loss 0.5337695429722468 Epoch 19: val loss 0.7160859704017639 Epoch 20: train loss 0.5170316596825918 Epoch 20: val loss 0.7065511345863342 Epoch 21: train loss 0.4976482689380646 Epoch 21: val loss 0.7091566324234009 Epoch 22: train loss 0.4849289059638977 Epoch 22: val loss 0.7239861488342285 Epoch 23: train loss 0.4895234902699788 Epoch 23: val loss 0.7258972525596619 Epoch 24: train loss 0.4828016459941864 Epoch 24: val loss 0.7096760869026184
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6863216198980808 Epoch 0: val loss 0.6757790446281433 Epoch 1: train loss 0.6701760925352573 Epoch 1: val loss 0.667260468006134 Epoch 2: train loss 0.6397734582424164 Epoch 2: val loss 0.6427424550056458 Epoch 3: train loss 0.6417436972260475 Epoch 3: val loss 0.6247078776359558 Epoch 4: train loss 0.6236768700182438 Epoch 4: val loss 0.6125429272651672 Epoch 5: train loss 0.593993853777647 Epoch 5: val loss 0.5992828607559204 Epoch 6: train loss 0.5960362087935209 Epoch 6: val loss 0.5933689475059509 Epoch 7: train loss 0.5983727667480707 Epoch 7: val loss 0.5971585512161255 Epoch 8: train loss 0.5661582332104445 Epoch 8: val loss 0.6136211156845093 Epoch 9: train loss 0.5806693937629461 Epoch 9: val loss 0.6049381494522095 Epoch 10: train loss 0.5686685610562563 Epoch 10: val loss 0.6076340079307556 Epoch 11: train loss 0.5648005045950413 Epoch 11: val loss 0.6063697338104248
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6932271827350963 Epoch 0: val loss 0.6765180230140686 Epoch 1: train loss 0.6670684110034596 Epoch 1: val loss 0.6635282635688782 Epoch 2: train loss 0.6341143575581637 Epoch 2: val loss 0.6548311114311218 Epoch 3: train loss 0.634320698001168 Epoch 3: val loss 0.656130313873291 Epoch 4: train loss 0.6178453781388022 Epoch 4: val loss 0.6570316553115845 Epoch 5: train loss 0.6090111515738748 Epoch 5: val loss 0.6642536520957947 Epoch 6: train loss 0.5860619274052706 Epoch 6: val loss 0.6720414161682129 Epoch 7: train loss 0.598318956115029 Epoch 7: val loss 0.6719899773597717 Epoch 8: train loss 0.5785227255387739 Epoch 8: val loss 0.6639508008956909 Epoch 9: train loss 0.575857552615079 Epoch 9: val loss 0.6642446517944336 Epoch 10: train loss 0.5557646236636422 Epoch 10: val loss 0.666945219039917 Epoch 11: train loss 0.5468803102319891 Epoch 11: val loss 0.6670280694961548 Epoch 12: train loss 0.533812709830024 Epoch 12: val loss 0.6682827472686768 Epoch 13: train loss 0.5333349244161085 Epoch 13: val loss 0.668118953704834 Epoch 14: train loss 0.5362458825111389 Epoch 14: val loss 0.6612371206283569 Epoch 15: train loss 0.5208365673368628 Epoch 15: val loss 0.6588354110717773 Epoch 16: train loss 0.503196889703924 Epoch 16: val loss 0.6750369668006897 Epoch 17: train loss 0.5144034326076508 Epoch 17: val loss 0.6486498713493347 Epoch 18: train loss 0.49560133435509424 Epoch 18: val loss 0.648252546787262 Epoch 19: train loss 0.4831124246120453 Epoch 19: val loss 0.6460413336753845 Epoch 20: train loss 0.47564543919129804 Epoch 20: val loss 0.6430360078811646 Epoch 21: train loss 0.47703079743818805 Epoch 21: val loss 0.6374834179878235 Epoch 22: train loss 0.4570233848961917 Epoch 22: val loss 0.6337213516235352 Epoch 23: train loss 0.4530971077355472 Epoch 23: val loss 0.6370678544044495 Epoch 24: train loss 0.438848693262447 Epoch 24: val loss 0.638931393623352
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6981056820262562 Epoch 0: val loss 0.6789595484733582 Epoch 1: train loss 0.6542755798860029 Epoch 1: val loss 0.674159586429596 Epoch 2: train loss 0.6516637856310065 Epoch 2: val loss 0.6714030504226685 Epoch 3: train loss 0.6430950869213451 Epoch 3: val loss 0.674321711063385 Epoch 4: train loss 0.6263648054816506 Epoch 4: val loss 0.6733410358428955 Epoch 5: train loss 0.6285374868999828 Epoch 5: val loss 0.6642817258834839 Epoch 6: train loss 0.6235983534292742 Epoch 6: val loss 0.659165620803833 Epoch 7: train loss 0.6076765277168967 Epoch 7: val loss 0.6585423350334167 Epoch 8: train loss 0.6015472466295416 Epoch 8: val loss 0.6566346883773804 Epoch 9: train loss 0.5973289175467058 Epoch 9: val loss 0.6504846811294556 Epoch 10: train loss 0.5931389331817627 Epoch 10: val loss 0.646049439907074 Epoch 11: train loss 0.5934997444803064 Epoch 11: val loss 0.6367142200469971 Epoch 12: train loss 0.5715222656726837 Epoch 12: val loss 0.6393817663192749 Epoch 13: train loss 0.5819175053726543 Epoch 13: val loss 0.6340225338935852 Epoch 14: train loss 0.5690832273526625 Epoch 14: val loss 0.633170485496521 Epoch 15: train loss 0.5662634210153059 Epoch 15: val loss 0.6328047513961792 Epoch 16: train loss 0.5545877651734785 Epoch 16: val loss 0.6193199753761292 Epoch 17: train loss 0.5422027490355752 Epoch 17: val loss 0.6127670407295227 Epoch 18: train loss 0.523386150598526 Epoch 18: val loss 0.6023964285850525 Epoch 19: train loss 0.5192658467726274 Epoch 19: val loss 0.621745765209198 Epoch 20: train loss 0.524169537154111 Epoch 20: val loss 0.611114501953125 Epoch 21: train loss 0.4931404184211384 Epoch 21: val loss 0.614909827709198 Epoch 22: train loss 0.5171152190728621 Epoch 22: val loss 0.6113198399543762 Epoch 23: train loss 0.4878314191644842 Epoch 23: val loss 0.6195364594459534 Epoch 24: train loss 0.5061363442377611 Epoch 24: val loss 0.6108914017677307
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.680677511475303 Epoch 0: val loss 0.692658007144928 Epoch 1: train loss 0.659951854835857 Epoch 1: val loss 0.6981108784675598 Epoch 2: train loss 0.6578574939207598 Epoch 2: val loss 0.6951468586921692 Epoch 3: train loss 0.636381983757019 Epoch 3: val loss 0.7004287242889404 Epoch 4: train loss 0.6355836499821056 Epoch 4: val loss 0.6963348984718323 Epoch 5: train loss 0.6198623668063771 Epoch 5: val loss 0.6872788071632385 Epoch 6: train loss 0.6200828931548379 Epoch 6: val loss 0.6851196885108948 Epoch 7: train loss 0.5950506600466642 Epoch 7: val loss 0.6939308643341064 Epoch 8: train loss 0.596138821406798 Epoch 8: val loss 0.6943179965019226 Epoch 9: train loss 0.5837032063440843 Epoch 9: val loss 0.6934894323348999 Epoch 10: train loss 0.5880433700301431 Epoch 10: val loss 0.677178144454956 Epoch 11: train loss 0.5841629830273715 Epoch 11: val loss 0.6892902255058289 Epoch 12: train loss 0.5643470693718303 Epoch 12: val loss 0.6742408275604248 Epoch 13: train loss 0.5622022422877225 Epoch 13: val loss 0.6807585954666138 Epoch 14: train loss 0.5563474080779336 Epoch 14: val loss 0.6928967237472534 Epoch 15: train loss 0.545540755445307 Epoch 15: val loss 0.6749868392944336 Epoch 16: train loss 0.5368056243116205 Epoch 16: val loss 0.6991231441497803 Epoch 17: train loss 0.5261706655675714 Epoch 17: val loss 0.7040823101997375 Epoch 18: train loss 0.5281281444159421 Epoch 18: val loss 0.6814621090888977 Epoch 19: train loss 0.5324433689767664 Epoch 19: val loss 0.6834899187088013 Epoch 20: train loss 0.5246605927293951 Epoch 20: val loss 0.6987938284873962 Epoch 21: train loss 0.5212530087340962 Epoch 21: val loss 0.7002092599868774 Epoch 22: train loss 0.4820407981222326 Epoch 22: val loss 0.6864562034606934 Epoch 23: train loss 0.4933744154193185 Epoch 23: val loss 0.6964480876922607 Epoch 24: train loss 0.4938924312591553 Epoch 24: val loss 0.6897600293159485
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6814103451642123 Epoch 0: val loss 0.6868578195571899 Epoch 1: train loss 0.6546996940266002 Epoch 1: val loss 0.673936665058136 Epoch 2: train loss 0.6409744620323181 Epoch 2: val loss 0.6648632287979126 Epoch 3: train loss 0.6194316853176464 Epoch 3: val loss 0.6617035269737244 Epoch 4: train loss 0.6025839122858915 Epoch 4: val loss 0.6618490815162659 Epoch 5: train loss 0.6166939518668435 Epoch 5: val loss 0.6624220013618469 Epoch 6: train loss 0.5788088711825284 Epoch 6: val loss 0.6687690019607544 Epoch 7: train loss 0.5796660564162515 Epoch 7: val loss 0.6703436970710754 Epoch 8: train loss 0.577730652960864 Epoch 8: val loss 0.6728601455688477 Epoch 9: train loss 0.5568750934167341 Epoch 9: val loss 0.6744263172149658 Epoch 10: train loss 0.563219121911309 Epoch 10: val loss 0.6719079613685608 Epoch 11: train loss 0.5619295049797405 Epoch 11: val loss 0.6777667999267578 Epoch 12: train loss 0.5455167456106707 Epoch 12: val loss 0.680687665939331 Epoch 13: train loss 0.5523599548773332 Epoch 13: val loss 0.6773372888565063 Epoch 14: train loss 0.5378271828998219 Epoch 14: val loss 0.6693635582923889 Epoch 15: train loss 0.5246042500842701 Epoch 15: val loss 0.6631826162338257 Epoch 16: train loss 0.5135211077603427 Epoch 16: val loss 0.6641795039176941 Epoch 17: train loss 0.5237837758931246 Epoch 17: val loss 0.6629093885421753 Epoch 18: train loss 0.4932390641082417 Epoch 18: val loss 0.6642400026321411 Epoch 19: train loss 0.4939146881753748 Epoch 19: val loss 0.657371997833252 Epoch 20: train loss 0.5015655132857236 Epoch 20: val loss 0.6572322845458984 Epoch 21: train loss 0.47226771441372956 Epoch 21: val loss 0.6528152823448181 Epoch 22: train loss 0.4685092839327725 Epoch 22: val loss 0.6534501910209656 Epoch 23: train loss 0.4609524499286305 Epoch 23: val loss 0.6615356802940369 Epoch 24: train loss 0.42296784032474866 Epoch 24: val loss 0.6608761548995972
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.707023557027181 Epoch 0: val loss 0.6853179335594177 Epoch 1: train loss 0.6542335549990336 Epoch 1: val loss 0.6773296594619751 Epoch 2: train loss 0.6467777768770854 Epoch 2: val loss 0.6742250919342041 Epoch 3: train loss 0.6251134355862935 Epoch 3: val loss 0.6758734583854675 Epoch 4: train loss 0.6223966081937155 Epoch 4: val loss 0.6670388579368591 Epoch 5: train loss 0.6306748032569885 Epoch 5: val loss 0.6617199182510376 Epoch 6: train loss 0.6062195380528768 Epoch 6: val loss 0.6493439078330994 Epoch 7: train loss 0.5926286856333415 Epoch 7: val loss 0.6436164975166321 Epoch 8: train loss 0.5989250461260478 Epoch 8: val loss 0.6415097713470459 Epoch 9: train loss 0.594804318745931 Epoch 9: val loss 0.6228906512260437 Epoch 10: train loss 0.5624209920565287 Epoch 10: val loss 0.624811053276062 Epoch 11: train loss 0.5732932329177857 Epoch 11: val loss 0.6241710186004639 Epoch 12: train loss 0.5490664501984914 Epoch 12: val loss 0.615929126739502 Epoch 13: train loss 0.5673758407433828 Epoch 13: val loss 0.622256338596344 Epoch 14: train loss 0.5420864681402843 Epoch 14: val loss 0.6179631352424622 Epoch 15: train loss 0.5336981018384298 Epoch 15: val loss 0.6147930026054382 Epoch 16: train loss 0.5042121370633443 Epoch 16: val loss 0.6090412735939026 Epoch 17: train loss 0.5310164093971252 Epoch 17: val loss 0.6335992217063904 Epoch 18: train loss 0.47962884306907655 Epoch 18: val loss 0.6254971623420715 Epoch 19: train loss 0.5009948670864105 Epoch 19: val loss 0.6259855031967163 Epoch 20: train loss 0.4649320552746455 Epoch 20: val loss 0.6124734878540039 Epoch 21: train loss 0.47260077397028605 Epoch 21: val loss 0.6129924058914185 Epoch 22: train loss 0.4670803308486938 Epoch 22: val loss 0.6217705011367798
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6936216812867385 Epoch 0: val loss 0.6934322714805603 Epoch 1: train loss 0.6674357331716098 Epoch 1: val loss 0.7009468674659729 Epoch 2: train loss 0.6417718071203965 Epoch 2: val loss 0.700689971446991 Epoch 3: train loss 0.6440379619598389 Epoch 3: val loss 0.696448028087616 Epoch 4: train loss 0.6125502861463107 Epoch 4: val loss 0.6911553740501404 Epoch 5: train loss 0.6081646497433002 Epoch 5: val loss 0.6894586682319641 Epoch 6: train loss 0.5943136169360235 Epoch 6: val loss 0.6870997548103333 Epoch 7: train loss 0.5777871058537409 Epoch 7: val loss 0.6851754188537598 Epoch 8: train loss 0.5746921255038335 Epoch 8: val loss 0.6850181818008423 Epoch 9: train loss 0.554390013217926 Epoch 9: val loss 0.6859486103057861 Epoch 10: train loss 0.5447685993634738 Epoch 10: val loss 0.6836152076721191 Epoch 11: train loss 0.5334937778803018 Epoch 11: val loss 0.6843898296356201 Epoch 12: train loss 0.5261527254031255 Epoch 12: val loss 0.6843628287315369 Epoch 13: train loss 0.5204545626273522 Epoch 13: val loss 0.6919779181480408 Epoch 14: train loss 0.5019127818254324 Epoch 14: val loss 0.7155040502548218 Epoch 15: train loss 0.4992844049747174 Epoch 15: val loss 0.7054346799850464 Epoch 16: train loss 0.49311858186355007 Epoch 16: val loss 0.7181658148765564 Epoch 17: train loss 0.4880971312522888 Epoch 17: val loss 0.7241474390029907 Epoch 18: train loss 0.47095914070422834 Epoch 18: val loss 0.7266873717308044 Epoch 19: train loss 0.4862726949728452 Epoch 19: val loss 0.7305386662483215 Epoch 20: train loss 0.465223498069323 Epoch 20: val loss 0.7121734023094177 Epoch 21: train loss 0.4504224039041079 Epoch 21: val loss 0.7278401851654053 Epoch 22: train loss 0.47868268535687375 Epoch 22: val loss 0.7506343126296997 Epoch 23: train loss 0.4400803263370807 Epoch 23: val loss 0.7239356637001038 Epoch 24: train loss 0.47473971201823306 Epoch 24: val loss 0.7269688248634338
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002864938515884 Epoch 0: val loss 0.6660255193710327 Epoch 1: train loss 0.6578140533887423 Epoch 1: val loss 0.6601788401603699 Epoch 2: train loss 0.6429556241402259 Epoch 2: val loss 0.6478112936019897 Epoch 3: train loss 0.6390801943265475 Epoch 3: val loss 0.6470597386360168 Epoch 4: train loss 0.6203195773638212 Epoch 4: val loss 0.649937629699707 Epoch 5: train loss 0.6119797367316026 Epoch 5: val loss 0.6530859470367432 Epoch 6: train loss 0.5848356852164636 Epoch 6: val loss 0.6647366285324097 Epoch 7: train loss 0.5898298162680405 Epoch 7: val loss 0.6781330108642578 Epoch 8: train loss 0.5897501271504623 Epoch 8: val loss 0.6717061400413513 Epoch 9: train loss 0.5635720904056842 Epoch 9: val loss 0.680992066860199 Epoch 10: train loss 0.5518979980395391 Epoch 10: val loss 0.6761260628700256 Epoch 11: train loss 0.5656548509230981 Epoch 11: val loss 0.6845816969871521 Epoch 12: train loss 0.5345986279157492 Epoch 12: val loss 0.6784012317657471 Epoch 13: train loss 0.5244830479988685 Epoch 13: val loss 0.6928085684776306 Epoch 14: train loss 0.5508191425066727 Epoch 14: val loss 0.6829729080200195 Epoch 15: train loss 0.5323566863170037 Epoch 15: val loss 0.6877092719078064 Epoch 16: train loss 0.5185525211004111 Epoch 16: val loss 0.6832173466682434 Epoch 17: train loss 0.4977535169858199 Epoch 17: val loss 0.7040005922317505 Epoch 18: train loss 0.5093587430623862 Epoch 18: val loss 0.6833019852638245 Epoch 19: train loss 0.5070615800527426 Epoch 19: val loss 0.7122410535812378 Epoch 20: train loss 0.5007232037874368 Epoch 20: val loss 0.7126561403274536 Epoch 21: train loss 0.48636021522375256 Epoch 21: val loss 0.6654201149940491 Epoch 22: train loss 0.5043463569421035 Epoch 22: val loss 0.6892238259315491 Epoch 23: train loss 0.46442200587346005 Epoch 23: val loss 0.6574811339378357 Epoch 24: train loss 0.4647328853607178 Epoch 24: val loss 0.6923713088035583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6988020401734573 Epoch 0: val loss 0.6958677768707275 Epoch 1: train loss 0.671188657100384 Epoch 1: val loss 0.6945751905441284 Epoch 2: train loss 0.647299023774954 Epoch 2: val loss 0.684849739074707 Epoch 3: train loss 0.6407222197606013 Epoch 3: val loss 0.6670023798942566 Epoch 4: train loss 0.6388177917553828 Epoch 4: val loss 0.6668837070465088 Epoch 5: train loss 0.6168437233337989 Epoch 5: val loss 0.659410834312439 Epoch 6: train loss 0.6011410859914926 Epoch 6: val loss 0.6520023345947266 Epoch 7: train loss 0.6000419488319984 Epoch 7: val loss 0.6474176645278931 Epoch 8: train loss 0.5939728640593015 Epoch 8: val loss 0.6451526880264282 Epoch 9: train loss 0.5971335906248826 Epoch 9: val loss 0.6368957161903381 Epoch 10: train loss 0.567290356526008 Epoch 10: val loss 0.6551568508148193 Epoch 11: train loss 0.5623970008813418 Epoch 11: val loss 0.6415172815322876 Epoch 12: train loss 0.5685636905523447 Epoch 12: val loss 0.6307177543640137 Epoch 13: train loss 0.5667822315142705 Epoch 13: val loss 0.6330277323722839 Epoch 14: train loss 0.5386106876226572 Epoch 14: val loss 0.6425691843032837 Epoch 15: train loss 0.5495712023514968 Epoch 15: val loss 0.6289376020431519 Epoch 16: train loss 0.546332645874757 Epoch 16: val loss 0.6274093985557556 Epoch 17: train loss 0.5192413582251623 Epoch 17: val loss 0.6223101615905762 Epoch 18: train loss 0.5093439427705911 Epoch 18: val loss 0.6204946637153625 Epoch 19: train loss 0.5154998577558078 Epoch 19: val loss 0.6402768492698669 Epoch 20: train loss 0.5155041126104501 Epoch 20: val loss 0.6278567910194397 Epoch 21: train loss 0.5027496975201827 Epoch 21: val loss 0.6329389810562134 Epoch 22: train loss 0.4957620111795572 Epoch 22: val loss 0.6355581879615784 Epoch 23: train loss 0.4895925200902499 Epoch 23: val loss 0.6260559558868408 Epoch 24: train loss 0.5078404591633723 Epoch 24: val loss 0.6274741291999817
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6905391628925617 Epoch 0: val loss 0.6928906440734863 Epoch 1: train loss 0.6646383358882024 Epoch 1: val loss 0.690351128578186 Epoch 2: train loss 0.6603836463047907 Epoch 2: val loss 0.6840068697929382 Epoch 3: train loss 0.6333389282226562 Epoch 3: val loss 0.6793786287307739 Epoch 4: train loss 0.6300217325870807 Epoch 4: val loss 0.6764330267906189 Epoch 5: train loss 0.606546544111692 Epoch 5: val loss 0.6758858561515808 Epoch 6: train loss 0.6004661871836736 Epoch 6: val loss 0.6806008815765381 Epoch 7: train loss 0.5867809194784898 Epoch 7: val loss 0.6766143441200256 Epoch 8: train loss 0.5868282730762775 Epoch 8: val loss 0.6764674782752991 Epoch 9: train loss 0.592183564717953 Epoch 9: val loss 0.6777582168579102 Epoch 10: train loss 0.5709330302018386 Epoch 10: val loss 0.6819506883621216 Epoch 11: train loss 0.5662339467268723 Epoch 11: val loss 0.6819990873336792 Epoch 12: train loss 0.5699273943901062 Epoch 12: val loss 0.6859714388847351 Epoch 13: train loss 0.553924003472695 Epoch 13: val loss 0.6919398903846741 Epoch 14: train loss 0.5517417375858014 Epoch 14: val loss 0.6768587827682495 Epoch 15: train loss 0.5484571892481583 Epoch 15: val loss 0.6780010461807251 Epoch 16: train loss 0.5367705111320202 Epoch 16: val loss 0.6794772148132324 Epoch 17: train loss 0.5285983314880958 Epoch 17: val loss 0.695344865322113 Epoch 18: train loss 0.5300070689274714 Epoch 18: val loss 0.7032873630523682 Epoch 19: train loss 0.5375571824037112 Epoch 19: val loss 0.7117049098014832 Epoch 20: train loss 0.5075727953360631 Epoch 20: val loss 0.7078344821929932 Epoch 21: train loss 0.5145492576635801 Epoch 21: val loss 0.7106925845146179 Epoch 22: train loss 0.5195764670005212 Epoch 22: val loss 0.7054135799407959 Epoch 23: train loss 0.5224498006013724 Epoch 23: val loss 0.6803976893424988 Epoch 24: train loss 0.48893961768883926 Epoch 24: val loss 0.6823417544364929
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6900149794185862 Epoch 0: val loss 0.6879516243934631 Epoch 1: train loss 0.6582591884276446 Epoch 1: val loss 0.6888952851295471 Epoch 2: train loss 0.6457932556376738 Epoch 2: val loss 0.6815034747123718 Epoch 3: train loss 0.6233066145111533 Epoch 3: val loss 0.6821553707122803 Epoch 4: train loss 0.6140331696061527 Epoch 4: val loss 0.6799651384353638 Epoch 5: train loss 0.6197567652253544 Epoch 5: val loss 0.6859210133552551 Epoch 6: train loss 0.5976685005075791 Epoch 6: val loss 0.6706785559654236 Epoch 7: train loss 0.5981464315863216 Epoch 7: val loss 0.681938111782074 Epoch 8: train loss 0.5944548144060022 Epoch 8: val loss 0.6842365264892578 Epoch 9: train loss 0.5914197336224949 Epoch 9: val loss 0.6867560148239136 Epoch 10: train loss 0.5778261458172518 Epoch 10: val loss 0.6866500377655029 Epoch 11: train loss 0.5702335676726173 Epoch 11: val loss 0.6803449988365173 Epoch 12: train loss 0.5648235889042125 Epoch 12: val loss 0.7016945481300354 Epoch 13: train loss 0.5581820502000696 Epoch 13: val loss 0.7002020478248596 Epoch 14: train loss 0.552435024696238 Epoch 14: val loss 0.701324462890625 Epoch 15: train loss 0.5570479035377502 Epoch 15: val loss 0.6975759267807007 Epoch 16: train loss 0.5369975952541127 Epoch 16: val loss 0.7009940147399902 Epoch 17: train loss 0.545287119991639 Epoch 17: val loss 0.7107393741607666 Epoch 18: train loss 0.534957114387961 Epoch 18: val loss 0.7208800911903381 Epoch 19: train loss 0.5229498551172369 Epoch 19: val loss 0.6929898858070374 Epoch 20: train loss 0.5145083315232221 Epoch 20: val loss 0.707896888256073 Epoch 21: train loss 0.5016262671526741 Epoch 21: val loss 0.7076921463012695 Epoch 22: train loss 0.5128099182072807 Epoch 22: val loss 0.7351568937301636 Epoch 23: train loss 0.4923766413155724 Epoch 23: val loss 0.7122166752815247
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951912740866343 Epoch 0: val loss 0.6872733235359192 Epoch 1: train loss 0.6691740204890569 Epoch 1: val loss 0.6914382576942444 Epoch 2: train loss 0.6667974144220352 Epoch 2: val loss 0.6956767439842224 Epoch 3: train loss 0.6414356231689453 Epoch 3: val loss 0.6973801851272583 Epoch 4: train loss 0.6420339544614156 Epoch 4: val loss 0.7004114985466003 Epoch 5: train loss 0.633329247434934 Epoch 5: val loss 0.7065156102180481 Epoch 6: train loss 0.6249747971693674 Epoch 6: val loss 0.7091434001922607 Epoch 7: train loss 0.6264872550964355 Epoch 7: val loss 0.7191146612167358 Epoch 8: train loss 0.6092647065718969 Epoch 8: val loss 0.7194189429283142 Epoch 9: train loss 0.6172293523947397 Epoch 9: val loss 0.7202364206314087 Epoch 10: train loss 0.6000687181949615 Epoch 10: val loss 0.7313933372497559 Epoch 11: train loss 0.5914033030470213 Epoch 11: val loss 0.7274192571640015 Epoch 12: train loss 0.5888299023111662 Epoch 12: val loss 0.7150073051452637 Epoch 13: train loss 0.5961219767729441 Epoch 13: val loss 0.723024845123291 Epoch 14: train loss 0.5855797429879507 Epoch 14: val loss 0.7163746356964111 Epoch 15: train loss 0.5825439592202505 Epoch 15: val loss 0.7205849289894104 Epoch 16: train loss 0.573321337501208 Epoch 16: val loss 0.7290643453598022 Epoch 17: train loss 0.5664043724536896 Epoch 17: val loss 0.7281066179275513 Epoch 18: train loss 0.5774570206801096 Epoch 18: val loss 0.7296577095985413 Epoch 19: train loss 0.5466658075650533 Epoch 19: val loss 0.7213166356086731 Epoch 20: train loss 0.5460184415181478 Epoch 20: val loss 0.7244726419448853 Epoch 21: train loss 0.5451840534806252 Epoch 21: val loss 0.7274106740951538 Epoch 22: train loss 0.5301263878742853 Epoch 22: val loss 0.7234595417976379 Epoch 23: train loss 0.5368424902359644 Epoch 23: val loss 0.7168408036231995 Epoch 24: train loss 0.524322398006916 Epoch 24: val loss 0.7226951718330383
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941770762205124 Epoch 0: val loss 0.6817162036895752 Epoch 1: train loss 0.6827916701634725 Epoch 1: val loss 0.6774434447288513 Epoch 2: train loss 0.6709676384925842 Epoch 2: val loss 0.6711273789405823 Epoch 3: train loss 0.6548889676729838 Epoch 3: val loss 0.6745267510414124 Epoch 4: train loss 0.6438300907611847 Epoch 4: val loss 0.6781284213066101 Epoch 5: train loss 0.6571516493956248 Epoch 5: val loss 0.6720966100692749 Epoch 6: train loss 0.6391773273547491 Epoch 6: val loss 0.6720679998397827 Epoch 7: train loss 0.6364676107962927 Epoch 7: val loss 0.6690754890441895 Epoch 8: train loss 0.6320252319176992 Epoch 8: val loss 0.6701245307922363 Epoch 9: train loss 0.6291602154572805 Epoch 9: val loss 0.6749458909034729 Epoch 10: train loss 0.6280927161375681 Epoch 10: val loss 0.6679279804229736 Epoch 11: train loss 0.6187221060196558 Epoch 11: val loss 0.6714658737182617 Epoch 12: train loss 0.6010826130708059 Epoch 12: val loss 0.6780501008033752 Epoch 13: train loss 0.6020697255929311 Epoch 13: val loss 0.6799954771995544 Epoch 14: train loss 0.5904292414585749 Epoch 14: val loss 0.6718281507492065 Epoch 15: train loss 0.5818018366893133 Epoch 15: val loss 0.6840412616729736 Epoch 16: train loss 0.5698564747969309 Epoch 16: val loss 0.6796621680259705 Epoch 17: train loss 0.586568241318067 Epoch 17: val loss 0.6789335012435913 Epoch 18: train loss 0.5782877504825592 Epoch 18: val loss 0.6821997761726379 Epoch 19: train loss 0.5524921913941702 Epoch 19: val loss 0.6894485950469971 Epoch 20: train loss 0.569089892009894 Epoch 20: val loss 0.6955949664115906 Epoch 21: train loss 0.5482437014579773 Epoch 21: val loss 0.6965423226356506 Epoch 22: train loss 0.5552314147353172 Epoch 22: val loss 0.6875012516975403 Epoch 23: train loss 0.5297668427228928 Epoch 23: val loss 0.6971582174301147 Epoch 24: train loss 0.5451105584700903 Epoch 24: val loss 0.7177501320838928
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998375554879507 Epoch 0: val loss 0.6922568082809448 Epoch 1: train loss 0.6975660373767217 Epoch 1: val loss 0.6914604902267456 Epoch 2: train loss 0.6759521216154099 Epoch 2: val loss 0.6934037208557129 Epoch 3: train loss 0.6657071908315023 Epoch 3: val loss 0.6937507390975952 Epoch 4: train loss 0.6596130629380544 Epoch 4: val loss 0.697615921497345 Epoch 5: train loss 0.6496019313732783 Epoch 5: val loss 0.6959494352340698 Epoch 6: train loss 0.6536542177200317 Epoch 6: val loss 0.6974808573722839 Epoch 7: train loss 0.6431673020124435 Epoch 7: val loss 0.6943489909172058 Epoch 8: train loss 0.6322083175182343 Epoch 8: val loss 0.693435788154602 Epoch 9: train loss 0.6223053733507792 Epoch 9: val loss 0.6910080909729004 Epoch 10: train loss 0.6155756364266077 Epoch 10: val loss 0.6910470724105835 Epoch 11: train loss 0.614530568321546 Epoch 11: val loss 0.6892519593238831 Epoch 12: train loss 0.6211108515659968 Epoch 12: val loss 0.6852139234542847 Epoch 13: train loss 0.6087830116351446 Epoch 13: val loss 0.6836238503456116 Epoch 14: train loss 0.6033567612369856 Epoch 14: val loss 0.6814351677894592 Epoch 15: train loss 0.6073692937692007 Epoch 15: val loss 0.6792280673980713 Epoch 16: train loss 0.6090487241744995 Epoch 16: val loss 0.6790228486061096 Epoch 17: train loss 0.6050443549950918 Epoch 17: val loss 0.6845623254776001 Epoch 18: train loss 0.5937171205878258 Epoch 18: val loss 0.6760857105255127 Epoch 19: train loss 0.5863761504491171 Epoch 19: val loss 0.6780676245689392 Epoch 20: train loss 0.571583479642868 Epoch 20: val loss 0.6787598729133606 Epoch 21: train loss 0.5616115182638168 Epoch 21: val loss 0.6771484017372131 Epoch 22: train loss 0.573422243197759 Epoch 22: val loss 0.6814393401145935 Epoch 23: train loss 0.5410170778632164 Epoch 23: val loss 0.6857764720916748 Epoch 24: train loss 0.5255655894676844 Epoch 24: val loss 0.6795992255210876
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6948979298273722 Epoch 0: val loss 0.6862915754318237 Epoch 1: train loss 0.6864318499962488 Epoch 1: val loss 0.6976552605628967 Epoch 2: train loss 0.6604973276456197 Epoch 2: val loss 0.7061843276023865 Epoch 3: train loss 0.6522467384735743 Epoch 3: val loss 0.7121567726135254 Epoch 4: train loss 0.6462659488121668 Epoch 4: val loss 0.7161582112312317 Epoch 5: train loss 0.6471376667420069 Epoch 5: val loss 0.7163182497024536 Epoch 6: train loss 0.6222894340753555 Epoch 6: val loss 0.7199805378913879 Epoch 7: train loss 0.6263532439867655 Epoch 7: val loss 0.7223422527313232 Epoch 8: train loss 0.6203724841276804 Epoch 8: val loss 0.7272149920463562 Epoch 9: train loss 0.5883572896321615 Epoch 9: val loss 0.7279781103134155 Epoch 10: train loss 0.6029830475648245 Epoch 10: val loss 0.733846127986908 Epoch 11: train loss 0.5870503733555476 Epoch 11: val loss 0.746891438961029 Epoch 12: train loss 0.589486892024676 Epoch 12: val loss 0.741546094417572 Epoch 13: train loss 0.5786478171745936 Epoch 13: val loss 0.7388834953308105 Epoch 14: train loss 0.5776035959521929 Epoch 14: val loss 0.7440940141677856 Epoch 15: train loss 0.5789962857961655 Epoch 15: val loss 0.7647742033004761 Epoch 16: train loss 0.5636938040455183 Epoch 16: val loss 0.7614309191703796 Epoch 17: train loss 0.5632777735590935 Epoch 17: val loss 0.7588463425636292 Epoch 18: train loss 0.5574308410286903 Epoch 18: val loss 0.7656129002571106 Epoch 19: train loss 0.5478112772107124 Epoch 19: val loss 0.7508566975593567 Epoch 20: train loss 0.5530963490406672 Epoch 20: val loss 0.7493136525154114 Epoch 21: train loss 0.5359571228424708 Epoch 21: val loss 0.7586496472358704 Epoch 22: train loss 0.5120265459020933 Epoch 22: val loss 0.7795185446739197 Epoch 23: train loss 0.5282104685902596 Epoch 23: val loss 0.7635046243667603 Epoch 24: train loss 0.5272645850976309 Epoch 24: val loss 0.7592126131057739
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.691651426255703 Epoch 0: val loss 0.6762042045593262 Epoch 1: train loss 0.6686046458780766 Epoch 1: val loss 0.6633830666542053 Epoch 2: train loss 0.6598234847187996 Epoch 2: val loss 0.6577286720275879 Epoch 3: train loss 0.6635578200221062 Epoch 3: val loss 0.6588526964187622 Epoch 4: train loss 0.6606962010264397 Epoch 4: val loss 0.6597326993942261 Epoch 5: train loss 0.6337038651108742 Epoch 5: val loss 0.6598415970802307 Epoch 6: train loss 0.6355669014155865 Epoch 6: val loss 0.6604459285736084 Epoch 7: train loss 0.6308362782001495 Epoch 7: val loss 0.6610418558120728 Epoch 8: train loss 0.6240444853901863 Epoch 8: val loss 0.6733711361885071 Epoch 9: train loss 0.6181412898004055 Epoch 9: val loss 0.6787851452827454 Epoch 10: train loss 0.6184597313404083 Epoch 10: val loss 0.6807969212532043 Epoch 11: train loss 0.6139548495411873 Epoch 11: val loss 0.6865463852882385 Epoch 12: train loss 0.5923615843057632 Epoch 12: val loss 0.6883183121681213 Epoch 13: train loss 0.5907571017742157 Epoch 13: val loss 0.6842977404594421
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
24 Epoch 0: train loss 0.6767451252256121 Epoch 0: val loss 0.654387891292572 Epoch 1: train loss 0.6125995261328561 Epoch 1: val loss 0.6278441548347473 Epoch 2: train loss 0.5602528538022723 Epoch 2: val loss 0.6196094751358032 Epoch 3: train loss 0.5561775735446385 Epoch 3: val loss 0.6196848750114441 Epoch 4: train loss 0.5327943733760289 Epoch 4: val loss 0.622704803943634 Epoch 5: train loss 0.513145170041493 Epoch 5: val loss 0.617501437664032 Epoch 6: train loss 0.48654610770089285 Epoch 6: val loss 0.6124968528747559 Epoch 7: train loss 0.5182512615408216 Epoch 7: val loss 0.6159335970878601 Epoch 8: train loss 0.5819636923926217 Epoch 8: val loss 0.6121726036071777 Epoch 9: train loss 0.47941032903535025 Epoch 9: val loss 0.6079432368278503 Epoch 10: train loss 0.561665130513055 Epoch 10: val loss 0.6138983964920044 Epoch 11: train loss 0.44673503722463337 Epoch 11: val loss 0.6154272556304932 Epoch 12: train loss 0.4958991621221815 Epoch 12: val loss 0.6184884309768677 Epoch 13: train loss 0.5340907147952488 Epoch 13: val loss 0.6191030740737915 Epoch 14: train loss 0.5062818910394397 Epoch 14: val loss 0.6112070083618164 Epoch 15: train loss 0.45018073490687777 Epoch 15: val loss 0.6100278496742249 Epoch 16: train loss 0.42853676421301706 Epoch 16: val loss 0.6136233806610107 Epoch 17: train loss 0.426991982119424 Epoch 17: val loss 0.6176342368125916 Epoch 18: train loss 0.4234436878136226 Epoch 18: val loss 0.6208269000053406 Epoch 19: train loss 0.42447754740715027 Epoch 19: val loss 0.6289139986038208 Epoch 20: train loss 0.45908696736608234 Epoch 20: val loss 0.631814181804657 Epoch 21: train loss 0.4531867802143097 Epoch 21: val loss 0.6464986801147461 Epoch 22: train loss 0.4479116712297712 Epoch 22: val loss 0.6473886966705322 Epoch 23: train loss 0.4145413935184479 Epoch 23: val loss 0.6524234414100647 Epoch 24: train loss 0.43365171551704407 Epoch 24: val loss 0.6461856365203857
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6381552134241376 Epoch 0: val loss 0.6433266401290894 Epoch 1: train loss 0.6065226367541722 Epoch 1: val loss 0.6243456602096558 Epoch 2: train loss 0.5683867420469012 Epoch 2: val loss 0.6091511845588684 Epoch 3: train loss 0.533935866185597 Epoch 3: val loss 0.5968644022941589 Epoch 4: train loss 0.5507478203092303 Epoch 4: val loss 0.5898203253746033 Epoch 5: train loss 0.5281196577208382 Epoch 5: val loss 0.5942419171333313 Epoch 6: train loss 0.499229120356696 Epoch 6: val loss 0.5988372564315796 Epoch 7: train loss 0.4768110854285104 Epoch 7: val loss 0.6076631546020508 Epoch 8: train loss 0.45650761893817354 Epoch 8: val loss 0.6195091605186462 Epoch 9: train loss 0.4966376168387277 Epoch 9: val loss 0.6177662014961243 Epoch 10: train loss 0.4489225894212723 Epoch 10: val loss 0.6181389093399048 Epoch 11: train loss 0.4483339658805302 Epoch 11: val loss 0.6198131442070007 Epoch 12: train loss 0.45837421076638357 Epoch 12: val loss 0.6130865216255188 Epoch 13: train loss 0.46243612255368916 Epoch 13: val loss 0.6253128051757812 Epoch 14: train loss 0.4301400525229318 Epoch 14: val loss 0.6449308395385742 Epoch 15: train loss 0.4200328439474106 Epoch 15: val loss 0.6417758464813232 Epoch 16: train loss 0.4595870631081717 Epoch 16: val loss 0.6483889818191528 Epoch 17: train loss 0.42166597076824736 Epoch 17: val loss 0.6568148136138916 Epoch 18: train loss 0.3970111076320921 Epoch 18: val loss 0.6807057857513428 Epoch 19: train loss 0.37218587952000753 Epoch 19: val loss 0.6787301301956177 Epoch 20: train loss 0.4121817137513842 Epoch 20: val loss 0.6880019903182983 Epoch 21: train loss 0.3895252027681896 Epoch 21: val loss 0.6973936557769775 Epoch 22: train loss 0.44607256991522654 Epoch 22: val loss 0.705858588218689 Epoch 23: train loss 0.3709277276481901 Epoch 23: val loss 0.7234430909156799 Epoch 24: train loss 0.3850705325603485 Epoch 24: val loss 0.7059316635131836
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6827694603375026 Epoch 0: val loss 0.622718334197998 Epoch 1: train loss 0.6519121016774859 Epoch 1: val loss 0.5768100023269653 Epoch 2: train loss 0.5726192082677569 Epoch 2: val loss 0.5650113821029663 Epoch 3: train loss 0.5728912906987327 Epoch 3: val loss 0.5526215434074402 Epoch 4: train loss 0.5578997390610831 Epoch 4: val loss 0.5588597059249878 Epoch 5: train loss 0.5660320052078792 Epoch 5: val loss 0.5655402541160583 Epoch 6: train loss 0.5456233961241586 Epoch 6: val loss 0.5735753774642944 Epoch 7: train loss 0.5046153792313167 Epoch 7: val loss 0.5689694285392761 Epoch 8: train loss 0.5171272924968174 Epoch 8: val loss 0.5698899030685425 Epoch 9: train loss 0.5068698482854026 Epoch 9: val loss 0.5840548872947693 Epoch 10: train loss 0.559929894549506 Epoch 10: val loss 0.5957279205322266 Epoch 11: train loss 0.4938980383532388 Epoch 11: val loss 0.5990265011787415 Epoch 12: train loss 0.4858144351414272 Epoch 12: val loss 0.6052328944206238 Epoch 13: train loss 0.5065499884741647 Epoch 13: val loss 0.6018867492675781 Epoch 14: train loss 0.5124951728752681 Epoch 14: val loss 0.6013879776000977 Epoch 15: train loss 0.472629759992872 Epoch 15: val loss 0.6088666915893555 Epoch 16: train loss 0.4931338386876242 Epoch 16: val loss 0.6007581353187561 Epoch 17: train loss 0.44706821015902926 Epoch 17: val loss 0.605061948299408 Epoch 18: train loss 0.4930255285331181 Epoch 18: val loss 0.6150411367416382 Epoch 19: train loss 0.4173058441707066 Epoch 19: val loss 0.6127397418022156 Epoch 20: train loss 0.4757034991468702 Epoch 20: val loss 0.6237893104553223 Epoch 21: train loss 0.5159340671130589 Epoch 21: val loss 0.630414605140686 Epoch 22: train loss 0.46978037697928293 Epoch 22: val loss 0.6353579163551331 Epoch 23: train loss 0.43899634906223844 Epoch 23: val loss 0.6156315207481384 Epoch 24: train loss 0.42202103563717436 Epoch 24: val loss 0.6289830207824707
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6302954469408307 Epoch 0: val loss 0.6060823798179626 Epoch 1: train loss 0.5667341862406049 Epoch 1: val loss 0.5953589081764221 Epoch 2: train loss 0.5597972188677106 Epoch 2: val loss 0.597883403301239 Epoch 3: train loss 0.5857677800314767 Epoch 3: val loss 0.6066213846206665 Epoch 4: train loss 0.5634964023317609 Epoch 4: val loss 0.614702582359314 Epoch 5: train loss 0.5371717597757067 Epoch 5: val loss 0.6215912103652954 Epoch 6: train loss 0.527920799595969 Epoch 6: val loss 0.6247187256813049 Epoch 7: train loss 0.5025714252676282 Epoch 7: val loss 0.6249032616615295 Epoch 8: train loss 0.523330637386867 Epoch 8: val loss 0.6305736303329468 Epoch 9: train loss 0.49410049404416767 Epoch 9: val loss 0.6392860412597656 Epoch 10: train loss 0.5271447088037219 Epoch 10: val loss 0.6451376676559448 Epoch 11: train loss 0.5547266559941428 Epoch 11: val loss 0.6475704908370972 Epoch 12: train loss 0.5012254246643612 Epoch 12: val loss 0.6445391178131104 Epoch 13: train loss 0.4975034551961081 Epoch 13: val loss 0.6450070142745972 Epoch 14: train loss 0.507317589862006 Epoch 14: val loss 0.6478061079978943 Epoch 15: train loss 0.48430771487099783 Epoch 15: val loss 0.6560143828392029 Epoch 16: train loss 0.4548402556351253 Epoch 16: val loss 0.6654976010322571 Epoch 17: train loss 0.4465186893939972 Epoch 17: val loss 0.6778697967529297 Epoch 18: train loss 0.5053462641579765 Epoch 18: val loss 0.6885240077972412 Epoch 19: train loss 0.4744469310556139 Epoch 19: val loss 0.6887989640235901 Epoch 20: train loss 0.4822856996740614 Epoch 20: val loss 0.6930853724479675 Epoch 21: train loss 0.41591814160346985 Epoch 21: val loss 0.6911186575889587 Epoch 22: train loss 0.43672296830586027 Epoch 22: val loss 0.6937317848205566 Epoch 23: train loss 0.464904853275844 Epoch 23: val loss 0.6993955373764038 Epoch 24: train loss 0.43000559721674236 Epoch 24: val loss 0.7003401517868042
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.656575984425015 Epoch 0: val loss 0.6157203912734985 Epoch 1: train loss 0.5720894303586748 Epoch 1: val loss 0.5893024206161499 Epoch 2: train loss 0.5587824417485131 Epoch 2: val loss 0.5868598222732544 Epoch 3: train loss 0.57531428999371 Epoch 3: val loss 0.6002532243728638 Epoch 4: train loss 0.5383666025267707 Epoch 4: val loss 0.6202213168144226 Epoch 5: train loss 0.5599292814731598 Epoch 5: val loss 0.6278583407402039 Epoch 6: train loss 0.5124853485160403 Epoch 6: val loss 0.6149283051490784
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6546736881136894 Epoch 0: val loss 0.6190746426582336 Epoch 1: train loss 0.589672826230526 Epoch 1: val loss 0.5857641100883484 Epoch 2: train loss 0.5392344035208225 Epoch 2: val loss 0.5617660880088806 Epoch 3: train loss 0.504721213132143 Epoch 3: val loss 0.5621355175971985 Epoch 4: train loss 0.49372638389468193 Epoch 4: val loss 0.5716504454612732 Epoch 5: train loss 0.4776598885655403 Epoch 5: val loss 0.5727210640907288 Epoch 6: train loss 0.4807771295309067 Epoch 6: val loss 0.5723153948783875 Epoch 7: train loss 0.47069210186600685 Epoch 7: val loss 0.5779090523719788 Epoch 8: train loss 0.45250216871500015 Epoch 8: val loss 0.5796564221382141 Epoch 9: train loss 0.4505278766155243 Epoch 9: val loss 0.5856676697731018 Epoch 10: train loss 0.45948104187846184 Epoch 10: val loss 0.5864793062210083 Epoch 11: train loss 0.4466594271361828 Epoch 11: val loss 0.5876965522766113 Epoch 12: train loss 0.41758015751838684 Epoch 12: val loss 0.5965585112571716 Epoch 13: train loss 0.4326313119381666 Epoch 13: val loss 0.6028134226799011 Epoch 14: train loss 0.4318627528846264 Epoch 14: val loss 0.6019665598869324 Epoch 15: train loss 0.4193364642560482 Epoch 15: val loss 0.5988021492958069 Epoch 16: train loss 0.4209601394832134 Epoch 16: val loss 0.5966718792915344 Epoch 17: train loss 0.4016824699938297 Epoch 17: val loss 0.5999431610107422 Epoch 18: train loss 0.4273446947336197 Epoch 18: val loss 0.6066501140594482 Epoch 19: train loss 0.4015023000538349 Epoch 19: val loss 0.6048328280448914 Epoch 20: train loss 0.3797265663743019 Epoch 20: val loss 0.5993353128433228 Epoch 21: train loss 0.3834037482738495 Epoch 21: val loss 0.6142848134040833 Epoch 22: train loss 0.3876651003956795 Epoch 22: val loss 0.6139540076255798 Epoch 23: train loss 0.3685881532728672 Epoch 23: val loss 0.6077370643615723 Epoch 24: train loss 0.35323479026556015 Epoch 24: val loss 0.6175795793533325
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.674436017870903 Epoch 0: val loss 0.6586111783981323 Epoch 1: train loss 0.615387074649334 Epoch 1: val loss 0.610438883304596 Epoch 2: train loss 0.568037036806345 Epoch 2: val loss 0.565902590751648 Epoch 3: train loss 0.5255042761564255 Epoch 3: val loss 0.5364348888397217 Epoch 4: train loss 0.5165066458284855 Epoch 4: val loss 0.52740079164505 Epoch 5: train loss 0.49783679097890854 Epoch 5: val loss 0.5149482488632202 Epoch 6: train loss 0.480213038623333 Epoch 6: val loss 0.5085844993591309 Epoch 7: train loss 0.48233193904161453 Epoch 7: val loss 0.5040523409843445 Epoch 8: train loss 0.471544086933136 Epoch 8: val loss 0.502625584602356 Epoch 9: train loss 0.46409453079104424 Epoch 9: val loss 0.5107223987579346 Epoch 10: train loss 0.4661971516907215 Epoch 10: val loss 0.510381817817688 Epoch 11: train loss 0.4518505521118641 Epoch 11: val loss 0.5071333050727844 Epoch 12: train loss 0.46499498561024666 Epoch 12: val loss 0.5003377795219421 Epoch 13: train loss 0.4300202578306198 Epoch 13: val loss 0.5038917064666748 Epoch 14: train loss 0.42180153727531433 Epoch 14: val loss 0.5115749835968018 Epoch 15: train loss 0.40578068420290947 Epoch 15: val loss 0.5156885385513306 Epoch 16: train loss 0.3979035019874573 Epoch 16: val loss 0.5141546726226807 Epoch 17: train loss 0.4086965546011925 Epoch 17: val loss 0.5119804739952087 Epoch 18: train loss 0.3795369230210781 Epoch 18: val loss 0.5170570611953735 Epoch 19: train loss 0.3929798975586891 Epoch 19: val loss 0.5252574682235718 Epoch 20: train loss 0.3631885200738907 Epoch 20: val loss 0.5261380076408386 Epoch 21: train loss 0.34328223764896393 Epoch 21: val loss 0.5234311819076538 Epoch 22: train loss 0.3659602925181389 Epoch 22: val loss 0.5335373282432556 Epoch 23: train loss 0.3460795059800148 Epoch 23: val loss 0.5578016638755798 Epoch 24: train loss 0.3638991415500641 Epoch 24: val loss 0.5533714890480042
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6530978605151176 Epoch 0: val loss 0.6053021550178528 Epoch 1: train loss 0.5769801661372185 Epoch 1: val loss 0.5526881217956543 Epoch 2: train loss 0.5296762175858021 Epoch 2: val loss 0.5191680192947388 Epoch 3: train loss 0.5057020671665668 Epoch 3: val loss 0.500751793384552 Epoch 4: train loss 0.4986283890902996 Epoch 4: val loss 0.493647962808609 Epoch 5: train loss 0.4775052145123482 Epoch 5: val loss 0.48353829979896545 Epoch 6: train loss 0.4725225493311882 Epoch 6: val loss 0.47942981123924255 Epoch 7: train loss 0.46469714865088463 Epoch 7: val loss 0.48164162039756775 Epoch 8: train loss 0.43555625155568123 Epoch 8: val loss 0.48857760429382324 Epoch 9: train loss 0.4545079581439495 Epoch 9: val loss 0.4897325038909912 Epoch 10: train loss 0.420036680996418 Epoch 10: val loss 0.4852314293384552 Epoch 11: train loss 0.39748038724064827 Epoch 11: val loss 0.4854690730571747 Epoch 12: train loss 0.40216242894530296 Epoch 12: val loss 0.4959491491317749 Epoch 13: train loss 0.4095424562692642 Epoch 13: val loss 0.5115438103675842 Epoch 14: train loss 0.39235658198595047 Epoch 14: val loss 0.5067436695098877 Epoch 15: train loss 0.3777611870318651 Epoch 15: val loss 0.5118713974952698 Epoch 16: train loss 0.37666561268270016 Epoch 16: val loss 0.5217835307121277 Epoch 17: train loss 0.3598816245794296 Epoch 17: val loss 0.5271111726760864 Epoch 18: train loss 0.345794964581728 Epoch 18: val loss 0.5423344969749451 Epoch 19: train loss 0.3412956614047289 Epoch 19: val loss 0.5414710640907288 Epoch 20: train loss 0.3182906359434128 Epoch 20: val loss 0.5529789328575134 Epoch 21: train loss 0.3389464747160673 Epoch 21: val loss 0.5718178153038025 Epoch 22: train loss 0.33269920758903027 Epoch 22: val loss 0.5723043084144592 Epoch 23: train loss 0.3127697519958019 Epoch 23: val loss 0.579465925693512 Epoch 24: train loss 0.3068912774324417 Epoch 24: val loss 0.5767951607704163
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6719913482666016 Epoch 0: val loss 0.6584272384643555 Epoch 1: train loss 0.5907383933663368 Epoch 1: val loss 0.6386130452156067 Epoch 2: train loss 0.548830334097147 Epoch 2: val loss 0.6092854738235474 Epoch 3: train loss 0.5142831355333328 Epoch 3: val loss 0.5806261897087097 Epoch 4: train loss 0.4959161728620529 Epoch 4: val loss 0.5595813393592834 Epoch 5: train loss 0.4696745499968529 Epoch 5: val loss 0.5823438763618469 Epoch 6: train loss 0.46317971497774124 Epoch 6: val loss 0.5931901335716248 Epoch 7: train loss 0.44700389727950096 Epoch 7: val loss 0.5791444182395935 Epoch 8: train loss 0.44029685109853745 Epoch 8: val loss 0.5743364095687866 Epoch 9: train loss 0.4321693666279316 Epoch 9: val loss 0.5821008682250977 Epoch 10: train loss 0.4199608415365219 Epoch 10: val loss 0.6014418005943298 Epoch 11: train loss 0.42240290343761444 Epoch 11: val loss 0.5938524007797241 Epoch 12: train loss 0.4115590825676918 Epoch 12: val loss 0.5889832377433777 Epoch 13: train loss 0.40190569683909416 Epoch 13: val loss 0.6098530292510986 Epoch 14: train loss 0.38479200936853886 Epoch 14: val loss 0.5981286764144897 Epoch 15: train loss 0.36736153811216354 Epoch 15: val loss 0.6175505518913269 Epoch 16: train loss 0.37691133096814156 Epoch 16: val loss 0.6086528301239014 Epoch 17: train loss 0.37635932490229607 Epoch 17: val loss 0.6043713092803955 Epoch 18: train loss 0.347055297344923 Epoch 18: val loss 0.6049562692642212 Epoch 19: train loss 0.357354786247015 Epoch 19: val loss 0.6117985248565674 Epoch 20: train loss 0.37486571818590164 Epoch 20: val loss 0.6191911697387695 Epoch 21: train loss 0.34790221229195595 Epoch 21: val loss 0.6225385665893555 Epoch 22: train loss 0.3258650116622448 Epoch 22: val loss 0.6348392963409424 Epoch 23: train loss 0.32326523773372173 Epoch 23: val loss 0.648578405380249 Epoch 24: train loss 0.31129879131913185 Epoch 24: val loss 0.6181113719940186
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6582141301848672 Epoch 0: val loss 0.6294713020324707 Epoch 1: train loss 0.5648535219105807 Epoch 1: val loss 0.5845474600791931 Epoch 2: train loss 0.5310478887774728 Epoch 2: val loss 0.5455267429351807 Epoch 3: train loss 0.5352133377031847 Epoch 3: val loss 0.5394595265388489 Epoch 4: train loss 0.4921688843857158 Epoch 4: val loss 0.5318010449409485 Epoch 5: train loss 0.4664969579740004 Epoch 5: val loss 0.5167357325553894 Epoch 6: train loss 0.47727301716804504 Epoch 6: val loss 0.5251646637916565 Epoch 7: train loss 0.4432296807115728 Epoch 7: val loss 0.5249919891357422 Epoch 8: train loss 0.4620500613342632 Epoch 8: val loss 0.5221583843231201 Epoch 9: train loss 0.44713779200207104 Epoch 9: val loss 0.521081268787384 Epoch 10: train loss 0.44912366704507306 Epoch 10: val loss 0.521816074848175 Epoch 11: train loss 0.4198893742127852 Epoch 11: val loss 0.5294666290283203 Epoch 12: train loss 0.4354526536031203 Epoch 12: val loss 0.5313875675201416 Epoch 13: train loss 0.42204363508657977 Epoch 13: val loss 0.5375502109527588 Epoch 14: train loss 0.400280391628092 Epoch 14: val loss 0.5332765579223633 Epoch 15: train loss 0.3912987167185003 Epoch 15: val loss 0.5488489866256714
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6551955223083497 Epoch 0: val loss 0.5978633761405945 Epoch 1: train loss 0.5582441002130508 Epoch 1: val loss 0.5667282342910767 Epoch 2: train loss 0.5521023869514465 Epoch 2: val loss 0.5591120719909668 Epoch 3: train loss 0.508523240685463 Epoch 3: val loss 0.5556011199951172 Epoch 4: train loss 0.522982943058014 Epoch 4: val loss 0.5523483753204346 Epoch 5: train loss 0.49857664108276367 Epoch 5: val loss 0.5469658374786377 Epoch 6: train loss 0.49586227238178254 Epoch 6: val loss 0.5520387887954712 Epoch 7: train loss 0.48042661845684054 Epoch 7: val loss 0.5529351234436035 Epoch 8: train loss 0.48877358734607695 Epoch 8: val loss 0.5489506125450134 Epoch 9: train loss 0.47564153373241425 Epoch 9: val loss 0.5498718023300171 Epoch 10: train loss 0.4918276935815811 Epoch 10: val loss 0.5628949999809265 Epoch 11: train loss 0.462078595161438 Epoch 11: val loss 0.5545513033866882 Epoch 12: train loss 0.45676628053188323 Epoch 12: val loss 0.5470187067985535 Epoch 13: train loss 0.4462922245264053 Epoch 13: val loss 0.5490420460700989 Epoch 14: train loss 0.4194135025143623 Epoch 14: val loss 0.5629952549934387 Epoch 15: train loss 0.4274207502603531 Epoch 15: val loss 0.5688039660453796 Epoch 16: train loss 0.43116860240697863 Epoch 16: val loss 0.5540608763694763 Epoch 17: train loss 0.43255636394023894 Epoch 17: val loss 0.5574561953544617 Epoch 18: train loss 0.42161599546670914 Epoch 18: val loss 0.5571984648704529 Epoch 19: train loss 0.41732571721076966 Epoch 19: val loss 0.5587643384933472 Epoch 20: train loss 0.40411078929901123 Epoch 20: val loss 0.5634443163871765 Epoch 21: train loss 0.39893706440925597 Epoch 21: val loss 0.5649736523628235 Epoch 22: train loss 0.40490788519382476 Epoch 22: val loss 0.571280837059021 Epoch 23: train loss 0.3872780457139015 Epoch 23: val loss 0.5775766372680664 Epoch 24: train loss 0.36198608875274657 Epoch 24: val loss 0.5863785743713379
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6473101019859314 Epoch 0: val loss 0.5686638355255127 Epoch 1: train loss 0.5696484267711639 Epoch 1: val loss 0.5250765681266785 Epoch 2: train loss 0.5457369416952134 Epoch 2: val loss 0.5307948589324951 Epoch 3: train loss 0.5367792963981628 Epoch 3: val loss 0.5346189737319946 Epoch 4: train loss 0.5388027608394623 Epoch 4: val loss 0.5134109854698181 Epoch 5: train loss 0.5006780207157135 Epoch 5: val loss 0.52164226770401 Epoch 6: train loss 0.5086877942085266 Epoch 6: val loss 0.5324354767799377 Epoch 7: train loss 0.47514018714427947 Epoch 7: val loss 0.5288128852844238 Epoch 8: train loss 0.4807438522577286 Epoch 8: val loss 0.5371173620223999 Epoch 9: train loss 0.467343470454216 Epoch 9: val loss 0.528624951839447 Epoch 10: train loss 0.4623110473155975 Epoch 10: val loss 0.5204778909683228 Epoch 11: train loss 0.4436685174703598 Epoch 11: val loss 0.5391501784324646 Epoch 12: train loss 0.44286220371723173 Epoch 12: val loss 0.5527784824371338 Epoch 13: train loss 0.44568753242492676 Epoch 13: val loss 0.5581730604171753 Epoch 14: train loss 0.4288143843412399 Epoch 14: val loss 0.5438125133514404 Epoch 15: train loss 0.4361053824424744 Epoch 15: val loss 0.549355149269104 Epoch 16: train loss 0.422869598865509 Epoch 16: val loss 0.5713472962379456 Epoch 17: train loss 0.4176652580499649 Epoch 17: val loss 0.568575918674469 Epoch 18: train loss 0.4002266228199005 Epoch 18: val loss 0.5844400525093079 Epoch 19: train loss 0.400483800470829 Epoch 19: val loss 0.5767735242843628 Epoch 20: train loss 0.3942044794559479 Epoch 20: val loss 0.5791054964065552 Epoch 21: train loss 0.3809837937355042 Epoch 21: val loss 0.5753267407417297 Epoch 22: train loss 0.401388955116272 Epoch 22: val loss 0.5943425893783569 Epoch 23: train loss 0.3880226582288742 Epoch 23: val loss 0.5947425961494446 Epoch 24: train loss 0.3744781479239464 Epoch 24: val loss 0.5960254073143005
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.658532840013504 Epoch 0: val loss 0.6137284636497498 Epoch 1: train loss 0.5730195879936218 Epoch 1: val loss 0.5660586357116699 Epoch 2: train loss 0.5265700668096542 Epoch 2: val loss 0.5586357116699219 Epoch 3: train loss 0.5134279757738114 Epoch 3: val loss 0.5620853900909424 Epoch 4: train loss 0.5138127028942108 Epoch 4: val loss 0.5674172639846802 Epoch 5: train loss 0.49649985432624816 Epoch 5: val loss 0.563999354839325 Epoch 6: train loss 0.47294183671474455 Epoch 6: val loss 0.566943347454071 Epoch 7: train loss 0.4481432020664215 Epoch 7: val loss 0.5830339193344116 Epoch 8: train loss 0.464886537194252 Epoch 8: val loss 0.588295578956604 Epoch 9: train loss 0.45920282006263735 Epoch 9: val loss 0.5853028297424316 Epoch 10: train loss 0.4509679526090622 Epoch 10: val loss 0.5945575833320618 Epoch 11: train loss 0.4632748931646347 Epoch 11: val loss 0.5936271548271179 Epoch 12: train loss 0.43451001942157746 Epoch 12: val loss 0.5837984681129456 Epoch 13: train loss 0.41891678273677824 Epoch 13: val loss 0.5892983078956604 Epoch 14: train loss 0.4432819426059723 Epoch 14: val loss 0.5883276462554932 Epoch 15: train loss 0.41448657810688017 Epoch 15: val loss 0.5893291234970093 Epoch 16: train loss 0.40002128630876543 Epoch 16: val loss 0.5802286863327026 Epoch 17: train loss 0.3959009051322937 Epoch 17: val loss 0.586051881313324 Epoch 18: train loss 0.37627261877059937 Epoch 18: val loss 0.6077984571456909 Epoch 19: train loss 0.4077860236167908 Epoch 19: val loss 0.5970029234886169 Epoch 20: train loss 0.3881620615720749 Epoch 20: val loss 0.5823314189910889 Epoch 21: train loss 0.392634916305542 Epoch 21: val loss 0.5867135524749756 Epoch 22: train loss 0.4122872740030289 Epoch 22: val loss 0.6028574705123901 Epoch 23: train loss 0.33757862746715545 Epoch 23: val loss 0.5798780918121338 Epoch 24: train loss 0.3466958373785019 Epoch 24: val loss 0.5882598757743835
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6760645806789398 Epoch 0: val loss 0.6567020416259766 Epoch 1: train loss 0.6020277142524719 Epoch 1: val loss 0.5974521636962891 Epoch 2: train loss 0.5424570620059967 Epoch 2: val loss 0.5745645761489868 Epoch 3: train loss 0.5405767381191253 Epoch 3: val loss 0.5559549927711487 Epoch 4: train loss 0.5142660737037659 Epoch 4: val loss 0.5500048398971558 Epoch 5: train loss 0.4886069089174271 Epoch 5: val loss 0.5644018054008484 Epoch 6: train loss 0.4754982978105545 Epoch 6: val loss 0.5560264587402344 Epoch 7: train loss 0.4764550507068634 Epoch 7: val loss 0.5584473013877869 Epoch 8: train loss 0.47297843396663664 Epoch 8: val loss 0.5716005563735962 Epoch 9: train loss 0.4651712507009506 Epoch 9: val loss 0.5787519216537476 Epoch 10: train loss 0.47454161643981935 Epoch 10: val loss 0.5713031888008118 Epoch 11: train loss 0.4378091275691986 Epoch 11: val loss 0.5978262424468994 Epoch 12: train loss 0.4455091953277588 Epoch 12: val loss 0.617950439453125 Epoch 13: train loss 0.4360667884349823 Epoch 13: val loss 0.5950625538825989 Epoch 14: train loss 0.44876196682453157 Epoch 14: val loss 0.5816822648048401 Epoch 15: train loss 0.41831618547439575 Epoch 15: val loss 0.6023065447807312 Epoch 16: train loss 0.4283688396215439 Epoch 16: val loss 0.6056420803070068 Epoch 17: train loss 0.41054598391056063 Epoch 17: val loss 0.5794930458068848 Epoch 18: train loss 0.4164116561412811 Epoch 18: val loss 0.5817385315895081 Epoch 19: train loss 0.38685869574546816 Epoch 19: val loss 0.5861979126930237 Epoch 20: train loss 0.397737854719162 Epoch 20: val loss 0.6081083416938782 Epoch 21: train loss 0.3835793107748032 Epoch 21: val loss 0.5996392369270325 Epoch 22: train loss 0.34708573669195175 Epoch 22: val loss 0.6115231513977051 Epoch 23: train loss 0.4052503377199173 Epoch 23: val loss 0.6151891350746155 Epoch 24: train loss 0.39662153720855714 Epoch 24: val loss 0.621766984462738
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6562566665502695 Epoch 0: val loss 0.612440288066864 Epoch 1: train loss 0.5553805873944209 Epoch 1: val loss 0.5593327283859253 Epoch 2: train loss 0.5384614605170029 Epoch 2: val loss 0.5473611354827881 Epoch 3: train loss 0.5077512653974386 Epoch 3: val loss 0.54374098777771 Epoch 4: train loss 0.501194722377337 Epoch 4: val loss 0.5427407026290894 Epoch 5: train loss 0.5014132582224332 Epoch 5: val loss 0.5388690233230591 Epoch 6: train loss 0.4765648887707637 Epoch 6: val loss 0.5264107584953308 Epoch 7: train loss 0.4818173325978793 Epoch 7: val loss 0.521945059299469 Epoch 8: train loss 0.4897484595959003 Epoch 8: val loss 0.5228208303451538 Epoch 9: train loss 0.4706414983822749 Epoch 9: val loss 0.5249924063682556 Epoch 10: train loss 0.47060482318584734 Epoch 10: val loss 0.5208203792572021 Epoch 11: train loss 0.44788589156590974 Epoch 11: val loss 0.5157123804092407
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7132747107081943 Epoch 0: val loss 0.674863874912262 Epoch 1: train loss 0.6583414806260003 Epoch 1: val loss 0.6556441187858582 Epoch 2: train loss 0.64832870165507 Epoch 2: val loss 0.6409985423088074 Epoch 3: train loss 0.62915082110299 Epoch 3: val loss 0.6295530796051025 Epoch 4: train loss 0.6044764717419943 Epoch 4: val loss 0.6234471201896667 Epoch 5: train loss 0.5973135828971863 Epoch 5: val loss 0.6111282706260681 Epoch 6: train loss 0.5680503845214844 Epoch 6: val loss 0.6027767062187195 Epoch 7: train loss 0.5649124417040083 Epoch 7: val loss 0.597257673740387 Epoch 8: train loss 0.5405907730261484 Epoch 8: val loss 0.5868003368377686 Epoch 9: train loss 0.5367699000570509 Epoch 9: val loss 0.5845699906349182 Epoch 10: train loss 0.5154860152138604 Epoch 10: val loss 0.5858668088912964 Epoch 11: train loss 0.5080586506260766 Epoch 11: val loss 0.5877353549003601 Epoch 12: train loss 0.4876108103328281 Epoch 12: val loss 0.5746638774871826 Epoch 13: train loss 0.48176872730255127 Epoch 13: val loss 0.5791516304016113 Epoch 14: train loss 0.47272367941008675 Epoch 14: val loss 0.5888506770133972 Epoch 15: train loss 0.4537148045168983 Epoch 15: val loss 0.5808150172233582 Epoch 16: train loss 0.4776761896080441 Epoch 16: val loss 0.5735642313957214 Epoch 17: train loss 0.4551267789469825 Epoch 17: val loss 0.5709699392318726 Epoch 18: train loss 0.4245997236834632 Epoch 18: val loss 0.576194703578949 Epoch 19: train loss 0.4364752173423767 Epoch 19: val loss 0.5733230710029602 Epoch 20: train loss 0.4245787196689182 Epoch 20: val loss 0.5774695873260498 Epoch 21: train loss 0.39415425062179565 Epoch 21: val loss 0.5860931277275085 Epoch 22: train loss 0.4183318548732334 Epoch 22: val loss 0.6004106402397156 Epoch 23: train loss 0.4168049428198073 Epoch 23: val loss 0.5954155921936035 Epoch 24: train loss 0.3927825656202104 Epoch 24: val loss 0.5929192900657654
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7080736557642618 Epoch 0: val loss 0.6963651180267334 Epoch 1: train loss 0.6719452208942838 Epoch 1: val loss 0.6789957880973816 Epoch 2: train loss 0.6357072393099467 Epoch 2: val loss 0.6711330413818359 Epoch 3: train loss 0.6162896421220567 Epoch 3: val loss 0.6658546328544617 Epoch 4: train loss 0.6021226843198141 Epoch 4: val loss 0.6592602133750916 Epoch 5: train loss 0.5832628541522555 Epoch 5: val loss 0.6569463610649109 Epoch 6: train loss 0.5576751894421048 Epoch 6: val loss 0.6562634706497192 Epoch 7: train loss 0.5550509856806861 Epoch 7: val loss 0.6595416069030762 Epoch 8: train loss 0.5259275668197207 Epoch 8: val loss 0.6633474826812744 Epoch 9: train loss 0.5289304984940423 Epoch 9: val loss 0.6702257990837097 Epoch 10: train loss 0.5081108974085914 Epoch 10: val loss 0.6772530674934387 Epoch 11: train loss 0.49249937468104893 Epoch 11: val loss 0.6767063140869141 Epoch 12: train loss 0.49181134502093 Epoch 12: val loss 0.6820693016052246 Epoch 13: train loss 0.4774121542771657 Epoch 13: val loss 0.6824431419372559 Epoch 14: train loss 0.4763446052869161 Epoch 14: val loss 0.690684974193573 Epoch 15: train loss 0.4504787259631687 Epoch 15: val loss 0.6936099529266357 Epoch 16: train loss 0.4696547918849521 Epoch 16: val loss 0.689967691898346 Epoch 17: train loss 0.4455736147032844 Epoch 17: val loss 0.6930035948753357 Epoch 18: train loss 0.442830976512697 Epoch 18: val loss 0.7112576365470886 Epoch 19: train loss 0.43254226115014816 Epoch 19: val loss 0.7133435606956482 Epoch 20: train loss 0.42247655656602645 Epoch 20: val loss 0.7244003415107727 Epoch 21: train loss 0.41948357886738247 Epoch 21: val loss 0.715853214263916 Epoch 22: train loss 0.4331151843070984 Epoch 22: val loss 0.721722424030304 Epoch 23: train loss 0.44273360404703355 Epoch 23: val loss 0.7287846207618713 Epoch 24: train loss 0.4280381004015605 Epoch 24: val loss 0.7461562156677246
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890998416476779 Epoch 0: val loss 0.6589263081550598 Epoch 1: train loss 0.6538409855630662 Epoch 1: val loss 0.6310018301010132 Epoch 2: train loss 0.6343304117520651 Epoch 2: val loss 0.623204231262207 Epoch 3: train loss 0.6361846195326911 Epoch 3: val loss 0.6021961569786072 Epoch 4: train loss 0.6168634096781412 Epoch 4: val loss 0.5880473256111145 Epoch 5: train loss 0.5782215098539988 Epoch 5: val loss 0.5841431021690369 Epoch 6: train loss 0.5698939892980788 Epoch 6: val loss 0.5813301205635071 Epoch 7: train loss 0.5730598502688937 Epoch 7: val loss 0.5777655243873596 Epoch 8: train loss 0.5423483186297946 Epoch 8: val loss 0.5830776691436768 Epoch 9: train loss 0.5377006464534335 Epoch 9: val loss 0.5705074071884155 Epoch 10: train loss 0.5026273495621152 Epoch 10: val loss 0.563005268573761 Epoch 11: train loss 0.5175768799251981 Epoch 11: val loss 0.5830544829368591 Epoch 12: train loss 0.49166373080677456 Epoch 12: val loss 0.5708425641059875 Epoch 13: train loss 0.4835299385918511 Epoch 13: val loss 0.5647608637809753 Epoch 14: train loss 0.4745315776930915 Epoch 14: val loss 0.585705578327179 Epoch 15: train loss 0.47099777725007796 Epoch 15: val loss 0.5735611319541931 Epoch 16: train loss 0.4545457230673896 Epoch 16: val loss 0.5779702663421631 Epoch 17: train loss 0.4545108444160885 Epoch 17: val loss 0.6035128235816956 Epoch 18: train loss 0.41840007570054794 Epoch 18: val loss 0.603947103023529 Epoch 19: train loss 0.4179469843705495 Epoch 19: val loss 0.5899479985237122 Epoch 20: train loss 0.4123384522067176 Epoch 20: val loss 0.5995091199874878 Epoch 21: train loss 0.4183005160755581 Epoch 21: val loss 0.5962828993797302 Epoch 22: train loss 0.4060184492005242 Epoch 22: val loss 0.6146649718284607 Epoch 23: train loss 0.38352809680832756 Epoch 23: val loss 0.64213627576828 Epoch 24: train loss 0.36686863501866657 Epoch 24: val loss 0.6536715030670166
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7090891268518236 Epoch 0: val loss 0.6864297986030579 Epoch 1: train loss 0.6702245208952162 Epoch 1: val loss 0.6809962391853333 Epoch 2: train loss 0.6486382484436035 Epoch 2: val loss 0.6785898804664612 Epoch 3: train loss 0.6404392388131883 Epoch 3: val loss 0.6703328490257263 Epoch 4: train loss 0.6032925248146057 Epoch 4: val loss 0.6625315546989441 Epoch 5: train loss 0.599216083685557 Epoch 5: val loss 0.6553848385810852 Epoch 6: train loss 0.5930317971441481 Epoch 6: val loss 0.64541095495224 Epoch 7: train loss 0.5666570332315233 Epoch 7: val loss 0.6444591879844666 Epoch 8: train loss 0.5457562075720893 Epoch 8: val loss 0.6399893760681152 Epoch 9: train loss 0.5521123508612314 Epoch 9: val loss 0.6360071301460266 Epoch 10: train loss 0.5417576630910238 Epoch 10: val loss 0.6155571341514587 Epoch 11: train loss 0.5366092125574747 Epoch 11: val loss 0.6148461699485779 Epoch 12: train loss 0.49544621176189846 Epoch 12: val loss 0.6236850619316101 Epoch 13: train loss 0.5176479286617703 Epoch 13: val loss 0.624984860420227 Epoch 14: train loss 0.4858437544769711 Epoch 14: val loss 0.6125034093856812 Epoch 15: train loss 0.47723827097151017 Epoch 15: val loss 0.6044583916664124 Epoch 16: train loss 0.4586308929655287 Epoch 16: val loss 0.6032105088233948 Epoch 17: train loss 0.46349190341101754 Epoch 17: val loss 0.6188228726387024 Epoch 18: train loss 0.45916799041959977 Epoch 18: val loss 0.6225589513778687 Epoch 19: train loss 0.46005428830782574 Epoch 19: val loss 0.6202673316001892 Epoch 20: train loss 0.4397616187731425 Epoch 20: val loss 0.618220865726471 Epoch 21: train loss 0.4182917806837294 Epoch 21: val loss 0.6266392469406128 Epoch 22: train loss 0.4214225146505568 Epoch 22: val loss 0.6351616978645325 Epoch 23: train loss 0.4243621163898044 Epoch 23: val loss 0.6270355582237244 Epoch 24: train loss 0.39488720893859863 Epoch 24: val loss 0.6416811347007751
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6808361311753591 Epoch 0: val loss 0.6448602080345154 Epoch 1: train loss 0.6327840735514959 Epoch 1: val loss 0.6060853004455566 Epoch 2: train loss 0.6251067419846853 Epoch 2: val loss 0.575773298740387 Epoch 3: train loss 0.5909841259320577 Epoch 3: val loss 0.5543006062507629 Epoch 4: train loss 0.5747516105572382 Epoch 4: val loss 0.5447092056274414 Epoch 5: train loss 0.5715968062480291 Epoch 5: val loss 0.5327497124671936 Epoch 6: train loss 0.5625274007519087 Epoch 6: val loss 0.5227065682411194 Epoch 7: train loss 0.5530489236116409 Epoch 7: val loss 0.5273551344871521 Epoch 8: train loss 0.5291217789053917 Epoch 8: val loss 0.5230307579040527 Epoch 9: train loss 0.5045833264787992 Epoch 9: val loss 0.5210396647453308 Epoch 10: train loss 0.5249276732405027 Epoch 10: val loss 0.5268590450286865 Epoch 11: train loss 0.5082645316918691 Epoch 11: val loss 0.5235947966575623 Epoch 12: train loss 0.49678771446148556 Epoch 12: val loss 0.5347371697425842 Epoch 13: train loss 0.48725857585668564 Epoch 13: val loss 0.5288236737251282 Epoch 14: train loss 0.4672194793820381 Epoch 14: val loss 0.5288053154945374 Epoch 15: train loss 0.4863714997967084 Epoch 15: val loss 0.5381336212158203 Epoch 16: train loss 0.4448315476377805 Epoch 16: val loss 0.5470162034034729 Epoch 17: train loss 0.4601354698340098 Epoch 17: val loss 0.5458183288574219
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6744659272107211 Epoch 0: val loss 0.650017261505127 Epoch 1: train loss 0.6169992197643627 Epoch 1: val loss 0.6301175951957703 Epoch 2: train loss 0.6002892093224959 Epoch 2: val loss 0.6135430335998535 Epoch 3: train loss 0.5967849330468611 Epoch 3: val loss 0.6068280339241028 Epoch 4: train loss 0.5445975390347567 Epoch 4: val loss 0.5946032404899597 Epoch 5: train loss 0.5423891896551306 Epoch 5: val loss 0.5765189528465271 Epoch 6: train loss 0.5155802829699083 Epoch 6: val loss 0.5664697885513306 Epoch 7: train loss 0.4946662350134416 Epoch 7: val loss 0.5658766627311707 Epoch 8: train loss 0.49843931198120117 Epoch 8: val loss 0.5651540160179138 Epoch 9: train loss 0.46605232087048615 Epoch 9: val loss 0.566688060760498 Epoch 10: train loss 0.467502623796463 Epoch 10: val loss 0.5771171450614929 Epoch 11: train loss 0.457378089427948 Epoch 11: val loss 0.5735750198364258 Epoch 12: train loss 0.4513424336910248 Epoch 12: val loss 0.5676802396774292 Epoch 13: train loss 0.4426714385097677 Epoch 13: val loss 0.5688996911048889 Epoch 14: train loss 0.4370301907712763 Epoch 14: val loss 0.5701012015342712 Epoch 15: train loss 0.4327247711745175 Epoch 15: val loss 0.5670323967933655 Epoch 16: train loss 0.42621229453520343 Epoch 16: val loss 0.5585357546806335 Epoch 17: train loss 0.4310877837918021 Epoch 17: val loss 0.5527283549308777 Epoch 18: train loss 0.4146199497309598 Epoch 18: val loss 0.5567787289619446 Epoch 19: train loss 0.40984928607940674 Epoch 19: val loss 0.5533711910247803 Epoch 20: train loss 0.3971127461303364 Epoch 20: val loss 0.544111967086792 Epoch 21: train loss 0.3978045772422444 Epoch 21: val loss 0.5496026277542114 Epoch 22: train loss 0.3594791293144226 Epoch 22: val loss 0.5585005879402161 Epoch 23: train loss 0.37825521149418573 Epoch 23: val loss 0.5544324517250061 Epoch 24: train loss 0.390008961612528 Epoch 24: val loss 0.5605684518814087
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.674994479526173 Epoch 0: val loss 0.6410630941390991 Epoch 1: train loss 0.6045042628591711 Epoch 1: val loss 0.5881210565567017 Epoch 2: train loss 0.5708372538739984 Epoch 2: val loss 0.5618973970413208 Epoch 3: train loss 0.5486214215105231 Epoch 3: val loss 0.5489858388900757 Epoch 4: train loss 0.5403800200332295 Epoch 4: val loss 0.5457726716995239 Epoch 5: train loss 0.5162284699353304 Epoch 5: val loss 0.5497616529464722 Epoch 6: train loss 0.5142951120029796 Epoch 6: val loss 0.5418842434883118 Epoch 7: train loss 0.5025650967251171 Epoch 7: val loss 0.5382747054100037 Epoch 8: train loss 0.5041337582198057 Epoch 8: val loss 0.5367401838302612 Epoch 9: train loss 0.46783078800548206 Epoch 9: val loss 0.5399796962738037 Epoch 10: train loss 0.4891782321713187 Epoch 10: val loss 0.5464064478874207 Epoch 11: train loss 0.46483462236144324 Epoch 11: val loss 0.5518484711647034 Epoch 12: train loss 0.43610683896324853 Epoch 12: val loss 0.5474110841751099 Epoch 13: train loss 0.44836909391663293 Epoch 13: val loss 0.533520519733429 Epoch 14: train loss 0.43200869722799823 Epoch 14: val loss 0.5358918309211731 Epoch 15: train loss 0.4263759905641729 Epoch 15: val loss 0.5519841313362122 Epoch 16: train loss 0.4277224730361592 Epoch 16: val loss 0.5548707842826843 Epoch 17: train loss 0.403356671333313 Epoch 17: val loss 0.5462237000465393 Epoch 18: train loss 0.4079660041765733 Epoch 18: val loss 0.5520838499069214 Epoch 19: train loss 0.40424220128492877 Epoch 19: val loss 0.5594363808631897 Epoch 20: train loss 0.379133863882585 Epoch 20: val loss 0.5633307695388794 Epoch 21: train loss 0.3691441498019479 Epoch 21: val loss 0.5708044767379761 Epoch 22: train loss 0.3972359001636505 Epoch 22: val loss 0.5709032416343689 Epoch 23: train loss 0.3801120438359 Epoch 23: val loss 0.5730867981910706 Epoch 24: train loss 0.3578140288591385 Epoch 24: val loss 0.5804585218429565
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875414956699718 Epoch 0: val loss 0.6462712287902832 Epoch 1: train loss 0.615337837826122 Epoch 1: val loss 0.6277644634246826 Epoch 2: train loss 0.583132418719205 Epoch 2: val loss 0.626633882522583 Epoch 3: train loss 0.5533565255728635 Epoch 3: val loss 0.6200063824653625 Epoch 4: train loss 0.5535735569216989 Epoch 4: val loss 0.6125427484512329 Epoch 5: train loss 0.5381865799427032 Epoch 5: val loss 0.6134869456291199 Epoch 6: train loss 0.5251218622381036 Epoch 6: val loss 0.6157574653625488 Epoch 7: train loss 0.4963937347585505 Epoch 7: val loss 0.6116824150085449 Epoch 8: train loss 0.46875427256930957 Epoch 8: val loss 0.6185869574546814 Epoch 9: train loss 0.47042694145982916 Epoch 9: val loss 0.6197900772094727 Epoch 10: train loss 0.4517038843848489 Epoch 10: val loss 0.6474652886390686 Epoch 11: train loss 0.4409844929521734 Epoch 11: val loss 0.6407213807106018 Epoch 12: train loss 0.428182604638013 Epoch 12: val loss 0.6492794156074524 Epoch 13: train loss 0.43222509730945935 Epoch 13: val loss 0.6539391875267029 Epoch 14: train loss 0.3945727023211392 Epoch 14: val loss 0.6530010104179382 Epoch 15: train loss 0.3964617604559118 Epoch 15: val loss 0.6538446545600891 Epoch 16: train loss 0.3836978768760508 Epoch 16: val loss 0.6643456220626831 Epoch 17: train loss 0.370503231883049 Epoch 17: val loss 0.6521701216697693 Epoch 18: train loss 0.3577830059961839 Epoch 18: val loss 0.6668457984924316 Epoch 19: train loss 0.37369621612808923 Epoch 19: val loss 0.6654798984527588 Epoch 20: train loss 0.36663668670437555 Epoch 20: val loss 0.6841546297073364 Epoch 21: train loss 0.3603172546083277 Epoch 21: val loss 0.6727740168571472 Epoch 22: train loss 0.369119105013934 Epoch 22: val loss 0.6850264072418213 Epoch 23: train loss 0.32925093309445813 Epoch 23: val loss 0.6964781880378723 Epoch 24: train loss 0.3328491882844405 Epoch 24: val loss 0.7053256034851074
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789591962640936 Epoch 0: val loss 0.6276288628578186 Epoch 1: train loss 0.6457259438254617 Epoch 1: val loss 0.5974410772323608 Epoch 2: train loss 0.6280008987946943 Epoch 2: val loss 0.5782243013381958 Epoch 3: train loss 0.6001733270558444 Epoch 3: val loss 0.563094437122345 Epoch 4: train loss 0.5627702284942974 Epoch 4: val loss 0.5544496774673462 Epoch 5: train loss 0.5536738661202517 Epoch 5: val loss 0.546086847782135 Epoch 6: train loss 0.5390337678519163 Epoch 6: val loss 0.5347515940666199 Epoch 7: train loss 0.5277552821419456 Epoch 7: val loss 0.5283014178276062 Epoch 8: train loss 0.5202998085455461 Epoch 8: val loss 0.5308879017829895 Epoch 9: train loss 0.5056363560936668 Epoch 9: val loss 0.528005063533783 Epoch 10: train loss 0.5006737871603533 Epoch 10: val loss 0.5344557166099548 Epoch 11: train loss 0.489706887440248 Epoch 11: val loss 0.5371900796890259 Epoch 12: train loss 0.47302766008810565 Epoch 12: val loss 0.5365513563156128 Epoch 13: train loss 0.4606326493349942 Epoch 13: val loss 0.5371549725532532 Epoch 14: train loss 0.45700027454983105 Epoch 14: val loss 0.5362740159034729 Epoch 15: train loss 0.48006017912517895 Epoch 15: val loss 0.5451290607452393 Epoch 16: train loss 0.44105499711903656 Epoch 16: val loss 0.5417303442955017 Epoch 17: train loss 0.43059025569395587 Epoch 17: val loss 0.537469208240509 Epoch 18: train loss 0.440417308699001 Epoch 18: val loss 0.5561239719390869 Epoch 19: train loss 0.42933363806117664 Epoch 19: val loss 0.5694769024848938 Epoch 20: train loss 0.41001950339837506 Epoch 20: val loss 0.5524700284004211 Epoch 21: train loss 0.4256716993722049 Epoch 21: val loss 0.5480311512947083 Epoch 22: train loss 0.42542683536356146 Epoch 22: val loss 0.5517371892929077 Epoch 23: train loss 0.37718108567324554 Epoch 23: val loss 0.5781562924385071 Epoch 24: train loss 0.383595501834696 Epoch 24: val loss 0.5928648114204407
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6629384160041809 Epoch 0: val loss 0.6576071381568909 Epoch 1: train loss 0.6011898943356105 Epoch 1: val loss 0.6277729868888855 Epoch 2: train loss 0.5702750767980304 Epoch 2: val loss 0.6183644533157349 Epoch 3: train loss 0.55086806842259 Epoch 3: val loss 0.612704336643219 Epoch 4: train loss 0.5277215093374252 Epoch 4: val loss 0.6057996153831482 Epoch 5: train loss 0.5032961368560791 Epoch 5: val loss 0.6305969953536987 Epoch 6: train loss 0.4865004505429949 Epoch 6: val loss 0.6129494309425354 Epoch 7: train loss 0.49745213772569385 Epoch 7: val loss 0.6259489059448242 Epoch 8: train loss 0.47055731288024355 Epoch 8: val loss 0.6395659446716309 Epoch 9: train loss 0.47807617698396954 Epoch 9: val loss 0.6240839958190918 Epoch 10: train loss 0.47201687523296904 Epoch 10: val loss 0.6347389817237854 Epoch 11: train loss 0.4666148040975843 Epoch 11: val loss 0.619633674621582 Epoch 12: train loss 0.44082584977149963 Epoch 12: val loss 0.6244357824325562 Epoch 13: train loss 0.43496365206582205 Epoch 13: val loss 0.6356205344200134
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6865095098813375 Epoch 0: val loss 0.6725906729698181 Epoch 1: train loss 0.6348522239261203 Epoch 1: val loss 0.6602087020874023 Epoch 2: train loss 0.6388838357395596 Epoch 2: val loss 0.6453811526298523 Epoch 3: train loss 0.6121014952659607 Epoch 3: val loss 0.6365317702293396 Epoch 4: train loss 0.6060415175225999 Epoch 4: val loss 0.630785346031189 Epoch 5: train loss 0.6147686938444773 Epoch 5: val loss 0.6217193007469177 Epoch 6: train loss 0.555504235956404 Epoch 6: val loss 0.61544269323349 Epoch 7: train loss 0.5808490216732025 Epoch 7: val loss 0.6143039464950562 Epoch 8: train loss 0.5740943650404612 Epoch 8: val loss 0.608540415763855 Epoch 9: train loss 0.5505747695763906 Epoch 9: val loss 0.6056033372879028 Epoch 10: train loss 0.5436780618296729 Epoch 10: val loss 0.6059010624885559 Epoch 11: train loss 0.5292680131064521 Epoch 11: val loss 0.6061030626296997 Epoch 12: train loss 0.5446221397982703 Epoch 12: val loss 0.622803807258606 Epoch 13: train loss 0.5469554132885404 Epoch 13: val loss 0.6130295395851135 Epoch 14: train loss 0.5060409075684018 Epoch 14: val loss 0.6113196611404419 Epoch 15: train loss 0.4945226311683655 Epoch 15: val loss 0.6065537333488464 Epoch 16: train loss 0.5048332644833459 Epoch 16: val loss 0.6035290360450745 Epoch 17: train loss 0.49745135174857247 Epoch 17: val loss 0.6086753606796265 Epoch 18: train loss 0.459607289897071 Epoch 18: val loss 0.6131811141967773 Epoch 19: train loss 0.4667576286527846 Epoch 19: val loss 0.6183229088783264 Epoch 20: train loss 0.47141073809729683 Epoch 20: val loss 0.6219266057014465 Epoch 21: train loss 0.47856927580303615 Epoch 21: val loss 0.6226839423179626 Epoch 22: train loss 0.45605407489670646 Epoch 22: val loss 0.6253482103347778 Epoch 23: train loss 0.42814933591418797 Epoch 23: val loss 0.6356594562530518 Epoch 24: train loss 0.45157523949941 Epoch 24: val loss 0.643946647644043
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6835289796193441 Epoch 0: val loss 0.6607133746147156 Epoch 1: train loss 0.6658353673087226 Epoch 1: val loss 0.6407189965248108 Epoch 2: train loss 0.6211035516526964 Epoch 2: val loss 0.6353507041931152 Epoch 3: train loss 0.6136826078097025 Epoch 3: val loss 0.6314153075218201 Epoch 4: train loss 0.6220058931244744 Epoch 4: val loss 0.6339260935783386 Epoch 5: train loss 0.5913569927215576 Epoch 5: val loss 0.6318694949150085 Epoch 6: train loss 0.6009566254085965 Epoch 6: val loss 0.6320444941520691 Epoch 7: train loss 0.5737897819942899 Epoch 7: val loss 0.6481824517250061 Epoch 8: train loss 0.5648444261815813 Epoch 8: val loss 0.6411274671554565 Epoch 9: train loss 0.5521127680937449 Epoch 9: val loss 0.6395102739334106 Epoch 10: train loss 0.5351303186681535 Epoch 10: val loss 0.6434103846549988 Epoch 11: train loss 0.5465871857272254 Epoch 11: val loss 0.6519500613212585 Epoch 12: train loss 0.49786369336975944 Epoch 12: val loss 0.6537630558013916 Epoch 13: train loss 0.48056474990314907 Epoch 13: val loss 0.6706307530403137 Epoch 14: train loss 0.48638365666071576 Epoch 14: val loss 0.682235598564148 Epoch 15: train loss 0.49493344293700325 Epoch 15: val loss 0.7100651860237122 Epoch 16: train loss 0.46716128124131096 Epoch 16: val loss 0.7009806036949158 Epoch 17: train loss 0.4434036976761288 Epoch 17: val loss 0.7128333449363708 Epoch 18: train loss 0.4495377176337772 Epoch 18: val loss 0.7260894775390625 Epoch 19: train loss 0.43335260616408455 Epoch 19: val loss 0.7384958267211914 Epoch 20: train loss 0.4355499479505751 Epoch 20: val loss 0.7636959552764893 Epoch 21: train loss 0.40243201123343575 Epoch 21: val loss 0.755825400352478 Epoch 22: train loss 0.4097345736291673 Epoch 22: val loss 0.7744484543800354 Epoch 23: train loss 0.40779684980710346 Epoch 23: val loss 0.7913694381713867 Epoch 24: train loss 0.41235605875651044 Epoch 24: val loss 0.7715295553207397
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7024712165196737 Epoch 0: val loss 0.6630384922027588 Epoch 1: train loss 0.6498057179980807 Epoch 1: val loss 0.647593080997467 Epoch 2: train loss 0.6344558530383639 Epoch 2: val loss 0.6415369510650635 Epoch 3: train loss 0.628411610921224 Epoch 3: val loss 0.641607403755188 Epoch 4: train loss 0.604794141319063 Epoch 4: val loss 0.6386669278144836 Epoch 5: train loss 0.6098071667883131 Epoch 5: val loss 0.6373695135116577 Epoch 6: train loss 0.5833263794581095 Epoch 6: val loss 0.6379716396331787 Epoch 7: train loss 0.5835714207755195 Epoch 7: val loss 0.6302289962768555 Epoch 8: train loss 0.5471396380000644 Epoch 8: val loss 0.6193663477897644 Epoch 9: train loss 0.5580876602066888 Epoch 9: val loss 0.6153169274330139 Epoch 10: train loss 0.5714712043603262 Epoch 10: val loss 0.6181822419166565 Epoch 11: train loss 0.5533409549130334 Epoch 11: val loss 0.6149585843086243 Epoch 12: train loss 0.5488784147633446 Epoch 12: val loss 0.6064565777778625 Epoch 13: train loss 0.5401745306120979 Epoch 13: val loss 0.5979297757148743 Epoch 14: train loss 0.5389461384879218 Epoch 14: val loss 0.594685971736908 Epoch 15: train loss 0.5038148131635454 Epoch 15: val loss 0.5956848859786987 Epoch 16: train loss 0.4926939739121331 Epoch 16: val loss 0.5890184044837952 Epoch 17: train loss 0.4910191198190053 Epoch 17: val loss 0.5842893123626709 Epoch 18: train loss 0.47334812747107613 Epoch 18: val loss 0.5813414454460144 Epoch 19: train loss 0.4768146839406755 Epoch 19: val loss 0.5740634799003601 Epoch 20: train loss 0.4712218973371718 Epoch 20: val loss 0.5762760043144226 Epoch 21: train loss 0.4678283996052212 Epoch 21: val loss 0.570422887802124 Epoch 22: train loss 0.43586086564593846 Epoch 22: val loss 0.5671043992042542 Epoch 23: train loss 0.43812621964348686 Epoch 23: val loss 0.562993049621582 Epoch 24: train loss 0.4238460063934326 Epoch 24: val loss 0.5686686038970947
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6748171382480197 Epoch 0: val loss 0.6627427935600281 Epoch 1: train loss 0.6348674827151828 Epoch 1: val loss 0.6543499231338501 Epoch 2: train loss 0.6101158128844367 Epoch 2: val loss 0.6535043120384216 Epoch 3: train loss 0.602706296576394 Epoch 3: val loss 0.6462980508804321 Epoch 4: train loss 0.5748247040642632 Epoch 4: val loss 0.6516382694244385 Epoch 5: train loss 0.5828482078181373 Epoch 5: val loss 0.6484485268592834 Epoch 6: train loss 0.539148661825392 Epoch 6: val loss 0.6468793749809265 Epoch 7: train loss 0.5341949496004317 Epoch 7: val loss 0.6497224569320679 Epoch 8: train loss 0.5205874707963731 Epoch 8: val loss 0.6472415328025818 Epoch 9: train loss 0.48965009715822005 Epoch 9: val loss 0.6435419321060181 Epoch 10: train loss 0.4947979748249054 Epoch 10: val loss 0.6560219526290894 Epoch 11: train loss 0.4789662824736701 Epoch 11: val loss 0.6645875573158264 Epoch 12: train loss 0.4754132860236698 Epoch 12: val loss 0.6650553345680237 Epoch 13: train loss 0.47061337033907574 Epoch 13: val loss 0.6883723139762878 Epoch 14: train loss 0.4485527276992798 Epoch 14: val loss 0.7011891007423401 Epoch 15: train loss 0.4437729020913442 Epoch 15: val loss 0.7070194482803345 Epoch 16: train loss 0.4316663079791599 Epoch 16: val loss 0.7184600234031677 Epoch 17: train loss 0.43827952278984916 Epoch 17: val loss 0.7326344847679138 Epoch 18: train loss 0.4340362383259667 Epoch 18: val loss 0.7294076085090637 Epoch 19: train loss 0.42829954624176025 Epoch 19: val loss 0.7455825805664062 Epoch 20: train loss 0.44775018758243984 Epoch 20: val loss 0.7520814538002014 Epoch 21: train loss 0.38494373361269635 Epoch 21: val loss 0.756044328212738 Epoch 22: train loss 0.4201788869169023 Epoch 22: val loss 0.759369969367981 Epoch 23: train loss 0.4057629538906945 Epoch 23: val loss 0.7637054324150085 Epoch 24: train loss 0.41729256841871476 Epoch 24: val loss 0.7836081385612488
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6828134208917618 Epoch 0: val loss 0.6583001017570496 Epoch 1: train loss 0.6472141345342001 Epoch 1: val loss 0.6399716138839722 Epoch 2: train loss 0.6323928038279215 Epoch 2: val loss 0.6308059096336365 Epoch 3: train loss 0.6250383605559667 Epoch 3: val loss 0.6237184405326843 Epoch 4: train loss 0.5966436763604482 Epoch 4: val loss 0.6236734986305237 Epoch 5: train loss 0.6001012027263641 Epoch 5: val loss 0.6235519647598267 Epoch 6: train loss 0.5749996428688368 Epoch 6: val loss 0.6214728951454163 Epoch 7: train loss 0.562676265835762 Epoch 7: val loss 0.6206248998641968 Epoch 8: train loss 0.5407053977251053 Epoch 8: val loss 0.6184136271476746 Epoch 9: train loss 0.5381863092382749 Epoch 9: val loss 0.6219581961631775 Epoch 10: train loss 0.5259212180972099 Epoch 10: val loss 0.6235038638114929 Epoch 11: train loss 0.511077935496966 Epoch 11: val loss 0.6231838464736938 Epoch 12: train loss 0.5115483080347379 Epoch 12: val loss 0.6338387727737427 Epoch 13: train loss 0.48430820057789487 Epoch 13: val loss 0.6226376295089722 Epoch 14: train loss 0.49445445587237674 Epoch 14: val loss 0.621656060218811 Epoch 15: train loss 0.48081226895252865 Epoch 15: val loss 0.6250424385070801 Epoch 16: train loss 0.4769820421934128 Epoch 16: val loss 0.6183913946151733
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6641872942447662 Epoch 0: val loss 0.6006924510002136 Epoch 1: train loss 0.5744330257177352 Epoch 1: val loss 0.5242781043052673 Epoch 2: train loss 0.47160056233406067 Epoch 2: val loss 0.4707357585430145 Epoch 3: train loss 0.42643093764781953 Epoch 3: val loss 0.4273485839366913 Epoch 4: train loss 0.4585058748722076 Epoch 4: val loss 0.40255746245384216 Epoch 5: train loss 0.38361689299345014 Epoch 5: val loss 0.405762642621994 Epoch 6: train loss 0.44621442556381224 Epoch 6: val loss 0.398345023393631 Epoch 7: train loss 0.4103797286748886 Epoch 7: val loss 0.39241164922714233 Epoch 8: train loss 0.38293144255876543 Epoch 8: val loss 0.3886691629886627 Epoch 9: train loss 0.37286966741085054 Epoch 9: val loss 0.3827075660228729 Epoch 10: train loss 0.37767949849367144 Epoch 10: val loss 0.3933429419994354 Epoch 11: train loss 0.3708360016345978 Epoch 11: val loss 0.3999454975128174 Epoch 12: train loss 0.3875172346830368 Epoch 12: val loss 0.41403934359550476 Epoch 13: train loss 0.34128398895263673 Epoch 13: val loss 0.40077465772628784 Epoch 14: train loss 0.34478953778743743 Epoch 14: val loss 0.40296247601509094 Epoch 15: train loss 0.35954777598381044 Epoch 15: val loss 0.4076281487941742 Epoch 16: train loss 0.3474572584033012 Epoch 16: val loss 0.4187661409378052 Epoch 17: train loss 0.3039534345269203 Epoch 17: val loss 0.41356903314590454 Epoch 18: train loss 0.2984970763325691 Epoch 18: val loss 0.4259495139122009 Epoch 19: train loss 0.33845212012529374 Epoch 19: val loss 0.4377704858779907 Epoch 20: train loss 0.3231360509991646 Epoch 20: val loss 0.4411073327064514 Epoch 21: train loss 0.312555855512619 Epoch 21: val loss 0.4355415403842926 Epoch 22: train loss 0.32037954181432726 Epoch 22: val loss 0.43221503496170044 Epoch 23: train loss 0.29528793692588806 Epoch 23: val loss 0.44340041279792786 Epoch 24: train loss 0.2872891426086426 Epoch 24: val loss 0.4574703574180603
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6450709223747253 Epoch 0: val loss 0.6036069989204407 Epoch 1: train loss 0.5485986053943634 Epoch 1: val loss 0.5145254135131836 Epoch 2: train loss 0.4835370063781738 Epoch 2: val loss 0.4686746895313263 Epoch 3: train loss 0.4114652782678604 Epoch 3: val loss 0.4487827718257904 Epoch 4: train loss 0.388877309858799 Epoch 4: val loss 0.4446590840816498 Epoch 5: train loss 0.38457561284303665 Epoch 5: val loss 0.45174869894981384 Epoch 6: train loss 0.3717471644282341 Epoch 6: val loss 0.4564405679702759 Epoch 7: train loss 0.39305447936058047 Epoch 7: val loss 0.46183767914772034 Epoch 8: train loss 0.3779223203659058 Epoch 8: val loss 0.4545542299747467 Epoch 9: train loss 0.34606846868991853 Epoch 9: val loss 0.4558849334716797 Epoch 10: train loss 0.361889186501503 Epoch 10: val loss 0.45128506422042847 Epoch 11: train loss 0.3519412472844124 Epoch 11: val loss 0.4483119547367096 Epoch 12: train loss 0.3609779864549637 Epoch 12: val loss 0.4526635408401489 Epoch 13: train loss 0.3570475921034813 Epoch 13: val loss 0.4610491394996643 Epoch 14: train loss 0.3575052931904793 Epoch 14: val loss 0.4649955630302429 Epoch 15: train loss 0.33454626649618147 Epoch 15: val loss 0.46649688482284546 Epoch 16: train loss 0.3215087801218033 Epoch 16: val loss 0.47252002358436584 Epoch 17: train loss 0.3502755180001259 Epoch 17: val loss 0.475231796503067 Epoch 18: train loss 0.3131006062030792 Epoch 18: val loss 0.4891926050186157 Epoch 19: train loss 0.36277050375938413 Epoch 19: val loss 0.4887089133262634 Epoch 20: train loss 0.36007715612649915 Epoch 20: val loss 0.48292261362075806 Epoch 21: train loss 0.293692472577095 Epoch 21: val loss 0.47838786244392395 Epoch 22: train loss 0.30010367184877396 Epoch 22: val loss 0.47791218757629395 Epoch 23: train loss 0.3576056927442551 Epoch 23: val loss 0.487030565738678 Epoch 24: train loss 0.3388765722513199 Epoch 24: val loss 0.4807964563369751
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6640902101993561 Epoch 0: val loss 0.6400727033615112 Epoch 1: train loss 0.5609772324562072 Epoch 1: val loss 0.5722436904907227 Epoch 2: train loss 0.4956837296485901 Epoch 2: val loss 0.4969694912433624 Epoch 3: train loss 0.44504888355731964 Epoch 3: val loss 0.4539923667907715 Epoch 4: train loss 0.4758148342370987 Epoch 4: val loss 0.4452684819698334 Epoch 5: train loss 0.4175954401493073 Epoch 5: val loss 0.45872727036476135 Epoch 6: train loss 0.391011518239975 Epoch 6: val loss 0.4355301558971405 Epoch 7: train loss 0.3704538896679878 Epoch 7: val loss 0.4330214262008667 Epoch 8: train loss 0.3702927276492119 Epoch 8: val loss 0.43604594469070435 Epoch 9: train loss 0.4172223091125488 Epoch 9: val loss 0.43815672397613525 Epoch 10: train loss 0.3636277034878731 Epoch 10: val loss 0.4436497688293457 Epoch 11: train loss 0.3471666619181633 Epoch 11: val loss 0.4343012273311615 Epoch 12: train loss 0.3697041645646095 Epoch 12: val loss 0.435587614774704 Epoch 13: train loss 0.3585208788514137 Epoch 13: val loss 0.43761515617370605 Epoch 14: train loss 0.3669774681329727 Epoch 14: val loss 0.4371846318244934 Epoch 15: train loss 0.35133051574230195 Epoch 15: val loss 0.43468448519706726 Epoch 16: train loss 0.3338134832680225 Epoch 16: val loss 0.44343072175979614 Epoch 17: train loss 0.3314379647374153 Epoch 17: val loss 0.4435712695121765 Epoch 18: train loss 0.33722224086523056 Epoch 18: val loss 0.4450567960739136 Epoch 19: train loss 0.35583607852458954 Epoch 19: val loss 0.44079291820526123 Epoch 20: train loss 0.30798773318529127 Epoch 20: val loss 0.44156119227409363 Epoch 21: train loss 0.31167034804821014 Epoch 21: val loss 0.4451538622379303 Epoch 22: train loss 0.3010951533913612 Epoch 22: val loss 0.44499775767326355 Epoch 23: train loss 0.30065346509218216 Epoch 23: val loss 0.4462774991989136 Epoch 24: train loss 0.29129673913121223 Epoch 24: val loss 0.4470044672489166
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6502916276454925 Epoch 0: val loss 0.5993985533714294 Epoch 1: train loss 0.5340223252773285 Epoch 1: val loss 0.500194251537323 Epoch 2: train loss 0.4540937751531601 Epoch 2: val loss 0.46341297030448914 Epoch 3: train loss 0.41749520897865294 Epoch 3: val loss 0.4458039402961731 Epoch 4: train loss 0.43235039710998535 Epoch 4: val loss 0.467124342918396 Epoch 5: train loss 0.3798402726650238 Epoch 5: val loss 0.489573210477829 Epoch 6: train loss 0.40842668116092684 Epoch 6: val loss 0.47060298919677734 Epoch 7: train loss 0.3525359332561493 Epoch 7: val loss 0.4792500436306 Epoch 8: train loss 0.35728897601366044 Epoch 8: val loss 0.478079229593277 Epoch 9: train loss 0.41099136471748354 Epoch 9: val loss 0.47826075553894043 Epoch 10: train loss 0.3430968075990677 Epoch 10: val loss 0.49574264883995056 Epoch 11: train loss 0.33020187318325045 Epoch 11: val loss 0.5135730504989624 Epoch 12: train loss 0.360247603058815 Epoch 12: val loss 0.5344607830047607 Epoch 13: train loss 0.3335310980677605 Epoch 13: val loss 0.5393562316894531 Epoch 14: train loss 0.3200600206851959 Epoch 14: val loss 0.5473249554634094 Epoch 15: train loss 0.32720096707344054 Epoch 15: val loss 0.5577873587608337 Epoch 16: train loss 0.3520275875926018 Epoch 16: val loss 0.5507383346557617 Epoch 17: train loss 0.3145176589488983 Epoch 17: val loss 0.5600276589393616 Epoch 18: train loss 0.305416963994503 Epoch 18: val loss 0.5625258088111877 Epoch 19: train loss 0.2963509537279606 Epoch 19: val loss 0.5915749669075012 Epoch 20: train loss 0.3720472529530525 Epoch 20: val loss 0.5897154211997986 Epoch 21: train loss 0.30518127232789993 Epoch 21: val loss 0.5683250427246094 Epoch 22: train loss 0.291750368475914 Epoch 22: val loss 0.5707695484161377 Epoch 23: train loss 0.30974019020795823 Epoch 23: val loss 0.5813126564025879 Epoch 24: train loss 0.29196669310331347 Epoch 24: val loss 0.6107532978057861
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6224876000330999 Epoch 0: val loss 0.5934566259384155 Epoch 1: train loss 0.5163723505460299 Epoch 1: val loss 0.49898380041122437 Epoch 2: train loss 0.45434872003702015 Epoch 2: val loss 0.4739680290222168 Epoch 3: train loss 0.44010562621630156 Epoch 3: val loss 0.4650101959705353 Epoch 4: train loss 0.43209107793294466 Epoch 4: val loss 0.46863704919815063 Epoch 5: train loss 0.3875822906310742 Epoch 5: val loss 0.46962952613830566 Epoch 6: train loss 0.38941160990641666 Epoch 6: val loss 0.4657716155052185 Epoch 7: train loss 0.4001232190774037 Epoch 7: val loss 0.48941951990127563 Epoch 8: train loss 0.4044956175180582 Epoch 8: val loss 0.47062402963638306 Epoch 9: train loss 0.3862715329115207 Epoch 9: val loss 0.48681339621543884 Epoch 10: train loss 0.3507584218795483 Epoch 10: val loss 0.4919471740722656 Epoch 11: train loss 0.35274965029496413 Epoch 11: val loss 0.48475897312164307
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6896359703757546 Epoch 0: val loss 0.6790251731872559 Epoch 1: train loss 0.6607706600969488 Epoch 1: val loss 0.659579336643219 Epoch 2: train loss 0.6366666880520907 Epoch 2: val loss 0.648798406124115 Epoch 3: train loss 0.597720205783844 Epoch 3: val loss 0.6433423161506653 Epoch 4: train loss 0.5851170989600095 Epoch 4: val loss 0.6464468836784363 Epoch 5: train loss 0.5667859478430315 Epoch 5: val loss 0.6378170251846313 Epoch 6: train loss 0.5657740533351898 Epoch 6: val loss 0.616098165512085 Epoch 7: train loss 0.5466144680976868 Epoch 7: val loss 0.6197019219398499 Epoch 8: train loss 0.5356289771470156 Epoch 8: val loss 0.607511579990387 Epoch 9: train loss 0.514361170205203 Epoch 9: val loss 0.5998287796974182 Epoch 10: train loss 0.5222819908098741 Epoch 10: val loss 0.5916043519973755 Epoch 11: train loss 0.49714033712040295 Epoch 11: val loss 0.5731157064437866 Epoch 12: train loss 0.47710354219783435 Epoch 12: val loss 0.5729128122329712 Epoch 13: train loss 0.48739922046661377 Epoch 13: val loss 0.564805805683136 Epoch 14: train loss 0.4753924174742265 Epoch 14: val loss 0.5586381554603577 Epoch 15: train loss 0.4526480436325073 Epoch 15: val loss 0.5489743947982788 Epoch 16: train loss 0.434286122972315 Epoch 16: val loss 0.5489192605018616 Epoch 17: train loss 0.44297452948310156 Epoch 17: val loss 0.5534600615501404 Epoch 18: train loss 0.4504016800360246 Epoch 18: val loss 0.5471565127372742 Epoch 19: train loss 0.420994298024611 Epoch 19: val loss 0.5540167093276978 Epoch 20: train loss 0.4068588533184745 Epoch 20: val loss 0.5479051470756531 Epoch 21: train loss 0.4004971412095157 Epoch 21: val loss 0.5367706418037415 Epoch 22: train loss 0.38853441314263776 Epoch 22: val loss 0.5316442251205444 Epoch 23: train loss 0.3861720006574284 Epoch 23: val loss 0.53277987241745 Epoch 24: train loss 0.3670052628625523 Epoch 24: val loss 0.537921130657196
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.685170894319361 Epoch 0: val loss 0.6455219388008118 Epoch 1: train loss 0.6342486522414468 Epoch 1: val loss 0.6340193152427673 Epoch 2: train loss 0.6128635352308099 Epoch 2: val loss 0.6385194063186646 Epoch 3: train loss 0.6070652008056641 Epoch 3: val loss 0.6430461406707764 Epoch 4: train loss 0.5851975950327787 Epoch 4: val loss 0.644075870513916 Epoch 5: train loss 0.5696105496449904 Epoch 5: val loss 0.6458577513694763 Epoch 6: train loss 0.5604600987651132 Epoch 6: val loss 0.645470917224884 Epoch 7: train loss 0.54495523463596 Epoch 7: val loss 0.6440454721450806 Epoch 8: train loss 0.5504046976566315 Epoch 8: val loss 0.640373170375824 Epoch 9: train loss 0.5335307012904774 Epoch 9: val loss 0.6344414353370667 Epoch 10: train loss 0.5249033787033774 Epoch 10: val loss 0.6375284790992737 Epoch 11: train loss 0.517735324122689 Epoch 11: val loss 0.6366057395935059 Epoch 12: train loss 0.49937380985780194 Epoch 12: val loss 0.6283746361732483 Epoch 13: train loss 0.48466322096911346 Epoch 13: val loss 0.63145512342453 Epoch 14: train loss 0.4632467275316065 Epoch 14: val loss 0.6377385258674622 Epoch 15: train loss 0.447727306322618 Epoch 15: val loss 0.6373799443244934 Epoch 16: train loss 0.45741184733130713 Epoch 16: val loss 0.6383302807807922 Epoch 17: train loss 0.43724654479460284 Epoch 17: val loss 0.6507270932197571 Epoch 18: train loss 0.4281574379314076 Epoch 18: val loss 0.6563554406166077 Epoch 19: train loss 0.4123175550590862 Epoch 19: val loss 0.6505175828933716 Epoch 20: train loss 0.40015349604866723 Epoch 20: val loss 0.6406945586204529 Epoch 21: train loss 0.40582083842971106 Epoch 21: val loss 0.6340774297714233 Epoch 22: train loss 0.3679105205969377 Epoch 22: val loss 0.6379592418670654 Epoch 23: train loss 0.3739717345346104 Epoch 23: val loss 0.6514265537261963 Epoch 24: train loss 0.359487308697267 Epoch 24: val loss 0.6564227342605591
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7047706679864363 Epoch 0: val loss 0.6663693785667419 Epoch 1: train loss 0.6317217946052551 Epoch 1: val loss 0.6512815356254578 Epoch 2: train loss 0.6239364418116483 Epoch 2: val loss 0.6480064392089844 Epoch 3: train loss 0.6055667942220514 Epoch 3: val loss 0.648425281047821 Epoch 4: train loss 0.5943594520742242 Epoch 4: val loss 0.6495664715766907 Epoch 5: train loss 0.5676825263283469 Epoch 5: val loss 0.6559704542160034 Epoch 6: train loss 0.5715250698002902 Epoch 6: val loss 0.6562218070030212 Epoch 7: train loss 0.5472688295624473 Epoch 7: val loss 0.656947672367096 Epoch 8: train loss 0.552490001375025 Epoch 8: val loss 0.6522014737129211 Epoch 9: train loss 0.5390309610150077 Epoch 9: val loss 0.6513944268226624 Epoch 10: train loss 0.5015650256113573 Epoch 10: val loss 0.6646735668182373 Epoch 11: train loss 0.49682672728191724 Epoch 11: val loss 0.6624566912651062 Epoch 12: train loss 0.4842367443171414 Epoch 12: val loss 0.6593796014785767 Epoch 13: train loss 0.46362917531620373 Epoch 13: val loss 0.6543184518814087 Epoch 14: train loss 0.47174362431872974 Epoch 14: val loss 0.6645808219909668 Epoch 15: train loss 0.4479043348269029 Epoch 15: val loss 0.6920815110206604 Epoch 16: train loss 0.44726450605825946 Epoch 16: val loss 0.6912335157394409 Epoch 17: train loss 0.4091322801329873 Epoch 17: val loss 0.7014642357826233 Epoch 18: train loss 0.42305357483300293 Epoch 18: val loss 0.7079169750213623 Epoch 19: train loss 0.4205545728856867 Epoch 19: val loss 0.724097728729248 Epoch 20: train loss 0.41123033924536273 Epoch 20: val loss 0.7127183675765991 Epoch 21: train loss 0.39885254339738324 Epoch 21: val loss 0.7333372235298157 Epoch 22: train loss 0.3901470737023787 Epoch 22: val loss 0.7320911884307861 Epoch 23: train loss 0.38316570628773083 Epoch 23: val loss 0.7167854905128479 Epoch 24: train loss 0.40168030153621326 Epoch 24: val loss 0.7198052406311035
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7046883322975852 Epoch 0: val loss 0.6616615056991577 Epoch 1: train loss 0.6615071134133772 Epoch 1: val loss 0.6214286088943481 Epoch 2: train loss 0.6496893709356134 Epoch 2: val loss 0.5984858870506287 Epoch 3: train loss 0.6191888939250599 Epoch 3: val loss 0.5890308022499084 Epoch 4: train loss 0.6059206968004053 Epoch 4: val loss 0.5737578272819519 Epoch 5: train loss 0.5919040441513062 Epoch 5: val loss 0.5630926489830017 Epoch 6: train loss 0.57383193211122 Epoch 6: val loss 0.5533941984176636 Epoch 7: train loss 0.5622243068434976 Epoch 7: val loss 0.5493881106376648 Epoch 8: train loss 0.5343409099362113 Epoch 8: val loss 0.5467593669891357 Epoch 9: train loss 0.5516337264667858 Epoch 9: val loss 0.5361344814300537 Epoch 10: train loss 0.5232767110521143 Epoch 10: val loss 0.5248889327049255 Epoch 11: train loss 0.5188542360609228 Epoch 11: val loss 0.5491487383842468 Epoch 12: train loss 0.5128361095081676 Epoch 12: val loss 0.5119828581809998 Epoch 13: train loss 0.5075703669678081 Epoch 13: val loss 0.5254550576210022 Epoch 14: train loss 0.49965457211841235 Epoch 14: val loss 0.5110858082771301 Epoch 15: train loss 0.4885217709974809 Epoch 15: val loss 0.5409446954727173 Epoch 16: train loss 0.456092587926171 Epoch 16: val loss 0.5149716138839722 Epoch 17: train loss 0.4623346003619107 Epoch 17: val loss 0.5095987915992737 Epoch 18: train loss 0.46225581114942377 Epoch 18: val loss 0.5463835000991821 Epoch 19: train loss 0.4535866921598261 Epoch 19: val loss 0.5111891627311707 Epoch 20: train loss 0.4179393974217502 Epoch 20: val loss 0.5297495126724243 Epoch 21: train loss 0.4213831397620114 Epoch 21: val loss 0.517876923084259 Epoch 22: train loss 0.4239049878987399 Epoch 22: val loss 0.518825352191925 Epoch 23: train loss 0.41104020042852923 Epoch 23: val loss 0.5165140628814697 Epoch 24: train loss 0.4277164746414531 Epoch 24: val loss 0.5236496329307556
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6976202925046285 Epoch 0: val loss 0.6670244932174683 Epoch 1: train loss 0.6542103330294291 Epoch 1: val loss 0.6313548684120178 Epoch 2: train loss 0.6165112177530925 Epoch 2: val loss 0.6022709608078003 Epoch 3: train loss 0.5980453928311665 Epoch 3: val loss 0.5846704840660095 Epoch 4: train loss 0.5712630212306976 Epoch 4: val loss 0.5584250092506409 Epoch 5: train loss 0.5689502576986949 Epoch 5: val loss 0.5347701907157898 Epoch 6: train loss 0.556280767917633 Epoch 6: val loss 0.5334396958351135 Epoch 7: train loss 0.5371307412783305 Epoch 7: val loss 0.5172954201698303 Epoch 8: train loss 0.5313088854153951 Epoch 8: val loss 0.5185567140579224 Epoch 9: train loss 0.5314395268758138 Epoch 9: val loss 0.5199076533317566 Epoch 10: train loss 0.5033341447512308 Epoch 10: val loss 0.5308946967124939 Epoch 11: train loss 0.49723666508992515 Epoch 11: val loss 0.5255684852600098 Epoch 12: train loss 0.47610083818435667 Epoch 12: val loss 0.5284450650215149 Epoch 13: train loss 0.48437878092130027 Epoch 13: val loss 0.51376873254776 Epoch 14: train loss 0.45987921555836997 Epoch 14: val loss 0.5112365484237671 Epoch 15: train loss 0.4723442037900289 Epoch 15: val loss 0.522191047668457 Epoch 16: train loss 0.4419419387976328 Epoch 16: val loss 0.527734637260437 Epoch 17: train loss 0.45478745102882384 Epoch 17: val loss 0.5237919688224792 Epoch 18: train loss 0.4305594762166341 Epoch 18: val loss 0.526287853717804 Epoch 19: train loss 0.4267553786436717 Epoch 19: val loss 0.5165957808494568 Epoch 20: train loss 0.40668814778327944 Epoch 20: val loss 0.5289525985717773 Epoch 21: train loss 0.44042795697848003 Epoch 21: val loss 0.5245932340621948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6880619575579962 Epoch 0: val loss 0.6919941902160645 Epoch 1: train loss 0.6644131690263748 Epoch 1: val loss 0.6798873543739319 Epoch 2: train loss 0.6508597930272421 Epoch 2: val loss 0.6500142812728882 Epoch 3: train loss 0.5987280582388242 Epoch 3: val loss 0.6466545462608337 Epoch 4: train loss 0.5752629364530245 Epoch 4: val loss 0.6452678442001343 Epoch 5: train loss 0.574708508948485 Epoch 5: val loss 0.6539931893348694 Epoch 6: train loss 0.5617552995681763 Epoch 6: val loss 0.6551192402839661 Epoch 7: train loss 0.5376074636975924 Epoch 7: val loss 0.6561833024024963 Epoch 8: train loss 0.5349376946687698 Epoch 8: val loss 0.6580826044082642 Epoch 9: train loss 0.5381296028693517 Epoch 9: val loss 0.6634383797645569 Epoch 10: train loss 0.5070497716466585 Epoch 10: val loss 0.6610510349273682 Epoch 11: train loss 0.5073888301849365 Epoch 11: val loss 0.6715651750564575 Epoch 12: train loss 0.4981916770339012 Epoch 12: val loss 0.658944845199585 Epoch 13: train loss 0.47592827181021374 Epoch 13: val loss 0.6674333810806274 Epoch 14: train loss 0.4718547388911247 Epoch 14: val loss 0.6820495128631592 Epoch 15: train loss 0.475116732219855 Epoch 15: val loss 0.6877843141555786 Epoch 16: train loss 0.47353585561116535 Epoch 16: val loss 0.6944432258605957 Epoch 17: train loss 0.4471173460284869 Epoch 17: val loss 0.699417769908905 Epoch 18: train loss 0.45203576733668643 Epoch 18: val loss 0.722937285900116 Epoch 19: train loss 0.4464089199900627 Epoch 19: val loss 0.7200842499732971 Epoch 20: train loss 0.4263601799805959 Epoch 20: val loss 0.7144390940666199 Epoch 21: train loss 0.4344707777102788 Epoch 21: val loss 0.6999632120132446 Epoch 22: train loss 0.430002028743426 Epoch 22: val loss 0.7281938195228577 Epoch 23: train loss 0.4245920926332474 Epoch 23: val loss 0.7278804779052734 Epoch 24: train loss 0.4211012025674184 Epoch 24: val loss 0.722868800163269
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6827078958352407 Epoch 0: val loss 0.6540602445602417 Epoch 1: train loss 0.6489441990852356 Epoch 1: val loss 0.6250810027122498 Epoch 2: train loss 0.6303145736455917 Epoch 2: val loss 0.615845263004303 Epoch 3: train loss 0.6184359093507131 Epoch 3: val loss 0.6043682098388672 Epoch 4: train loss 0.5892322063446045 Epoch 4: val loss 0.6063588261604309 Epoch 5: train loss 0.5836427385608355 Epoch 5: val loss 0.6140085458755493 Epoch 6: train loss 0.5670847867925962 Epoch 6: val loss 0.6069761514663696 Epoch 7: train loss 0.5583550507823626 Epoch 7: val loss 0.6025568246841431 Epoch 8: train loss 0.5575181146462759 Epoch 8: val loss 0.6087843179702759 Epoch 9: train loss 0.5662035271525383 Epoch 9: val loss 0.6342065930366516 Epoch 10: train loss 0.5442941039800644 Epoch 10: val loss 0.6176480650901794 Epoch 11: train loss 0.5202533900737762 Epoch 11: val loss 0.6263844966888428 Epoch 12: train loss 0.51043651252985 Epoch 12: val loss 0.630523145198822 Epoch 13: train loss 0.4926922917366028 Epoch 13: val loss 0.6530792713165283 Epoch 14: train loss 0.4971027175585429 Epoch 14: val loss 0.6275533437728882 Epoch 15: train loss 0.5054145728548368 Epoch 15: val loss 0.643511176109314 Epoch 16: train loss 0.47641383359829587 Epoch 16: val loss 0.6457486152648926 Epoch 17: train loss 0.47473418712615967 Epoch 17: val loss 0.6508385539054871 Epoch 18: train loss 0.4562440837423007 Epoch 18: val loss 0.6572092771530151 Epoch 19: train loss 0.4692828406890233 Epoch 19: val loss 0.6577916741371155 Epoch 20: train loss 0.4558762311935425 Epoch 20: val loss 0.6484853029251099 Epoch 21: train loss 0.44657963265975315 Epoch 21: val loss 0.6806076169013977 Epoch 22: train loss 0.4250629097223282 Epoch 22: val loss 0.6590206623077393 Epoch 23: train loss 0.4494600047667821 Epoch 23: val loss 0.653139054775238 Epoch 24: train loss 0.4470531716942787 Epoch 24: val loss 0.6799159049987793
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700996513168017 Epoch 0: val loss 0.6873277425765991 Epoch 1: train loss 0.6791427383820215 Epoch 1: val loss 0.6674069166183472 Epoch 2: train loss 0.6595404247442881 Epoch 2: val loss 0.6471477150917053 Epoch 3: train loss 0.6555516620477041 Epoch 3: val loss 0.6175348162651062 Epoch 4: train loss 0.6269460866848627 Epoch 4: val loss 0.6037717461585999 Epoch 5: train loss 0.633957435687383 Epoch 5: val loss 0.5925757884979248 Epoch 6: train loss 0.599538708726565 Epoch 6: val loss 0.5868147611618042 Epoch 7: train loss 0.5864187180995941 Epoch 7: val loss 0.5697484016418457 Epoch 8: train loss 0.5846147686243057 Epoch 8: val loss 0.5624723434448242 Epoch 9: train loss 0.5690724899371465 Epoch 9: val loss 0.5698832869529724 Epoch 10: train loss 0.5554216404755911 Epoch 10: val loss 0.5611873865127563 Epoch 11: train loss 0.5409798497955004 Epoch 11: val loss 0.5681378245353699 Epoch 12: train loss 0.5424147645632426 Epoch 12: val loss 0.5461488962173462 Epoch 13: train loss 0.5253346736232439 Epoch 13: val loss 0.5440872311592102 Epoch 14: train loss 0.5083831722537676 Epoch 14: val loss 0.5477650761604309 Epoch 15: train loss 0.5048078099886576 Epoch 15: val loss 0.5528206825256348 Epoch 16: train loss 0.4645631785194079 Epoch 16: val loss 0.5528449416160583 Epoch 17: train loss 0.47600365181763965 Epoch 17: val loss 0.5314587950706482 Epoch 18: train loss 0.46743020166953403 Epoch 18: val loss 0.5363263487815857 Epoch 19: train loss 0.44463658581177395 Epoch 19: val loss 0.5242282748222351 Epoch 20: train loss 0.48254070430994034 Epoch 20: val loss 0.5396884679794312 Epoch 21: train loss 0.47129645695288974 Epoch 21: val loss 0.5438804030418396 Epoch 22: train loss 0.44666028022766113 Epoch 22: val loss 0.5388193726539612 Epoch 23: train loss 0.45197608321905136 Epoch 23: val loss 0.5476627349853516 Epoch 24: train loss 0.4196828305721283 Epoch 24: val loss 0.5425240993499756
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914014766613642 Epoch 0: val loss 0.6857494711875916 Epoch 1: train loss 0.6527659147977829 Epoch 1: val loss 0.6817724108695984 Epoch 2: train loss 0.6227692067623138 Epoch 2: val loss 0.6739110946655273 Epoch 3: train loss 0.6066606243451437 Epoch 3: val loss 0.6719064712524414 Epoch 4: train loss 0.5970938627918562 Epoch 4: val loss 0.666656494140625 Epoch 5: train loss 0.5676567206780115 Epoch 5: val loss 0.6774262189865112 Epoch 6: train loss 0.5673989802598953 Epoch 6: val loss 0.6776695847511292 Epoch 7: train loss 0.5427312975128492 Epoch 7: val loss 0.6744442582130432 Epoch 8: train loss 0.5327947412927946 Epoch 8: val loss 0.6900619864463806 Epoch 9: train loss 0.5429617712895075 Epoch 9: val loss 0.6922890543937683 Epoch 10: train loss 0.5074513405561447 Epoch 10: val loss 0.6804112792015076 Epoch 11: train loss 0.4987029855449994 Epoch 11: val loss 0.6929883360862732 Epoch 12: train loss 0.4943293482065201 Epoch 12: val loss 0.6846416592597961 Epoch 13: train loss 0.4785780335466067 Epoch 13: val loss 0.6839090585708618 Epoch 14: train loss 0.48800662408272427 Epoch 14: val loss 0.6981765627861023 Epoch 15: train loss 0.458414485057195 Epoch 15: val loss 0.6891956329345703 Epoch 16: train loss 0.4655621200799942 Epoch 16: val loss 0.7133973240852356 Epoch 17: train loss 0.4698629602789879 Epoch 17: val loss 0.6884787082672119 Epoch 18: train loss 0.45015228167176247 Epoch 18: val loss 0.6898128986358643 Epoch 19: train loss 0.4661827931801478 Epoch 19: val loss 0.6751102805137634 Epoch 20: train loss 0.4448007419705391 Epoch 20: val loss 0.698296070098877 Epoch 21: train loss 0.43966108560562134 Epoch 21: val loss 0.6877638697624207 Epoch 22: train loss 0.4063996449112892 Epoch 22: val loss 0.7033916711807251 Epoch 23: train loss 0.4011308252811432 Epoch 23: val loss 0.7144991159439087 Epoch 24: train loss 0.4302777548631032 Epoch 24: val loss 0.7151109576225281
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6917626708745956 Epoch 0: val loss 0.6770909428596497 Epoch 1: train loss 0.658454779535532 Epoch 1: val loss 0.6510779857635498 Epoch 2: train loss 0.6112105809152126 Epoch 2: val loss 0.6265859603881836 Epoch 3: train loss 0.6018187962472439 Epoch 3: val loss 0.6084428429603577 Epoch 4: train loss 0.560726186260581 Epoch 4: val loss 0.5973494648933411 Epoch 5: train loss 0.564954861998558 Epoch 5: val loss 0.5916626453399658 Epoch 6: train loss 0.5490309055894613 Epoch 6: val loss 0.5879501104354858 Epoch 7: train loss 0.5513651594519615 Epoch 7: val loss 0.5838595032691956 Epoch 8: train loss 0.5244033336639404 Epoch 8: val loss 0.5924311876296997 Epoch 9: train loss 0.5095828585326672 Epoch 9: val loss 0.5868611931800842 Epoch 10: train loss 0.5171998590230942 Epoch 10: val loss 0.5935742259025574 Epoch 11: train loss 0.5125081017613411 Epoch 11: val loss 0.5944645404815674 Epoch 12: train loss 0.4923009071499109 Epoch 12: val loss 0.5830738544464111
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7003930956125259 Epoch 0: val loss 0.68418949842453 Epoch 1: train loss 0.673254077633222 Epoch 1: val loss 0.6649758815765381 Epoch 2: train loss 0.6262533615032831 Epoch 2: val loss 0.6533240079879761 Epoch 3: train loss 0.6176335612932841 Epoch 3: val loss 0.6410065293312073 Epoch 4: train loss 0.6061004102230072 Epoch 4: val loss 0.6289825439453125 Epoch 5: train loss 0.608784462014834 Epoch 5: val loss 0.6253461241722107 Epoch 6: train loss 0.5845103164513906 Epoch 6: val loss 0.6394463777542114 Epoch 7: train loss 0.5779874523480734 Epoch 7: val loss 0.6348504424095154 Epoch 8: train loss 0.5631601611773173 Epoch 8: val loss 0.6346326470375061 Epoch 9: train loss 0.5660556902488073 Epoch 9: val loss 0.6286818981170654 Epoch 10: train loss 0.5587094028790792 Epoch 10: val loss 0.6359641551971436 Epoch 11: train loss 0.5447571848829588 Epoch 11: val loss 0.6266640424728394 Epoch 12: train loss 0.5710596516728401 Epoch 12: val loss 0.629897952079773 Epoch 13: train loss 0.548267292479674 Epoch 13: val loss 0.6353018283843994 Epoch 14: train loss 0.5501715143521627 Epoch 14: val loss 0.6280614137649536 Epoch 15: train loss 0.5159546087185541 Epoch 15: val loss 0.6391352415084839 Epoch 16: train loss 0.512619877854983 Epoch 16: val loss 0.6416406631469727 Epoch 17: train loss 0.5156159102916718 Epoch 17: val loss 0.6544331312179565 Epoch 18: train loss 0.511278842886289 Epoch 18: val loss 0.6480586528778076 Epoch 19: train loss 0.4954536606868108 Epoch 19: val loss 0.6385395526885986 Epoch 20: train loss 0.49683795620997745 Epoch 20: val loss 0.6495124101638794 Epoch 21: train loss 0.5005324631929398 Epoch 21: val loss 0.665310263633728 Epoch 22: train loss 0.49195897827545804 Epoch 22: val loss 0.6534742116928101 Epoch 23: train loss 0.5025851130485535 Epoch 23: val loss 0.6446627974510193 Epoch 24: train loss 0.488361361126105 Epoch 24: val loss 0.6385555267333984
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972502966721853 Epoch 0: val loss 0.6842347383499146 Epoch 1: train loss 0.6577769865592321 Epoch 1: val loss 0.6830234527587891 Epoch 2: train loss 0.6377186924219131 Epoch 2: val loss 0.6769656538963318 Epoch 3: train loss 0.6166289647420248 Epoch 3: val loss 0.6825106739997864 Epoch 4: train loss 0.5855351462960243 Epoch 4: val loss 0.682067334651947 Epoch 5: train loss 0.586766521135966 Epoch 5: val loss 0.6887789964675903 Epoch 6: train loss 0.6037111481030782 Epoch 6: val loss 0.6840057373046875 Epoch 7: train loss 0.569235106309255 Epoch 7: val loss 0.6819678544998169 Epoch 8: train loss 0.5732626741131147 Epoch 8: val loss 0.6918189525604248 Epoch 9: train loss 0.561724749704202 Epoch 9: val loss 0.6939687728881836 Epoch 10: train loss 0.559714195628961 Epoch 10: val loss 0.6926116347312927 Epoch 11: train loss 0.5477772156397501 Epoch 11: val loss 0.6976551413536072 Epoch 12: train loss 0.5454916879534721 Epoch 12: val loss 0.696742832660675 Epoch 13: train loss 0.5404120509823164 Epoch 13: val loss 0.6948373913764954 Epoch 14: train loss 0.5303080777327219 Epoch 14: val loss 0.7083879709243774 Epoch 15: train loss 0.5496027717987696 Epoch 15: val loss 0.7074415683746338 Epoch 16: train loss 0.5247574175397555 Epoch 16: val loss 0.7013013958930969 Epoch 17: train loss 0.5063477704922358 Epoch 17: val loss 0.7170343995094299 Epoch 18: train loss 0.5048936729629835 Epoch 18: val loss 0.7238751649856567 Epoch 19: train loss 0.5257084866364797 Epoch 19: val loss 0.7177667021751404 Epoch 20: train loss 0.5044980173309644 Epoch 20: val loss 0.7323650121688843 Epoch 21: train loss 0.48284923036893207 Epoch 21: val loss 0.7333398461341858 Epoch 22: train loss 0.4968409612774849 Epoch 22: val loss 0.7487499117851257 Epoch 23: train loss 0.4768670027454694 Epoch 23: val loss 0.7335461974143982 Epoch 24: train loss 0.5069040159384409 Epoch 24: val loss 0.7380706071853638
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6945326775312424 Epoch 0: val loss 0.6725166440010071 Epoch 1: train loss 0.6724942624568939 Epoch 1: val loss 0.6613549590110779 Epoch 2: train loss 0.632355218132337 Epoch 2: val loss 0.6520798206329346 Epoch 3: train loss 0.6165038098891577 Epoch 3: val loss 0.6410420536994934 Epoch 4: train loss 0.6102222005526224 Epoch 4: val loss 0.6414892673492432 Epoch 5: train loss 0.5876778463522593 Epoch 5: val loss 0.649922788143158 Epoch 6: train loss 0.5842432926098505 Epoch 6: val loss 0.6426849961280823 Epoch 7: train loss 0.5862885663906733 Epoch 7: val loss 0.6426023244857788 Epoch 8: train loss 0.5743357340494791 Epoch 8: val loss 0.6437491774559021 Epoch 9: train loss 0.5841265469789505 Epoch 9: val loss 0.6519119739532471 Epoch 10: train loss 0.5707652866840363 Epoch 10: val loss 0.6448962092399597 Epoch 11: train loss 0.5695220852891604 Epoch 11: val loss 0.6604464054107666 Epoch 12: train loss 0.5474594036738077 Epoch 12: val loss 0.6700254082679749 Epoch 13: train loss 0.5528205980857214 Epoch 13: val loss 0.6646236181259155 Epoch 14: train loss 0.5505104660987854 Epoch 14: val loss 0.6563487648963928 Epoch 15: train loss 0.5137652282913526 Epoch 15: val loss 0.6689695119857788 Epoch 16: train loss 0.5021969676017761 Epoch 16: val loss 0.6737309098243713 Epoch 17: train loss 0.5371735468506813 Epoch 17: val loss 0.6808105707168579 Epoch 18: train loss 0.5454179768760999 Epoch 18: val loss 0.6821680665016174 Epoch 19: train loss 0.5190895423293114 Epoch 19: val loss 0.6890313625335693 Epoch 20: train loss 0.5086828544735909 Epoch 20: val loss 0.6784008741378784 Epoch 21: train loss 0.5161518057187399 Epoch 21: val loss 0.6783367395401001 Epoch 22: train loss 0.5026714503765106 Epoch 22: val loss 0.6928982138633728 Epoch 23: train loss 0.5071384931604067 Epoch 23: val loss 0.7006016969680786 Epoch 24: train loss 0.48244476815064746 Epoch 24: val loss 0.7361971139907837
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6991993337869644 Epoch 0: val loss 0.6721988320350647 Epoch 1: train loss 0.6813653061787287 Epoch 1: val loss 0.6614822745323181 Epoch 2: train loss 0.6371864328781763 Epoch 2: val loss 0.6443720459938049 Epoch 3: train loss 0.6432604740063349 Epoch 3: val loss 0.6379898190498352 Epoch 4: train loss 0.6357767383257548 Epoch 4: val loss 0.629809558391571 Epoch 5: train loss 0.6272209684054056 Epoch 5: val loss 0.6251689791679382 Epoch 6: train loss 0.6046828776597977 Epoch 6: val loss 0.6152650117874146 Epoch 7: train loss 0.6328733017047247 Epoch 7: val loss 0.621787965297699 Epoch 8: train loss 0.5985609193642935 Epoch 8: val loss 0.6235265135765076 Epoch 9: train loss 0.6024797807137171 Epoch 9: val loss 0.6256639957427979 Epoch 10: train loss 0.5994396954774857 Epoch 10: val loss 0.6177878975868225 Epoch 11: train loss 0.5797127212087313 Epoch 11: val loss 0.6195056438446045 Epoch 12: train loss 0.5910177628199259 Epoch 12: val loss 0.6177369356155396 Epoch 13: train loss 0.583343431353569 Epoch 13: val loss 0.6274476647377014 Epoch 14: train loss 0.5552877287069956 Epoch 14: val loss 0.6252400279045105 Epoch 15: train loss 0.5698498040437698 Epoch 15: val loss 0.6329798698425293 Epoch 16: train loss 0.5644590680797895 Epoch 16: val loss 0.6297672986984253 Epoch 17: train loss 0.5657477950056394 Epoch 17: val loss 0.6233185529708862 Epoch 18: train loss 0.5550416509310404 Epoch 18: val loss 0.6261013746261597 Epoch 19: train loss 0.5338282883167267 Epoch 19: val loss 0.6307297348976135 Epoch 20: train loss 0.533549353480339 Epoch 20: val loss 0.643069326877594 Epoch 21: train loss 0.5306877419352531 Epoch 21: val loss 0.6492798328399658 Epoch 22: train loss 0.5459096555908521 Epoch 22: val loss 0.6481935381889343 Epoch 23: train loss 0.5313213740785917 Epoch 23: val loss 0.650742769241333 Epoch 24: train loss 0.5118505756060282 Epoch 24: val loss 0.6533980965614319
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021391503512859 Epoch 0: val loss 0.6784549951553345 Epoch 1: train loss 0.6685132421553135 Epoch 1: val loss 0.6438626646995544 Epoch 2: train loss 0.6375244967639446 Epoch 2: val loss 0.6160185933113098 Epoch 3: train loss 0.6265793740749359 Epoch 3: val loss 0.6060395836830139 Epoch 4: train loss 0.6225760765373707 Epoch 4: val loss 0.6017830967903137 Epoch 5: train loss 0.6211567744612694 Epoch 5: val loss 0.6032474040985107 Epoch 6: train loss 0.6029427777975798 Epoch 6: val loss 0.6116373538970947 Epoch 7: train loss 0.5852528102695942 Epoch 7: val loss 0.6137984395027161 Epoch 8: train loss 0.5920914560556412 Epoch 8: val loss 0.6135576367378235 Epoch 9: train loss 0.5835221707820892 Epoch 9: val loss 0.6136784553527832 Epoch 10: train loss 0.5788160488009453 Epoch 10: val loss 0.6129920482635498 Epoch 11: train loss 0.5719251092523336 Epoch 11: val loss 0.6153729557991028 Epoch 12: train loss 0.562560299411416 Epoch 12: val loss 0.621789276599884 Epoch 13: train loss 0.5596029460430145 Epoch 13: val loss 0.614125669002533 Epoch 14: train loss 0.5611704606562853 Epoch 14: val loss 0.6289291381835938 Epoch 15: train loss 0.537907438352704 Epoch 15: val loss 0.6283372044563293 Epoch 16: train loss 0.5580891445279121 Epoch 16: val loss 0.6214627027511597
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000900073484941 Epoch 0: val loss 0.6599038243293762 Epoch 1: train loss 0.6534674980423667 Epoch 1: val loss 0.6418046951293945 Epoch 2: train loss 0.6326921907338229 Epoch 2: val loss 0.6423006653785706 Epoch 3: train loss 0.6344168077815663 Epoch 3: val loss 0.6444659233093262 Epoch 4: train loss 0.609642668203874 Epoch 4: val loss 0.6468793749809265 Epoch 5: train loss 0.5997326590798118 Epoch 5: val loss 0.6467128396034241 Epoch 6: train loss 0.5963255329565569 Epoch 6: val loss 0.6530638337135315 Epoch 7: train loss 0.5807870138775219 Epoch 7: val loss 0.6532184481620789 Epoch 8: train loss 0.5754586485299197 Epoch 8: val loss 0.6635375618934631 Epoch 9: train loss 0.5671845511956648 Epoch 9: val loss 0.6681446433067322 Epoch 10: train loss 0.5482200329953973 Epoch 10: val loss 0.669447124004364 Epoch 11: train loss 0.5209862237626856 Epoch 11: val loss 0.664956271648407 Epoch 12: train loss 0.5161782774058256 Epoch 12: val loss 0.6794886589050293 Epoch 13: train loss 0.49890676411715423 Epoch 13: val loss 0.6807296276092529 Epoch 14: train loss 0.47062498872930353 Epoch 14: val loss 0.6897450089454651 Epoch 15: train loss 0.4928992851213975 Epoch 15: val loss 0.6969923973083496 Epoch 16: train loss 0.47231518951329315 Epoch 16: val loss 0.6965401768684387 Epoch 17: train loss 0.4546568908474662 Epoch 17: val loss 0.6980752944946289 Epoch 18: train loss 0.4665815234184265 Epoch 18: val loss 0.7278262376785278 Epoch 19: train loss 0.4624772749163888 Epoch 19: val loss 0.738821268081665 Epoch 20: train loss 0.4649543355811726 Epoch 20: val loss 0.728530764579773 Epoch 21: train loss 0.4527582742951133 Epoch 21: val loss 0.7382141351699829 Epoch 22: train loss 0.4318203086202795 Epoch 22: val loss 0.7373313307762146 Epoch 23: train loss 0.4402440759268674 Epoch 23: val loss 0.7434468269348145 Epoch 24: train loss 0.4381798749620264 Epoch 24: val loss 0.7553213238716125
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.695652804591439 Epoch 0: val loss 0.6787090301513672 Epoch 1: train loss 0.6591074141589078 Epoch 1: val loss 0.6619202494621277 Epoch 2: train loss 0.6515409729697488 Epoch 2: val loss 0.6673877239227295 Epoch 3: train loss 0.6334049701690674 Epoch 3: val loss 0.6747567653656006 Epoch 4: train loss 0.6318009875037454 Epoch 4: val loss 0.6787908673286438 Epoch 5: train loss 0.6177532131021674 Epoch 5: val loss 0.6676523089408875 Epoch 6: train loss 0.6171067627993497 Epoch 6: val loss 0.6739518046379089 Epoch 7: train loss 0.5889112786813215 Epoch 7: val loss 0.6765304207801819 Epoch 8: train loss 0.6007529334588484 Epoch 8: val loss 0.6872406601905823 Epoch 9: train loss 0.5755608461119912 Epoch 9: val loss 0.6850483417510986 Epoch 10: train loss 0.569344165650281 Epoch 10: val loss 0.6949830651283264 Epoch 11: train loss 0.5860440622676503 Epoch 11: val loss 0.6928471922874451 Epoch 12: train loss 0.5630151629447937 Epoch 12: val loss 0.6980459690093994 Epoch 13: train loss 0.5452389202334664 Epoch 13: val loss 0.6991305351257324 Epoch 14: train loss 0.5221865420991724 Epoch 14: val loss 0.7098724246025085 Epoch 15: train loss 0.5364692319523204 Epoch 15: val loss 0.7251806855201721 Epoch 16: train loss 0.4968351044438102 Epoch 16: val loss 0.7173060178756714 Epoch 17: train loss 0.48793486573479394 Epoch 17: val loss 0.7154088020324707 Epoch 18: train loss 0.48491743206977844 Epoch 18: val loss 0.7319784164428711 Epoch 19: train loss 0.494140776720914 Epoch 19: val loss 0.7447935342788696 Epoch 20: train loss 0.4677178290757266 Epoch 20: val loss 0.7302168011665344 Epoch 21: train loss 0.4710371358828111 Epoch 21: val loss 0.752800703048706 Epoch 22: train loss 0.47395641153508966 Epoch 22: val loss 0.7580382823944092 Epoch 23: train loss 0.47504744746468286 Epoch 23: val loss 0.7486051321029663 Epoch 24: train loss 0.46416519446806476 Epoch 24: val loss 0.7845638394355774
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6825009692798961 Epoch 0: val loss 0.6736404895782471 Epoch 1: train loss 0.6496205004778776 Epoch 1: val loss 0.6579271554946899 Epoch 2: train loss 0.6453709277239713 Epoch 2: val loss 0.6527037024497986 Epoch 3: train loss 0.6270005215298046 Epoch 3: val loss 0.6529900431632996 Epoch 4: train loss 0.6156319759108804 Epoch 4: val loss 0.6517554521560669 Epoch 5: train loss 0.6287012479522012 Epoch 5: val loss 0.6524596810340881 Epoch 6: train loss 0.6215555180202831 Epoch 6: val loss 0.6539798378944397 Epoch 7: train loss 0.6033234325322238 Epoch 7: val loss 0.657620906829834 Epoch 8: train loss 0.5990645885467529 Epoch 8: val loss 0.6555324792861938 Epoch 9: train loss 0.5823282626542178 Epoch 9: val loss 0.6417243480682373 Epoch 10: train loss 0.5785483528267253 Epoch 10: val loss 0.6432856321334839 Epoch 11: train loss 0.5641237226399508 Epoch 11: val loss 0.6539740562438965 Epoch 12: train loss 0.5791156833822076 Epoch 12: val loss 0.6477392911911011 Epoch 13: train loss 0.5531281097368761 Epoch 13: val loss 0.636846125125885 Epoch 14: train loss 0.5539448911493475 Epoch 14: val loss 0.6433969736099243 Epoch 15: train loss 0.5477003265510906 Epoch 15: val loss 0.6291972994804382 Epoch 16: train loss 0.5201695127920671 Epoch 16: val loss 0.6295762062072754 Epoch 17: train loss 0.5140170075676658 Epoch 17: val loss 0.6272777318954468 Epoch 18: train loss 0.5040165944532915 Epoch 18: val loss 0.6189558506011963 Epoch 19: train loss 0.5030634890903126 Epoch 19: val loss 0.6278613209724426 Epoch 20: train loss 0.5111583010716871 Epoch 20: val loss 0.6147717237472534 Epoch 21: train loss 0.47816200960766186 Epoch 21: val loss 0.6224150061607361 Epoch 22: train loss 0.48536727916110645 Epoch 22: val loss 0.6210000514984131 Epoch 23: train loss 0.44702873717654834 Epoch 23: val loss 0.6280179023742676 Epoch 24: train loss 0.4599615443836559 Epoch 24: val loss 0.6199284195899963
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6836988275701349 Epoch 0: val loss 0.681541383266449 Epoch 1: train loss 0.6330057057467374 Epoch 1: val loss 0.6779496073722839 Epoch 2: train loss 0.6303520636125044 Epoch 2: val loss 0.6778927445411682 Epoch 3: train loss 0.6226546439257535 Epoch 3: val loss 0.6828572154045105 Epoch 4: train loss 0.5945486643097617 Epoch 4: val loss 0.685428261756897 Epoch 5: train loss 0.6002943190661344 Epoch 5: val loss 0.6866215467453003 Epoch 6: train loss 0.5686693706295707 Epoch 6: val loss 0.6758045554161072 Epoch 7: train loss 0.5674893232909116 Epoch 7: val loss 0.6750661134719849 Epoch 8: train loss 0.554888592524962 Epoch 8: val loss 0.6915832161903381 Epoch 9: train loss 0.5569170144471255 Epoch 9: val loss 0.6812031865119934 Epoch 10: train loss 0.5468350567600944 Epoch 10: val loss 0.6794511675834656 Epoch 11: train loss 0.5275457040830092 Epoch 11: val loss 0.6806514859199524 Epoch 12: train loss 0.5509471974589608 Epoch 12: val loss 0.6778745651245117 Epoch 13: train loss 0.5092367286031897 Epoch 13: val loss 0.6814645528793335 Epoch 14: train loss 0.5277945263819261 Epoch 14: val loss 0.6933754682540894 Epoch 15: train loss 0.5172768966718153 Epoch 15: val loss 0.6734185814857483 Epoch 16: train loss 0.5299529785459692 Epoch 16: val loss 0.6754277944564819 Epoch 17: train loss 0.4937489059838382 Epoch 17: val loss 0.6907961964607239 Epoch 18: train loss 0.5101569592952728 Epoch 18: val loss 0.7079666256904602 Epoch 19: train loss 0.49363679506561975 Epoch 19: val loss 0.6934666037559509 Epoch 20: train loss 0.48803924972360785 Epoch 20: val loss 0.7026469111442566 Epoch 21: train loss 0.4783807261423631 Epoch 21: val loss 0.7033554911613464 Epoch 22: train loss 0.4625105072151531 Epoch 22: val loss 0.7068355083465576 Epoch 23: train loss 0.4407182877713984 Epoch 23: val loss 0.7163069844245911 Epoch 24: train loss 0.4684496251019565 Epoch 24: val loss 0.7069635391235352
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6873950719833374 Epoch 0: val loss 0.7030558586120605 Epoch 1: train loss 0.6753983934720357 Epoch 1: val loss 0.6877832412719727 Epoch 2: train loss 0.6454763889312745 Epoch 2: val loss 0.6820080876350403 Epoch 3: train loss 0.6461387316385905 Epoch 3: val loss 0.6938630938529968 Epoch 4: train loss 0.6413244406382242 Epoch 4: val loss 0.6821802258491516 Epoch 5: train loss 0.6159177819887797 Epoch 5: val loss 0.6798866391181946 Epoch 6: train loss 0.627507996559143 Epoch 6: val loss 0.6710301637649536 Epoch 7: train loss 0.6034508605798086 Epoch 7: val loss 0.6677120923995972 Epoch 8: train loss 0.6242261052131652 Epoch 8: val loss 0.6693066954612732 Epoch 9: train loss 0.6095460891723633 Epoch 9: val loss 0.659548819065094 Epoch 10: train loss 0.6077835738658905 Epoch 10: val loss 0.6447662115097046 Epoch 11: train loss 0.6064150770505269 Epoch 11: val loss 0.6553307771682739 Epoch 12: train loss 0.5759194751580556 Epoch 12: val loss 0.6582677364349365 Epoch 13: train loss 0.5667267580827077 Epoch 13: val loss 0.6616500020027161 Epoch 14: train loss 0.5807675162951151 Epoch 14: val loss 0.6532585620880127 Epoch 15: train loss 0.5574686686197917 Epoch 15: val loss 0.6494611501693726 Epoch 16: train loss 0.5249453067779541 Epoch 16: val loss 0.6546552777290344
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7037648879564725 Epoch 0: val loss 0.66982501745224 Epoch 1: train loss 0.6597075416491582 Epoch 1: val loss 0.6530951261520386 Epoch 2: train loss 0.65587245959502 Epoch 2: val loss 0.6384578943252563 Epoch 3: train loss 0.643042151744549 Epoch 3: val loss 0.6355798244476318 Epoch 4: train loss 0.6248488838856037 Epoch 4: val loss 0.6309079527854919 Epoch 5: train loss 0.6119527449974647 Epoch 5: val loss 0.6253475546836853 Epoch 6: train loss 0.6231346543018634 Epoch 6: val loss 0.6271145939826965 Epoch 7: train loss 0.6231850890012888 Epoch 7: val loss 0.613995373249054 Epoch 8: train loss 0.6149045779154851 Epoch 8: val loss 0.6108689904212952 Epoch 9: train loss 0.5866454335359427 Epoch 9: val loss 0.5953772068023682 Epoch 10: train loss 0.5714344496910388 Epoch 10: val loss 0.6111391186714172 Epoch 11: train loss 0.5674692690372467 Epoch 11: val loss 0.5947712063789368 Epoch 12: train loss 0.5580340463381547 Epoch 12: val loss 0.5992674827575684 Epoch 13: train loss 0.5786814987659454 Epoch 13: val loss 0.6040840148925781 Epoch 14: train loss 0.5783353104041173 Epoch 14: val loss 0.6069974899291992 Epoch 15: train loss 0.5569318189070775 Epoch 15: val loss 0.6162022352218628 Epoch 16: train loss 0.523908440883343 Epoch 16: val loss 0.5985307693481445 Epoch 17: train loss 0.5462186657465421 Epoch 17: val loss 0.5940885543823242 Epoch 18: train loss 0.5292522104886862 Epoch 18: val loss 0.5854571461677551 Epoch 19: train loss 0.5010907237346356 Epoch 19: val loss 0.5896426439285278 Epoch 20: train loss 0.49121126991051894 Epoch 20: val loss 0.5964812636375427 Epoch 21: train loss 0.492211245573484 Epoch 21: val loss 0.6035138368606567 Epoch 22: train loss 0.4890400996574989 Epoch 22: val loss 0.6009079217910767 Epoch 23: train loss 0.5199627371934744 Epoch 23: val loss 0.5854339003562927 Epoch 24: train loss 0.4662209519973168 Epoch 24: val loss 0.5824223160743713
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6956001336757953 Epoch 0: val loss 0.6854979991912842 Epoch 1: train loss 0.6714935256884649 Epoch 1: val loss 0.6743558645248413 Epoch 2: train loss 0.6488753648904654 Epoch 2: val loss 0.6658622622489929 Epoch 3: train loss 0.6296344766250024 Epoch 3: val loss 0.6582551598548889 Epoch 4: train loss 0.62446895470986 Epoch 4: val loss 0.6508371829986572 Epoch 5: train loss 0.6018999402339642 Epoch 5: val loss 0.6477370858192444 Epoch 6: train loss 0.5926607090693253 Epoch 6: val loss 0.6454525589942932 Epoch 7: train loss 0.5756152318074153 Epoch 7: val loss 0.6439111232757568 Epoch 8: train loss 0.5790916566665356 Epoch 8: val loss 0.6443377733230591 Epoch 9: train loss 0.5795914209806002 Epoch 9: val loss 0.6387554407119751 Epoch 10: train loss 0.5786471641980685 Epoch 10: val loss 0.6405594944953918 Epoch 11: train loss 0.5614200417812054 Epoch 11: val loss 0.6355476379394531 Epoch 12: train loss 0.5559311898855063 Epoch 12: val loss 0.6353570818901062 Epoch 13: train loss 0.5552876568757571 Epoch 13: val loss 0.63166743516922 Epoch 14: train loss 0.5357915163040161 Epoch 14: val loss 0.6376228332519531 Epoch 15: train loss 0.5347950664850382 Epoch 15: val loss 0.6437755227088928 Epoch 16: train loss 0.5426765290590433 Epoch 16: val loss 0.6496211290359497 Epoch 17: train loss 0.51836008979724 Epoch 17: val loss 0.6449987888336182 Epoch 18: train loss 0.5126651502572573 Epoch 18: val loss 0.6434440612792969 Epoch 19: train loss 0.498381087413201 Epoch 19: val loss 0.6453063488006592 Epoch 20: train loss 0.4956016265428983 Epoch 20: val loss 0.6447451114654541 Epoch 21: train loss 0.5054274499416351 Epoch 21: val loss 0.6526476740837097 Epoch 22: train loss 0.49467355700639576 Epoch 22: val loss 0.6490615606307983 Epoch 23: train loss 0.4777614955718701 Epoch 23: val loss 0.645967423915863 Epoch 24: train loss 0.47499898763803333 Epoch 24: val loss 0.6560757756233215
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6898543559587919 Epoch 0: val loss 0.683478832244873 Epoch 1: train loss 0.6605648444249079 Epoch 1: val loss 0.6667909026145935 Epoch 2: train loss 0.6288767502858088 Epoch 2: val loss 0.6632333397865295 Epoch 3: train loss 0.6274923086166382 Epoch 3: val loss 0.6600859761238098 Epoch 4: train loss 0.6216585361040555 Epoch 4: val loss 0.6607493162155151 Epoch 5: train loss 0.601885185791896 Epoch 5: val loss 0.6554723978042603 Epoch 6: train loss 0.5994755625724792 Epoch 6: val loss 0.6556493639945984 Epoch 7: train loss 0.5796395448537973 Epoch 7: val loss 0.6600539088249207 Epoch 8: train loss 0.5866806323711689 Epoch 8: val loss 0.6677145957946777 Epoch 9: train loss 0.5642057771866138 Epoch 9: val loss 0.6655868291854858 Epoch 10: train loss 0.5619897154661325 Epoch 10: val loss 0.667141318321228 Epoch 11: train loss 0.5540987642911764 Epoch 11: val loss 0.6721697449684143 Epoch 12: train loss 0.5490359595188727 Epoch 12: val loss 0.6707971692085266 Epoch 13: train loss 0.5253253900087796 Epoch 13: val loss 0.6721678972244263 Epoch 14: train loss 0.5234141372717344 Epoch 14: val loss 0.680759847164154 Epoch 15: train loss 0.5238700073498946 Epoch 15: val loss 0.6805790662765503 Epoch 16: train loss 0.5277115863103133 Epoch 16: val loss 0.6869508028030396 Epoch 17: train loss 0.504520276418099 Epoch 17: val loss 0.6882162094116211 Epoch 18: train loss 0.48575347891220677 Epoch 18: val loss 0.6868878602981567 Epoch 19: train loss 0.48385664362173814 Epoch 19: val loss 0.6930447220802307 Epoch 20: train loss 0.45528208292447603 Epoch 20: val loss 0.6925821900367737 Epoch 21: train loss 0.4767702794992007 Epoch 21: val loss 0.6946969628334045 Epoch 22: train loss 0.4485631974843832 Epoch 22: val loss 0.700503945350647 Epoch 23: train loss 0.44901203421445995 Epoch 23: val loss 0.7083956599235535 Epoch 24: train loss 0.45131616638256955 Epoch 24: val loss 0.700238823890686
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947077100093548 Epoch 0: val loss 0.6855109930038452 Epoch 1: train loss 0.6563604565767142 Epoch 1: val loss 0.6863247752189636 Epoch 2: train loss 0.6489694897945111 Epoch 2: val loss 0.6825464367866516 Epoch 3: train loss 0.6320977210998535 Epoch 3: val loss 0.689186692237854 Epoch 4: train loss 0.6253715432607211 Epoch 4: val loss 0.6935182809829712 Epoch 5: train loss 0.6092106058047368 Epoch 5: val loss 0.6875178813934326 Epoch 6: train loss 0.6104282369980445 Epoch 6: val loss 0.6918535828590393 Epoch 7: train loss 0.5825336483808664 Epoch 7: val loss 0.6868236660957336 Epoch 8: train loss 0.588475960951585 Epoch 8: val loss 0.694624662399292 Epoch 9: train loss 0.5770831887538617 Epoch 9: val loss 0.6927927732467651 Epoch 10: train loss 0.5738395177401029 Epoch 10: val loss 0.6819549798965454 Epoch 11: train loss 0.5510225914991819 Epoch 11: val loss 0.691581666469574 Epoch 12: train loss 0.5588757372819461 Epoch 12: val loss 0.7087657451629639 Epoch 13: train loss 0.5377734899520874 Epoch 13: val loss 0.6963124871253967 Epoch 14: train loss 0.5490180574930631 Epoch 14: val loss 0.6848148107528687 Epoch 15: train loss 0.5413814966495221 Epoch 15: val loss 0.6838879585266113 Epoch 16: train loss 0.5206757646340591 Epoch 16: val loss 0.7004812359809875 Epoch 17: train loss 0.5161560613375443 Epoch 17: val loss 0.6985182762145996 Epoch 18: train loss 0.5199195536283346 Epoch 18: val loss 0.7056119441986084 Epoch 19: train loss 0.5196991058496329 Epoch 19: val loss 0.6985183954238892 Epoch 20: train loss 0.5280539966546572 Epoch 20: val loss 0.7005681991577148 Epoch 21: train loss 0.5265356348111079 Epoch 21: val loss 0.692407488822937 Epoch 22: train loss 0.4982310441824106 Epoch 22: val loss 0.695540726184845 Epoch 23: train loss 0.4780354843689845 Epoch 23: val loss 0.7025051116943359 Epoch 24: train loss 0.48488591267512393 Epoch 24: val loss 0.7093253135681152
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6963861444417168 Epoch 0: val loss 0.6926302909851074 Epoch 1: train loss 0.6577500525642844 Epoch 1: val loss 0.6950244307518005 Epoch 2: train loss 0.6408158260233262 Epoch 2: val loss 0.6749463081359863 Epoch 3: train loss 0.6277371855343089 Epoch 3: val loss 0.6667208075523376 Epoch 4: train loss 0.6118014191879946 Epoch 4: val loss 0.6787934899330139 Epoch 5: train loss 0.6174659799127018 Epoch 5: val loss 0.6643781065940857 Epoch 6: train loss 0.5954917318680707 Epoch 6: val loss 0.6811819672584534 Epoch 7: train loss 0.5862576961517334 Epoch 7: val loss 0.67975252866745 Epoch 8: train loss 0.5750157429891474 Epoch 8: val loss 0.6965439319610596 Epoch 9: train loss 0.5699580311775208 Epoch 9: val loss 0.6776257157325745 Epoch 10: train loss 0.567273827160106 Epoch 10: val loss 0.6837403178215027 Epoch 11: train loss 0.5538120953475728 Epoch 11: val loss 0.6726718544960022 Epoch 12: train loss 0.5523810404188493 Epoch 12: val loss 0.691673755645752 Epoch 13: train loss 0.5471434856162352 Epoch 13: val loss 0.6719269752502441 Epoch 14: train loss 0.5357728530378902 Epoch 14: val loss 0.6911200284957886 Epoch 15: train loss 0.5338244631009943 Epoch 15: val loss 0.6670042872428894 Epoch 16: train loss 0.527915449703441 Epoch 16: val loss 0.6738612651824951 Epoch 17: train loss 0.521226341233534 Epoch 17: val loss 0.6859836578369141 Epoch 18: train loss 0.5292523871449863 Epoch 18: val loss 0.6665399074554443
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875061939160029 Epoch 0: val loss 0.6987945437431335 Epoch 1: train loss 0.6652332097291946 Epoch 1: val loss 0.7107782959938049 Epoch 2: train loss 0.6513167321681976 Epoch 2: val loss 0.7197784185409546 Epoch 3: train loss 0.644723430275917 Epoch 3: val loss 0.722350001335144 Epoch 4: train loss 0.6220858643452326 Epoch 4: val loss 0.7224686145782471 Epoch 5: train loss 0.6320749223232269 Epoch 5: val loss 0.7228162884712219 Epoch 6: train loss 0.605687881509463 Epoch 6: val loss 0.72550368309021 Epoch 7: train loss 0.6003782898187637 Epoch 7: val loss 0.7364159226417542 Epoch 8: train loss 0.5995211650927862 Epoch 8: val loss 0.74474036693573 Epoch 9: train loss 0.5852794473369917 Epoch 9: val loss 0.7449983954429626 Epoch 10: train loss 0.5908576796452204 Epoch 10: val loss 0.7405287027359009 Epoch 11: train loss 0.5720143417517344 Epoch 11: val loss 0.7491703629493713 Epoch 12: train loss 0.592495508491993 Epoch 12: val loss 0.7485330700874329 Epoch 13: train loss 0.5585375304023424 Epoch 13: val loss 0.7604922652244568 Epoch 14: train loss 0.5448606386780739 Epoch 14: val loss 0.774418294429779 Epoch 15: train loss 0.5681900804241499 Epoch 15: val loss 0.7727176547050476 Epoch 16: train loss 0.5357771664857864 Epoch 16: val loss 0.7860868573188782 Epoch 17: train loss 0.5267459005117416 Epoch 17: val loss 0.7804765701293945 Epoch 18: train loss 0.5535630757610003 Epoch 18: val loss 0.8025411367416382 Epoch 19: train loss 0.512107585867246 Epoch 19: val loss 0.8039310574531555 Epoch 20: train loss 0.5274244869748751 Epoch 20: val loss 0.807233989238739 Epoch 21: train loss 0.5153330167134603 Epoch 21: val loss 0.824858546257019 Epoch 22: train loss 0.5065588926275572 Epoch 22: val loss 0.8211802840232849 Epoch 23: train loss 0.5024818355838457 Epoch 23: val loss 0.839134156703949 Epoch 24: train loss 0.5125365902980169 Epoch 24: val loss 0.8510727882385254
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7111503630876541 Epoch 0: val loss 0.6784145832061768 Epoch 1: train loss 0.6854816774527231 Epoch 1: val loss 0.677750289440155 Epoch 2: train loss 0.6726518074671427 Epoch 2: val loss 0.6749751567840576 Epoch 3: train loss 0.6722803811232249 Epoch 3: val loss 0.6757269501686096 Epoch 4: train loss 0.6626361856857935 Epoch 4: val loss 0.6762312650680542 Epoch 5: train loss 0.6638563275337219 Epoch 5: val loss 0.6713931560516357 Epoch 6: train loss 0.6570264746745428 Epoch 6: val loss 0.6679120063781738 Epoch 7: train loss 0.6444409936666489 Epoch 7: val loss 0.6707451343536377 Epoch 8: train loss 0.6390630602836609 Epoch 8: val loss 0.6684557199478149 Epoch 9: train loss 0.6263323575258255 Epoch 9: val loss 0.6713586449623108 Epoch 10: train loss 0.6270970553159714 Epoch 10: val loss 0.6748713850975037 Epoch 11: train loss 0.6170655637979507 Epoch 11: val loss 0.6790884733200073 Epoch 12: train loss 0.6109510958194733 Epoch 12: val loss 0.6826168298721313 Epoch 13: train loss 0.6107394794623057 Epoch 13: val loss 0.6878355741500854 Epoch 14: train loss 0.5960130194822947 Epoch 14: val loss 0.6814536452293396 Epoch 15: train loss 0.5759749114513397 Epoch 15: val loss 0.6879364252090454 Epoch 16: train loss 0.5840442379315695 Epoch 16: val loss 0.6923002600669861 Epoch 17: train loss 0.5520971094568571 Epoch 17: val loss 0.7018303275108337 Epoch 18: train loss 0.5582263295849165 Epoch 18: val loss 0.7001532912254333 Epoch 19: train loss 0.565594382584095 Epoch 19: val loss 0.7035825252532959 Epoch 20: train loss 0.5452335526545843 Epoch 20: val loss 0.7224807739257812 Epoch 21: train loss 0.5418252746264139 Epoch 21: val loss 0.722497820854187 Epoch 22: train loss 0.5479140927394232 Epoch 22: val loss 0.7293139100074768 Epoch 23: train loss 0.5539352769653002 Epoch 23: val loss 0.7267221212387085 Epoch 24: train loss 0.5365357100963593 Epoch 24: val loss 0.7330518960952759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7121366957823435 Epoch 0: val loss 0.6807906031608582 Epoch 1: train loss 0.6893162826697031 Epoch 1: val loss 0.6742678284645081 Epoch 2: train loss 0.6704016625881195 Epoch 2: val loss 0.6714172959327698 Epoch 3: train loss 0.6734053244193395 Epoch 3: val loss 0.669343888759613 Epoch 4: train loss 0.6540482491254807 Epoch 4: val loss 0.6661421656608582 Epoch 5: train loss 0.6541947275400162 Epoch 5: val loss 0.6653830409049988 Epoch 6: train loss 0.6421342740456263 Epoch 6: val loss 0.6616791486740112 Epoch 7: train loss 0.6349342515071233 Epoch 7: val loss 0.6617075204849243 Epoch 8: train loss 0.6474225074052811 Epoch 8: val loss 0.6629679799079895 Epoch 9: train loss 0.6172936459382375 Epoch 9: val loss 0.6633561849594116 Epoch 10: train loss 0.6270272632439932 Epoch 10: val loss 0.6598825454711914 Epoch 11: train loss 0.6091969162225723 Epoch 11: val loss 0.6661016345024109 Epoch 12: train loss 0.5877629866202673 Epoch 12: val loss 0.6710350513458252 Epoch 13: train loss 0.5923963586489359 Epoch 13: val loss 0.6700367331504822 Epoch 14: train loss 0.5996930400530497 Epoch 14: val loss 0.6689348220825195 Epoch 15: train loss 0.5953789005676905 Epoch 15: val loss 0.6667038202285767 Epoch 16: train loss 0.5789825767278671 Epoch 16: val loss 0.6729305386543274 Epoch 17: train loss 0.5766633103291193 Epoch 17: val loss 0.6613585948944092 Epoch 18: train loss 0.5890247871478399 Epoch 18: val loss 0.6731542348861694 Epoch 19: train loss 0.5767105693618456 Epoch 19: val loss 0.6830297112464905 Epoch 20: train loss 0.5444936181108156 Epoch 20: val loss 0.6690021753311157 Epoch 21: train loss 0.5515131155649821 Epoch 21: val loss 0.6731217503547668 Epoch 22: train loss 0.5659640580415726 Epoch 22: val loss 0.6906049847602844 Epoch 23: train loss 0.5288731629649798 Epoch 23: val loss 0.6777231693267822 Epoch 24: train loss 0.5446739544471105 Epoch 24: val loss 0.6660692691802979
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7017124394575754 Epoch 0: val loss 0.7009238004684448 Epoch 1: train loss 0.6816896696885427 Epoch 1: val loss 0.6965047717094421 Epoch 2: train loss 0.6705645769834518 Epoch 2: val loss 0.6945522427558899 Epoch 3: train loss 0.669122984011968 Epoch 3: val loss 0.6940956711769104 Epoch 4: train loss 0.6594537943601608 Epoch 4: val loss 0.6947407126426697 Epoch 5: train loss 0.6292575349410375 Epoch 5: val loss 0.6960340142250061 Epoch 6: train loss 0.6332818071047465 Epoch 6: val loss 0.6963599920272827 Epoch 7: train loss 0.625303253531456 Epoch 7: val loss 0.6982570886611938 Epoch 8: train loss 0.6153069684902827 Epoch 8: val loss 0.6967748999595642 Epoch 9: train loss 0.6213373988866806 Epoch 9: val loss 0.706024169921875 Epoch 10: train loss 0.6144089798132578 Epoch 10: val loss 0.7107663750648499 Epoch 11: train loss 0.6044166584809622 Epoch 11: val loss 0.7127059698104858 Epoch 12: train loss 0.599846730629603 Epoch 12: val loss 0.7245208024978638 Epoch 13: train loss 0.585323249300321 Epoch 13: val loss 0.7261647582054138 Epoch 14: train loss 0.5937442729870478 Epoch 14: val loss 0.7310859560966492 Epoch 15: train loss 0.5755298038323721 Epoch 15: val loss 0.7328817248344421 Epoch 16: train loss 0.5731978962818781 Epoch 16: val loss 0.7295926809310913 Epoch 17: train loss 0.5662391955653826 Epoch 17: val loss 0.7376969456672668 Epoch 18: train loss 0.5627987931172053 Epoch 18: val loss 0.743341326713562 Epoch 19: train loss 0.5594415490825971 Epoch 19: val loss 0.740985631942749 Epoch 20: train loss 0.5647247831026713 Epoch 20: val loss 0.7664439678192139 Epoch 21: train loss 0.5682949696977934 Epoch 21: val loss 0.7524873614311218 Epoch 22: train loss 0.5287483483552933 Epoch 22: val loss 0.769131600856781 Epoch 23: train loss 0.5301569551229477 Epoch 23: val loss 0.7732858657836914 Epoch 24: train loss 0.556484525402387 Epoch 24: val loss 0.7670700550079346
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951672919094563 Epoch 0: val loss 0.671036958694458 Epoch 1: train loss 0.6678526140749454 Epoch 1: val loss 0.6652962565422058 Epoch 2: train loss 0.6659294739365578 Epoch 2: val loss 0.664630651473999 Epoch 3: train loss 0.6584227979183197 Epoch 3: val loss 0.6694880723953247 Epoch 4: train loss 0.6547074764966965 Epoch 4: val loss 0.6787245273590088 Epoch 5: train loss 0.6385034769773483 Epoch 5: val loss 0.6702093482017517 Epoch 6: train loss 0.6409258730709553 Epoch 6: val loss 0.6712756156921387 Epoch 7: train loss 0.6357513405382633 Epoch 7: val loss 0.6670585870742798 Epoch 8: train loss 0.6269753985106945 Epoch 8: val loss 0.6707016825675964 Epoch 9: train loss 0.6273372061550617 Epoch 9: val loss 0.6670748591423035 Epoch 10: train loss 0.6276160813868046 Epoch 10: val loss 0.6795720458030701 Epoch 11: train loss 0.6192455291748047 Epoch 11: val loss 0.6686170697212219 Epoch 12: train loss 0.6108108852058649 Epoch 12: val loss 0.6746302843093872 Epoch 13: train loss 0.5950129702687263 Epoch 13: val loss 0.6873871088027954 Epoch 14: train loss 0.5977230258285999 Epoch 14: val loss 0.6939452290534973 Epoch 15: train loss 0.5781679209321737 Epoch 15: val loss 0.6839797496795654 Epoch 16: train loss 0.5788207016885281 Epoch 16: val loss 0.6883525848388672
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
25 Epoch 0: train loss 0.6948283059256417 Epoch 0: val loss 0.6459175944328308 Epoch 1: train loss 0.6213888696261815 Epoch 1: val loss 0.608096718788147 Epoch 2: train loss 0.5631662096296038 Epoch 2: val loss 0.5837911367416382 Epoch 3: train loss 0.6174435317516327 Epoch 3: val loss 0.5718751549720764 Epoch 4: train loss 0.5611752229077476 Epoch 4: val loss 0.56882244348526 Epoch 5: train loss 0.535478583403996 Epoch 5: val loss 0.5651796460151672 Epoch 6: train loss 0.5013578087091446 Epoch 6: val loss 0.5747207999229431 Epoch 7: train loss 0.6182070417063577 Epoch 7: val loss 0.5974532961845398 Epoch 8: train loss 0.5481128990650177 Epoch 8: val loss 0.606787919998169 Epoch 9: train loss 0.49526828101703096 Epoch 9: val loss 0.5930856466293335 Epoch 10: train loss 0.4979052415915898 Epoch 10: val loss 0.5880356431007385 Epoch 11: train loss 0.4972416375364576 Epoch 11: val loss 0.5995883345603943 Epoch 12: train loss 0.46670987776347567 Epoch 12: val loss 0.6251932382583618 Epoch 13: train loss 0.4636660175664084 Epoch 13: val loss 0.6331243515014648 Epoch 14: train loss 0.485159878219877 Epoch 14: val loss 0.617340087890625 Epoch 15: train loss 0.5112314735140119 Epoch 15: val loss 0.6253494620323181 Epoch 16: train loss 0.47300784076963154 Epoch 16: val loss 0.6408072113990784 Epoch 17: train loss 0.4184367869581495 Epoch 17: val loss 0.6429818272590637 Epoch 18: train loss 0.4249550529888698 Epoch 18: val loss 0.6447402238845825 Epoch 19: train loss 0.4357184725148337 Epoch 19: val loss 0.6643473505973816 Epoch 20: train loss 0.4130134752818516 Epoch 20: val loss 0.6795735955238342 Epoch 21: train loss 0.402161534343447 Epoch 21: val loss 0.6833723783493042 Epoch 22: train loss 0.39732084955487934 Epoch 22: val loss 0.690186083316803 Epoch 23: train loss 0.43968209624290466 Epoch 23: val loss 0.677984356880188 Epoch 24: train loss 0.42406478098460604 Epoch 24: val loss 0.6853840351104736
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6972857117652893 Epoch 0: val loss 0.6134634613990784 Epoch 1: train loss 0.5946842687470573 Epoch 1: val loss 0.5669780373573303 Epoch 2: train loss 0.6256820133754185 Epoch 2: val loss 0.5454574823379517 Epoch 3: train loss 0.5430069650922503 Epoch 3: val loss 0.5471888184547424 Epoch 4: train loss 0.5737565415246146 Epoch 4: val loss 0.5569704174995422 Epoch 5: train loss 0.5549775191715786 Epoch 5: val loss 0.5583091378211975 Epoch 6: train loss 0.535037100315094 Epoch 6: val loss 0.579089343547821 Epoch 7: train loss 0.5789705855505807 Epoch 7: val loss 0.5804440975189209 Epoch 8: train loss 0.497799277305603 Epoch 8: val loss 0.5711920857429504 Epoch 9: train loss 0.5413282002721514 Epoch 9: val loss 0.5684021711349487 Epoch 10: train loss 0.5417470335960388 Epoch 10: val loss 0.575702428817749 Epoch 11: train loss 0.5135567656585148 Epoch 11: val loss 0.5796183943748474 Epoch 12: train loss 0.4900735446384975 Epoch 12: val loss 0.5949954390525818 Epoch 13: train loss 0.51581038747515 Epoch 13: val loss 0.606785774230957 Epoch 14: train loss 0.49141193287713186 Epoch 14: val loss 0.6152426600456238 Epoch 15: train loss 0.49092696394239155 Epoch 15: val loss 0.6070123910903931 Epoch 16: train loss 0.4927382043429783 Epoch 16: val loss 0.599725067615509 Epoch 17: train loss 0.47103757304804666 Epoch 17: val loss 0.5918900370597839 Epoch 18: train loss 0.44473672977515627 Epoch 18: val loss 0.5827668309211731 Epoch 19: train loss 0.4525585046836308 Epoch 19: val loss 0.5906160473823547 Epoch 20: train loss 0.4298199415206909 Epoch 20: val loss 0.6066573858261108 Epoch 21: train loss 0.4535008158002581 Epoch 21: val loss 0.597726047039032 Epoch 22: train loss 0.43381528343473164 Epoch 22: val loss 0.6064241528511047 Epoch 23: train loss 0.41386195591517855 Epoch 23: val loss 0.6163386106491089 Epoch 24: train loss 0.46577802300453186 Epoch 24: val loss 0.6172292232513428
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6511923585619245 Epoch 0: val loss 0.6456436514854431 Epoch 1: train loss 0.5533641832215446 Epoch 1: val loss 0.647615909576416 Epoch 2: train loss 0.5404919385910034 Epoch 2: val loss 0.6616620421409607 Epoch 3: train loss 0.5128861729587827 Epoch 3: val loss 0.6456515789031982 Epoch 4: train loss 0.549500835793359 Epoch 4: val loss 0.6072148680686951 Epoch 5: train loss 0.5099566664014544 Epoch 5: val loss 0.5799864530563354 Epoch 6: train loss 0.5694010257720947 Epoch 6: val loss 0.5973334908485413 Epoch 7: train loss 0.4958394893578121 Epoch 7: val loss 0.6067413687705994 Epoch 8: train loss 0.47298926540783476 Epoch 8: val loss 0.6166688203811646 Epoch 9: train loss 0.4841665029525757 Epoch 9: val loss 0.6008105278015137 Epoch 10: train loss 0.4614447397845132 Epoch 10: val loss 0.6104380488395691 Epoch 11: train loss 0.46407948647226605 Epoch 11: val loss 0.6045433878898621 Epoch 12: train loss 0.5450903262410846 Epoch 12: val loss 0.6363070011138916 Epoch 13: train loss 0.47251182794570923 Epoch 13: val loss 0.6505367755889893 Epoch 14: train loss 0.49339803627559115 Epoch 14: val loss 0.6215841770172119 Epoch 15: train loss 0.4598604823861803 Epoch 15: val loss 0.6187851428985596 Epoch 16: train loss 0.4644400605133602 Epoch 16: val loss 0.615496039390564 Epoch 17: train loss 0.4673806301185063 Epoch 17: val loss 0.6408482193946838 Epoch 18: train loss 0.47926376121384756 Epoch 18: val loss 0.6521671414375305 Epoch 19: train loss 0.42575579030173166 Epoch 19: val loss 0.6248949766159058 Epoch 20: train loss 0.41613155603408813 Epoch 20: val loss 0.6105709671974182 Epoch 21: train loss 0.5094272664615086 Epoch 21: val loss 0.6006908416748047 Epoch 22: train loss 0.41289685666561127 Epoch 22: val loss 0.5958743691444397 Epoch 23: train loss 0.4790105436529432 Epoch 23: val loss 0.6389490365982056 Epoch 24: train loss 0.42124548128673006 Epoch 24: val loss 0.6929602026939392
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.690039472920554 Epoch 0: val loss 0.6398167014122009 Epoch 1: train loss 0.6239140161446163 Epoch 1: val loss 0.6222874522209167 Epoch 2: train loss 0.5477902506078992 Epoch 2: val loss 0.6071488857269287 Epoch 3: train loss 0.5371568117822919 Epoch 3: val loss 0.5939151048660278 Epoch 4: train loss 0.5442950597831181 Epoch 4: val loss 0.5928232073783875 Epoch 5: train loss 0.5065079203673771 Epoch 5: val loss 0.6009719967842102 Epoch 6: train loss 0.5388289860316685 Epoch 6: val loss 0.6068054437637329 Epoch 7: train loss 0.5147613797869001 Epoch 7: val loss 0.6155792474746704 Epoch 8: train loss 0.48758313059806824 Epoch 8: val loss 0.6144646406173706 Epoch 9: train loss 0.4985111653804779 Epoch 9: val loss 0.6160176396369934 Epoch 10: train loss 0.49993824107306345 Epoch 10: val loss 0.6126371622085571 Epoch 11: train loss 0.4360253598008837 Epoch 11: val loss 0.6213015913963318 Epoch 12: train loss 0.4734139995915549 Epoch 12: val loss 0.6217431426048279 Epoch 13: train loss 0.46342533826828003 Epoch 13: val loss 0.6123486161231995 Epoch 14: train loss 0.47487129483904156 Epoch 14: val loss 0.6079954504966736 Epoch 15: train loss 0.5030458612101418 Epoch 15: val loss 0.615024745464325 Epoch 16: train loss 0.4731871656009129 Epoch 16: val loss 0.6245384812355042 Epoch 17: train loss 0.5181278756686619 Epoch 17: val loss 0.633294403553009 Epoch 18: train loss 0.4541129342147282 Epoch 18: val loss 0.6305904388427734 Epoch 19: train loss 0.45135506987571716 Epoch 19: val loss 0.6248950362205505 Epoch 20: train loss 0.4429342917033604 Epoch 20: val loss 0.6214262843132019 Epoch 21: train loss 0.45409377983638216 Epoch 21: val loss 0.6275040507316589 Epoch 22: train loss 0.4118004994732993 Epoch 22: val loss 0.6465121507644653 Epoch 23: train loss 0.41231369972229004 Epoch 23: val loss 0.6648363471031189 Epoch 24: train loss 0.45916022998946054 Epoch 24: val loss 0.6444740891456604
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6441029542022281 Epoch 0: val loss 0.5877158045768738 Epoch 1: train loss 0.5840562482674917 Epoch 1: val loss 0.5690833926200867 Epoch 2: train loss 0.540081242720286 Epoch 2: val loss 0.5981622338294983 Epoch 3: train loss 0.5528418587313758 Epoch 3: val loss 0.6152093410491943 Epoch 4: train loss 0.5781983302699195 Epoch 4: val loss 0.5981763005256653 Epoch 5: train loss 0.5874196887016296 Epoch 5: val loss 0.6313823461532593 Epoch 6: train loss 0.5209375951025221 Epoch 6: val loss 0.6349164247512817 Epoch 7: train loss 0.5423523816797469 Epoch 7: val loss 0.6259757876396179 Epoch 8: train loss 0.5075539714760251 Epoch 8: val loss 0.6201953291893005 Epoch 9: train loss 0.5892283916473389 Epoch 9: val loss 0.6327687501907349 Epoch 10: train loss 0.5146905448701646 Epoch 10: val loss 0.6578536033630371
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6658552885055542 Epoch 0: val loss 0.6512730717658997 Epoch 1: train loss 0.5898754969239235 Epoch 1: val loss 0.6153489351272583 Epoch 2: train loss 0.5366322882473469 Epoch 2: val loss 0.5966476798057556 Epoch 3: train loss 0.5019114837050438 Epoch 3: val loss 0.5727601647377014 Epoch 4: train loss 0.48752743005752563 Epoch 4: val loss 0.5657748579978943 Epoch 5: train loss 0.48201117664575577 Epoch 5: val loss 0.6128628849983215 Epoch 6: train loss 0.4821680784225464 Epoch 6: val loss 0.5996781587600708 Epoch 7: train loss 0.46404461190104485 Epoch 7: val loss 0.585117757320404 Epoch 8: train loss 0.4621555209159851 Epoch 8: val loss 0.5981355905532837 Epoch 9: train loss 0.4349275194108486 Epoch 9: val loss 0.5786420702934265 Epoch 10: train loss 0.4338340796530247 Epoch 10: val loss 0.5861389636993408 Epoch 11: train loss 0.4507949650287628 Epoch 11: val loss 0.5971208810806274 Epoch 12: train loss 0.42948074638843536 Epoch 12: val loss 0.5851593017578125 Epoch 13: train loss 0.42782582715153694 Epoch 13: val loss 0.571547269821167 Epoch 14: train loss 0.40813271701335907 Epoch 14: val loss 0.5769782066345215 Epoch 15: train loss 0.41231779009103775 Epoch 15: val loss 0.60031658411026 Epoch 16: train loss 0.3883346803486347 Epoch 16: val loss 0.5859200954437256 Epoch 17: train loss 0.4064651317894459 Epoch 17: val loss 0.5644195675849915 Epoch 18: train loss 0.4047730416059494 Epoch 18: val loss 0.5552021861076355 Epoch 19: train loss 0.3835136890411377 Epoch 19: val loss 0.5523880124092102 Epoch 20: train loss 0.3650432862341404 Epoch 20: val loss 0.5718192458152771 Epoch 21: train loss 0.379179485142231 Epoch 21: val loss 0.5879056453704834 Epoch 22: train loss 0.3708934187889099 Epoch 22: val loss 0.5844021439552307 Epoch 23: train loss 0.354527335613966 Epoch 23: val loss 0.5878238081932068 Epoch 24: train loss 0.3695570304989815 Epoch 24: val loss 0.6153011322021484
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6615262851119041 Epoch 0: val loss 0.6015099883079529 Epoch 1: train loss 0.5784417316317558 Epoch 1: val loss 0.5492257475852966 Epoch 2: train loss 0.5270951576530933 Epoch 2: val loss 0.5211234092712402 Epoch 3: train loss 0.5026011765003204 Epoch 3: val loss 0.5067785978317261 Epoch 4: train loss 0.5108528956770897 Epoch 4: val loss 0.4927687644958496 Epoch 5: train loss 0.49753352999687195 Epoch 5: val loss 0.5054168105125427 Epoch 6: train loss 0.48643818497657776 Epoch 6: val loss 0.49522915482521057 Epoch 7: train loss 0.49878615513443947 Epoch 7: val loss 0.49538013339042664 Epoch 8: train loss 0.4769383631646633 Epoch 8: val loss 0.4945800006389618 Epoch 9: train loss 0.4704033825546503 Epoch 9: val loss 0.4875904619693756 Epoch 10: train loss 0.45100531354546547 Epoch 10: val loss 0.4891481101512909 Epoch 11: train loss 0.45586754381656647 Epoch 11: val loss 0.4813258647918701 Epoch 12: train loss 0.45061059296131134 Epoch 12: val loss 0.4807356297969818 Epoch 13: train loss 0.42898235097527504 Epoch 13: val loss 0.4715690016746521 Epoch 14: train loss 0.44039256125688553 Epoch 14: val loss 0.4780183434486389 Epoch 15: train loss 0.42769506573677063 Epoch 15: val loss 0.4748690128326416 Epoch 16: train loss 0.41744156181812286 Epoch 16: val loss 0.4568944275379181 Epoch 17: train loss 0.4095444008708 Epoch 17: val loss 0.4638283848762512 Epoch 18: train loss 0.395417183637619 Epoch 18: val loss 0.48168641328811646 Epoch 19: train loss 0.39748795330524445 Epoch 19: val loss 0.46856215596199036 Epoch 20: train loss 0.37494024634361267 Epoch 20: val loss 0.4688502252101898 Epoch 21: train loss 0.3912087678909302 Epoch 21: val loss 0.4637775123119354 Epoch 22: train loss 0.37823329120874405 Epoch 22: val loss 0.46967408061027527 Epoch 23: train loss 0.36271215975284576 Epoch 23: val loss 0.4802118241786957 Epoch 24: train loss 0.3489503562450409 Epoch 24: val loss 0.46517953276634216
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6637893989682198 Epoch 0: val loss 0.6221603751182556 Epoch 1: train loss 0.6012268364429474 Epoch 1: val loss 0.5820208191871643 Epoch 2: train loss 0.5284221805632114 Epoch 2: val loss 0.5577391386032104 Epoch 3: train loss 0.5102108903229237 Epoch 3: val loss 0.5522592663764954 Epoch 4: train loss 0.4788481146097183 Epoch 4: val loss 0.5484519600868225 Epoch 5: train loss 0.4548413045704365 Epoch 5: val loss 0.5549377202987671 Epoch 6: train loss 0.45369547232985497 Epoch 6: val loss 0.5515006184577942 Epoch 7: train loss 0.4536898732185364 Epoch 7: val loss 0.5487061738967896 Epoch 8: train loss 0.4392690248787403 Epoch 8: val loss 0.553974449634552 Epoch 9: train loss 0.4240366071462631 Epoch 9: val loss 0.5497822761535645 Epoch 10: train loss 0.4155084602534771 Epoch 10: val loss 0.5499235391616821 Epoch 11: train loss 0.40961771458387375 Epoch 11: val loss 0.5642358660697937 Epoch 12: train loss 0.4224526546895504 Epoch 12: val loss 0.557870626449585 Epoch 13: train loss 0.40632471814751625 Epoch 13: val loss 0.5468168258666992 Epoch 14: train loss 0.384357288479805 Epoch 14: val loss 0.5588586926460266 Epoch 15: train loss 0.3884793072938919 Epoch 15: val loss 0.5621723532676697 Epoch 16: train loss 0.39084469340741634 Epoch 16: val loss 0.5616393685340881 Epoch 17: train loss 0.39085419476032257 Epoch 17: val loss 0.5550974607467651 Epoch 18: train loss 0.3897678889334202 Epoch 18: val loss 0.5541437864303589 Epoch 19: train loss 0.36259735003113747 Epoch 19: val loss 0.549189031124115 Epoch 20: train loss 0.3710636906325817 Epoch 20: val loss 0.5553075671195984 Epoch 21: train loss 0.36215416342020035 Epoch 21: val loss 0.5511060357093811 Epoch 22: train loss 0.32846188358962536 Epoch 22: val loss 0.5624643564224243 Epoch 23: train loss 0.3634476028382778 Epoch 23: val loss 0.5734739899635315 Epoch 24: train loss 0.34618169255554676 Epoch 24: val loss 0.5738801956176758
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6598210111260414 Epoch 0: val loss 0.6520562767982483 Epoch 1: train loss 0.5761180445551872 Epoch 1: val loss 0.6179365515708923 Epoch 2: train loss 0.5451166555285454 Epoch 2: val loss 0.586368978023529 Epoch 3: train loss 0.5164127238094807 Epoch 3: val loss 0.5839928984642029 Epoch 4: train loss 0.48183612152934074 Epoch 4: val loss 0.5718682408332825 Epoch 5: train loss 0.4831492006778717 Epoch 5: val loss 0.5662844777107239 Epoch 6: train loss 0.4789326936006546 Epoch 6: val loss 0.5542030930519104 Epoch 7: train loss 0.4623245559632778 Epoch 7: val loss 0.5588213205337524 Epoch 8: train loss 0.45640207454562187 Epoch 8: val loss 0.557975709438324 Epoch 9: train loss 0.45022857561707497 Epoch 9: val loss 0.5612591505050659 Epoch 10: train loss 0.43035754561424255 Epoch 10: val loss 0.5511083602905273 Epoch 11: train loss 0.4216531217098236 Epoch 11: val loss 0.5479499697685242 Epoch 12: train loss 0.40302683040499687 Epoch 12: val loss 0.5521067380905151 Epoch 13: train loss 0.3932965211570263 Epoch 13: val loss 0.557464599609375 Epoch 14: train loss 0.4016198478639126 Epoch 14: val loss 0.5570459365844727 Epoch 15: train loss 0.37690165638923645 Epoch 15: val loss 0.5665484666824341 Epoch 16: train loss 0.3745361343026161 Epoch 16: val loss 0.565261721611023 Epoch 17: train loss 0.36356597021222115 Epoch 17: val loss 0.581554114818573 Epoch 18: train loss 0.3550780937075615 Epoch 18: val loss 0.598139226436615 Epoch 19: train loss 0.3463248685002327 Epoch 19: val loss 0.6043920516967773 Epoch 20: train loss 0.3398289121687412 Epoch 20: val loss 0.6235183477401733 Epoch 21: train loss 0.34877824038267136 Epoch 21: val loss 0.639899492263794 Epoch 22: train loss 0.3283673357218504 Epoch 22: val loss 0.6391293406486511 Epoch 23: train loss 0.306011114269495 Epoch 23: val loss 0.6412255167961121 Epoch 24: train loss 0.3029755521565676 Epoch 24: val loss 0.6466858386993408
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6299202929843556 Epoch 0: val loss 0.6018792986869812 Epoch 1: train loss 0.526490181684494 Epoch 1: val loss 0.5450872778892517 Epoch 2: train loss 0.505508078770204 Epoch 2: val loss 0.5375540256500244 Epoch 3: train loss 0.5169943842020902 Epoch 3: val loss 0.5335811376571655 Epoch 4: train loss 0.46908205205743964 Epoch 4: val loss 0.533419132232666 Epoch 5: train loss 0.4629847840829329 Epoch 5: val loss 0.5323153138160706 Epoch 6: train loss 0.43903548338196496 Epoch 6: val loss 0.528816282749176 Epoch 7: train loss 0.46560471708124335 Epoch 7: val loss 0.524406909942627 Epoch 8: train loss 0.4163420566103675 Epoch 8: val loss 0.5248869061470032 Epoch 9: train loss 0.42783998630263587 Epoch 9: val loss 0.527454137802124 Epoch 10: train loss 0.4334316145290028 Epoch 10: val loss 0.5492733120918274 Epoch 11: train loss 0.4059369997544722 Epoch 11: val loss 0.5487500429153442 Epoch 12: train loss 0.4018929614262147 Epoch 12: val loss 0.5422425866127014 Epoch 13: train loss 0.3880100494081324 Epoch 13: val loss 0.5463275909423828 Epoch 14: train loss 0.37738669189539825 Epoch 14: val loss 0.5625851154327393 Epoch 15: train loss 0.3736770640720021 Epoch 15: val loss 0.5661280751228333 Epoch 16: train loss 0.38129465688358655 Epoch 16: val loss 0.5683088898658752 Epoch 17: train loss 0.35899677737192676 Epoch 17: val loss 0.5659586787223816 Epoch 18: train loss 0.3425168896263296 Epoch 18: val loss 0.5732366442680359 Epoch 19: train loss 0.3625130436637185 Epoch 19: val loss 0.584888756275177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6637597203254699 Epoch 0: val loss 0.6267519593238831 Epoch 1: train loss 0.5692179054021835 Epoch 1: val loss 0.5836250185966492 Epoch 2: train loss 0.5399389088153839 Epoch 2: val loss 0.5681291818618774 Epoch 3: train loss 0.5107818096876144 Epoch 3: val loss 0.5685864090919495 Epoch 4: train loss 0.4714994549751282 Epoch 4: val loss 0.5741971731185913 Epoch 5: train loss 0.47446235716342927 Epoch 5: val loss 0.5741324424743652 Epoch 6: train loss 0.46194752156734464 Epoch 6: val loss 0.5684259533882141 Epoch 7: train loss 0.45308235883712766 Epoch 7: val loss 0.5657756924629211 Epoch 8: train loss 0.4459663689136505 Epoch 8: val loss 0.5625413060188293 Epoch 9: train loss 0.46412075161933897 Epoch 9: val loss 0.5768048763275146 Epoch 10: train loss 0.4628955215215683 Epoch 10: val loss 0.5889930129051208 Epoch 11: train loss 0.4117389380931854 Epoch 11: val loss 0.5690979957580566 Epoch 12: train loss 0.44309253692626954 Epoch 12: val loss 0.5754227638244629 Epoch 13: train loss 0.39533797204494475 Epoch 13: val loss 0.5860638618469238 Epoch 14: train loss 0.41238163113594056 Epoch 14: val loss 0.5938984751701355 Epoch 15: train loss 0.40240550935268404 Epoch 15: val loss 0.5792183876037598 Epoch 16: train loss 0.3926377668976784 Epoch 16: val loss 0.5892204642295837 Epoch 17: train loss 0.4062361389398575 Epoch 17: val loss 0.5859124660491943 Epoch 18: train loss 0.4007209300994873 Epoch 18: val loss 0.5933624505996704 Epoch 19: train loss 0.3788690805435181 Epoch 19: val loss 0.6012583374977112 Epoch 20: train loss 0.35580035895109174 Epoch 20: val loss 0.6114073395729065 Epoch 21: train loss 0.36602367609739306 Epoch 21: val loss 0.6018922924995422 Epoch 22: train loss 0.36719841212034227 Epoch 22: val loss 0.617550253868103 Epoch 23: train loss 0.3850393950939178 Epoch 23: val loss 0.6201856136322021 Epoch 24: train loss 0.35436556339263914 Epoch 24: val loss 0.6138640642166138
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6527510106563568 Epoch 0: val loss 0.6120742559432983 Epoch 1: train loss 0.5826850771903992 Epoch 1: val loss 0.5490896105766296 Epoch 2: train loss 0.5534945905208588 Epoch 2: val loss 0.5162134766578674 Epoch 3: train loss 0.5355434954166413 Epoch 3: val loss 0.49912387132644653 Epoch 4: train loss 0.5358632981777192 Epoch 4: val loss 0.4921702444553375 Epoch 5: train loss 0.4993450611829758 Epoch 5: val loss 0.4903732240200043 Epoch 6: train loss 0.5088300824165344 Epoch 6: val loss 0.4858775734901428 Epoch 7: train loss 0.5161430299282074 Epoch 7: val loss 0.4827846586704254 Epoch 8: train loss 0.49005806148052217 Epoch 8: val loss 0.48391929268836975 Epoch 9: train loss 0.46865054666996003 Epoch 9: val loss 0.4813714921474457 Epoch 10: train loss 0.4638898342847824 Epoch 10: val loss 0.4839237332344055 Epoch 11: train loss 0.4661113828420639 Epoch 11: val loss 0.48589062690734863 Epoch 12: train loss 0.47424032390117643 Epoch 12: val loss 0.48320120573043823 Epoch 13: train loss 0.4601584494113922 Epoch 13: val loss 0.48325738310813904 Epoch 14: train loss 0.43794938176870346 Epoch 14: val loss 0.48920032382011414 Epoch 15: train loss 0.4381417989730835 Epoch 15: val loss 0.4859189987182617 Epoch 16: train loss 0.42667087018489835 Epoch 16: val loss 0.4962824583053589 Epoch 17: train loss 0.4155888020992279 Epoch 17: val loss 0.5005651712417603 Epoch 18: train loss 0.39684417843818665 Epoch 18: val loss 0.5079830884933472 Epoch 19: train loss 0.4099501073360443 Epoch 19: val loss 0.5094274282455444 Epoch 20: train loss 0.4252198159694672 Epoch 20: val loss 0.5048847198486328 Epoch 21: train loss 0.39289227724075315 Epoch 21: val loss 0.4956701397895813 Epoch 22: train loss 0.37521345913410187 Epoch 22: val loss 0.5043579339981079 Epoch 23: train loss 0.36453020125627517 Epoch 23: val loss 0.5172365307807922 Epoch 24: train loss 0.3607325807213783 Epoch 24: val loss 0.512530505657196
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6590605556964875 Epoch 0: val loss 0.6128364205360413 Epoch 1: train loss 0.5499179810285568 Epoch 1: val loss 0.5701417326927185 Epoch 2: train loss 0.5259464144706726 Epoch 2: val loss 0.5544112324714661 Epoch 3: train loss 0.4971874922513962 Epoch 3: val loss 0.5447381138801575 Epoch 4: train loss 0.5020268052816391 Epoch 4: val loss 0.5463085770606995 Epoch 5: train loss 0.49274297058582306 Epoch 5: val loss 0.5397384166717529 Epoch 6: train loss 0.5020098209381103 Epoch 6: val loss 0.5426061749458313 Epoch 7: train loss 0.46222957968711853 Epoch 7: val loss 0.5470395088195801 Epoch 8: train loss 0.4518397390842438 Epoch 8: val loss 0.5566273331642151 Epoch 9: train loss 0.4563671052455902 Epoch 9: val loss 0.5594998002052307 Epoch 10: train loss 0.4414612054824829 Epoch 10: val loss 0.5648356080055237 Epoch 11: train loss 0.4339753985404968 Epoch 11: val loss 0.5676288604736328 Epoch 12: train loss 0.4411387532949448 Epoch 12: val loss 0.5717106461524963 Epoch 13: train loss 0.4291702747344971 Epoch 13: val loss 0.5889439582824707 Epoch 14: train loss 0.428839647769928 Epoch 14: val loss 0.5894129872322083 Epoch 15: train loss 0.4364077001810074 Epoch 15: val loss 0.6041374802589417 Epoch 16: train loss 0.39768916368484497 Epoch 16: val loss 0.6062643527984619 Epoch 17: train loss 0.3974711924791336 Epoch 17: val loss 0.6131298542022705 Epoch 18: train loss 0.3690119355916977 Epoch 18: val loss 0.6269463896751404 Epoch 19: train loss 0.37644796520471574 Epoch 19: val loss 0.6289809942245483 Epoch 20: train loss 0.39005207270383835 Epoch 20: val loss 0.6466036438941956 Epoch 21: train loss 0.3799916714429855 Epoch 21: val loss 0.6491447687149048 Epoch 22: train loss 0.35528289079666137 Epoch 22: val loss 0.6705189347267151 Epoch 23: train loss 0.34720478653907777 Epoch 23: val loss 0.6823180317878723 Epoch 24: train loss 0.3341884225606918 Epoch 24: val loss 0.6968059539794922
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6502345442771912 Epoch 0: val loss 0.5814261436462402 Epoch 1: train loss 0.5575030148029327 Epoch 1: val loss 0.5560808777809143 Epoch 2: train loss 0.5213527500629425 Epoch 2: val loss 0.5560779571533203 Epoch 3: train loss 0.49792714416980743 Epoch 3: val loss 0.56184321641922 Epoch 4: train loss 0.506806492805481 Epoch 4: val loss 0.5664845108985901 Epoch 5: train loss 0.4697135388851166 Epoch 5: val loss 0.5643854737281799 Epoch 6: train loss 0.4602339655160904 Epoch 6: val loss 0.5647356510162354 Epoch 7: train loss 0.46506851017475126 Epoch 7: val loss 0.5724411606788635 Epoch 8: train loss 0.45184701681137085 Epoch 8: val loss 0.5739404559135437 Epoch 9: train loss 0.4419188559055328 Epoch 9: val loss 0.5789063572883606 Epoch 10: train loss 0.4398237720131874 Epoch 10: val loss 0.5753204226493835 Epoch 11: train loss 0.4415797084569931 Epoch 11: val loss 0.5747065544128418 Epoch 12: train loss 0.42979702949523924 Epoch 12: val loss 0.5820431709289551 Epoch 13: train loss 0.4210336893796921 Epoch 13: val loss 0.5882753133773804 Epoch 14: train loss 0.423231640458107 Epoch 14: val loss 0.5934845209121704 Epoch 15: train loss 0.4347950041294098 Epoch 15: val loss 0.6011098623275757 Epoch 16: train loss 0.4234941124916077 Epoch 16: val loss 0.5935729742050171 Epoch 17: train loss 0.41280204355716704 Epoch 17: val loss 0.5887160301208496 Epoch 18: train loss 0.3771054446697235 Epoch 18: val loss 0.5981336832046509 Epoch 19: train loss 0.39963932037353517 Epoch 19: val loss 0.6034801006317139 Epoch 20: train loss 0.4060470283031464 Epoch 20: val loss 0.6135390400886536 Epoch 21: train loss 0.38910158574581144 Epoch 21: val loss 0.6163387298583984 Epoch 22: train loss 0.3812974542379379 Epoch 22: val loss 0.6182529926300049 Epoch 23: train loss 0.39755884408950803 Epoch 23: val loss 0.6062281131744385 Epoch 24: train loss 0.37926460802555084 Epoch 24: val loss 0.6140540838241577
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.645808756351471 Epoch 0: val loss 0.6089686751365662 Epoch 1: train loss 0.5551625948685867 Epoch 1: val loss 0.5633884072303772 Epoch 2: train loss 0.5019762470172002 Epoch 2: val loss 0.555872917175293 Epoch 3: train loss 0.4975941708454719 Epoch 3: val loss 0.5509795546531677 Epoch 4: train loss 0.4898524353137383 Epoch 4: val loss 0.5601841807365417 Epoch 5: train loss 0.4949174660902757 Epoch 5: val loss 0.5485871434211731
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.683922655052609 Epoch 0: val loss 0.6842072010040283 Epoch 1: train loss 0.656423482629988 Epoch 1: val loss 0.6771182417869568 Epoch 2: train loss 0.6275147596995035 Epoch 2: val loss 0.6816471219062805 Epoch 3: train loss 0.6056856314341227 Epoch 3: val loss 0.6806867718696594 Epoch 4: train loss 0.5781760878033109 Epoch 4: val loss 0.6731185913085938 Epoch 5: train loss 0.5778080523014069 Epoch 5: val loss 0.6780601143836975 Epoch 6: train loss 0.5401910046736399 Epoch 6: val loss 0.6928051114082336 Epoch 7: train loss 0.5217409365706973 Epoch 7: val loss 0.7024226188659668 Epoch 8: train loss 0.505153132809533 Epoch 8: val loss 0.6939079761505127 Epoch 9: train loss 0.5019272996319665 Epoch 9: val loss 0.686600923538208 Epoch 10: train loss 0.50055374039544 Epoch 10: val loss 0.6853241920471191 Epoch 11: train loss 0.46735160880618626 Epoch 11: val loss 0.6921329498291016 Epoch 12: train loss 0.4684750901328193 Epoch 12: val loss 0.6904204487800598 Epoch 13: train loss 0.4668479296896193 Epoch 13: val loss 0.6978791356086731 Epoch 14: train loss 0.46191535393397015 Epoch 14: val loss 0.7353270649909973 Epoch 15: train loss 0.4597239957915412 Epoch 15: val loss 0.6914858818054199 Epoch 16: train loss 0.44342663884162903 Epoch 16: val loss 0.7212636470794678 Epoch 17: train loss 0.4311829275555081 Epoch 17: val loss 0.7094658017158508 Epoch 18: train loss 0.4304197198814816 Epoch 18: val loss 0.7164211869239807 Epoch 19: train loss 0.4278639588091109 Epoch 19: val loss 0.712043821811676 Epoch 20: train loss 0.38823399278852677 Epoch 20: val loss 0.7537272572517395 Epoch 21: train loss 0.41524409916665816 Epoch 21: val loss 0.7429154515266418 Epoch 22: train loss 0.39988076355722213 Epoch 22: val loss 0.7784557342529297 Epoch 23: train loss 0.39407142334514195 Epoch 23: val loss 0.7667853236198425 Epoch 24: train loss 0.3958485623200734 Epoch 24: val loss 0.7652851939201355
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6895498633384705 Epoch 0: val loss 0.6626875400543213 Epoch 1: train loss 0.6468345125516256 Epoch 1: val loss 0.6471884846687317 Epoch 2: train loss 0.6262482206026713 Epoch 2: val loss 0.6371923089027405 Epoch 3: train loss 0.6093203160497878 Epoch 3: val loss 0.6363011002540588 Epoch 4: train loss 0.5980371303028531 Epoch 4: val loss 0.6213723421096802 Epoch 5: train loss 0.5986487799220614 Epoch 5: val loss 0.6120417714118958 Epoch 6: train loss 0.5345947444438934 Epoch 6: val loss 0.610748827457428 Epoch 7: train loss 0.5452172093921237 Epoch 7: val loss 0.6136919856071472 Epoch 8: train loss 0.5136929750442505 Epoch 8: val loss 0.6171087026596069 Epoch 9: train loss 0.5087995628515879 Epoch 9: val loss 0.6075627207756042 Epoch 10: train loss 0.49767132600148517 Epoch 10: val loss 0.6014798283576965 Epoch 11: train loss 0.4701501992013719 Epoch 11: val loss 0.611680269241333 Epoch 12: train loss 0.4771480858325958 Epoch 12: val loss 0.6097205877304077 Epoch 13: train loss 0.46401960651079815 Epoch 13: val loss 0.6172072887420654 Epoch 14: train loss 0.44468987319204545 Epoch 14: val loss 0.6146071553230286 Epoch 15: train loss 0.47720003459188676 Epoch 15: val loss 0.6392548680305481 Epoch 16: train loss 0.4475054376655155 Epoch 16: val loss 0.6304302215576172 Epoch 17: train loss 0.4237980180316501 Epoch 17: val loss 0.645054042339325 Epoch 18: train loss 0.42831990453932023 Epoch 18: val loss 0.6361072063446045 Epoch 19: train loss 0.43736732337209916 Epoch 19: val loss 0.6478593945503235 Epoch 20: train loss 0.42401492926809525 Epoch 20: val loss 0.6645020842552185 Epoch 21: train loss 0.4220607876777649 Epoch 21: val loss 0.6566130518913269 Epoch 22: train loss 0.40780848926968044 Epoch 22: val loss 0.6610674858093262 Epoch 23: train loss 0.41178376807106865 Epoch 23: val loss 0.6732098460197449 Epoch 24: train loss 0.423945019642512 Epoch 24: val loss 0.6794755458831787
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930418345663283 Epoch 0: val loss 0.6751360297203064 Epoch 1: train loss 0.6611649526490105 Epoch 1: val loss 0.658268928527832 Epoch 2: train loss 0.6419272422790527 Epoch 2: val loss 0.6482596397399902 Epoch 3: train loss 0.607619391547309 Epoch 3: val loss 0.640836775302887 Epoch 4: train loss 0.5919869045416514 Epoch 4: val loss 0.6309134364128113 Epoch 5: train loss 0.5763809647825029 Epoch 5: val loss 0.6264173984527588 Epoch 6: train loss 0.5497970978418986 Epoch 6: val loss 0.6254758834838867 Epoch 7: train loss 0.5323446128103468 Epoch 7: val loss 0.6240728497505188 Epoch 8: train loss 0.5425831576188406 Epoch 8: val loss 0.6260032057762146 Epoch 9: train loss 0.5158989661269717 Epoch 9: val loss 0.6192114949226379 Epoch 10: train loss 0.5228365461031595 Epoch 10: val loss 0.6223649382591248 Epoch 11: train loss 0.48855360349019367 Epoch 11: val loss 0.6260091662406921 Epoch 12: train loss 0.47645338707500035 Epoch 12: val loss 0.632752001285553 Epoch 13: train loss 0.49090966913435197 Epoch 13: val loss 0.639415442943573 Epoch 14: train loss 0.45072807206047905 Epoch 14: val loss 0.6382554173469543 Epoch 15: train loss 0.4797874126169417 Epoch 15: val loss 0.6482290625572205 Epoch 16: train loss 0.45849079887072247 Epoch 16: val loss 0.6408829092979431 Epoch 17: train loss 0.4263804190688663 Epoch 17: val loss 0.6467047929763794 Epoch 18: train loss 0.4374837378660838 Epoch 18: val loss 0.665206789970398 Epoch 19: train loss 0.4203931424352858 Epoch 19: val loss 0.6764765381813049 Epoch 20: train loss 0.4278545081615448 Epoch 20: val loss 0.675956666469574 Epoch 21: train loss 0.3986421525478363 Epoch 21: val loss 0.6535504460334778 Epoch 22: train loss 0.402698846326934 Epoch 22: val loss 0.6609101295471191 Epoch 23: train loss 0.37011042568418717 Epoch 23: val loss 0.6698814034461975 Epoch 24: train loss 0.3621673848893907 Epoch 24: val loss 0.6748834252357483
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6881104773945279 Epoch 0: val loss 0.6813341975212097 Epoch 1: train loss 0.660187131828732 Epoch 1: val loss 0.6636015772819519 Epoch 2: train loss 0.6382107535998026 Epoch 2: val loss 0.6456423401832581 Epoch 3: train loss 0.6239970988697476 Epoch 3: val loss 0.6307024955749512 Epoch 4: train loss 0.6016327208942838 Epoch 4: val loss 0.6184489130973816 Epoch 5: train loss 0.5802548693286048 Epoch 5: val loss 0.6047659516334534 Epoch 6: train loss 0.5756592717435625 Epoch 6: val loss 0.5958839058876038 Epoch 7: train loss 0.5651821792125702 Epoch 7: val loss 0.5938202738761902 Epoch 8: train loss 0.5732135706477695 Epoch 8: val loss 0.5875702500343323 Epoch 9: train loss 0.5384564267264472 Epoch 9: val loss 0.5851588845252991 Epoch 10: train loss 0.5288694765832689 Epoch 10: val loss 0.5832342505455017 Epoch 11: train loss 0.525693009297053 Epoch 11: val loss 0.5798836946487427 Epoch 12: train loss 0.5224803818596734 Epoch 12: val loss 0.5832428336143494 Epoch 13: train loss 0.49753686123424107 Epoch 13: val loss 0.5723142623901367 Epoch 14: train loss 0.4735894865459866 Epoch 14: val loss 0.571241557598114 Epoch 15: train loss 0.4958158897029029 Epoch 15: val loss 0.5760666728019714 Epoch 16: train loss 0.46020520064565873 Epoch 16: val loss 0.5772059559822083 Epoch 17: train loss 0.4525051150057051 Epoch 17: val loss 0.5828467607498169 Epoch 18: train loss 0.4616501530011495 Epoch 18: val loss 0.5922536253929138 Epoch 19: train loss 0.4430977933936649 Epoch 19: val loss 0.5899344086647034 Epoch 20: train loss 0.4482460849814945 Epoch 20: val loss 0.5876380801200867 Epoch 21: train loss 0.43977393706639606 Epoch 21: val loss 0.6007813811302185 Epoch 22: train loss 0.4292120701736874 Epoch 22: val loss 0.6018043756484985 Epoch 23: train loss 0.4198218683401744 Epoch 23: val loss 0.5988364815711975 Epoch 24: train loss 0.3994861973656548 Epoch 24: val loss 0.6010033488273621
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6941261192162832 Epoch 0: val loss 0.6613463759422302 Epoch 1: train loss 0.6538937638203303 Epoch 1: val loss 0.6275215148925781 Epoch 2: train loss 0.6236047595739365 Epoch 2: val loss 0.5975541472434998 Epoch 3: train loss 0.5927602897087733 Epoch 3: val loss 0.5817991495132446 Epoch 4: train loss 0.5796549568573633 Epoch 4: val loss 0.5670212507247925 Epoch 5: train loss 0.5622512126962343 Epoch 5: val loss 0.5481614470481873 Epoch 6: train loss 0.5473479380210241 Epoch 6: val loss 0.5369284749031067 Epoch 7: train loss 0.5382872819900513 Epoch 7: val loss 0.5448174476623535 Epoch 8: train loss 0.5209350238243738 Epoch 8: val loss 0.5465545654296875 Epoch 9: train loss 0.5248072172204653 Epoch 9: val loss 0.5372231006622314 Epoch 10: train loss 0.5119406829277674 Epoch 10: val loss 0.5323922634124756 Epoch 11: train loss 0.5217569718758265 Epoch 11: val loss 0.5262219309806824 Epoch 12: train loss 0.4985168253382047 Epoch 12: val loss 0.5231341123580933 Epoch 13: train loss 0.4862535148859024 Epoch 13: val loss 0.5237711668014526 Epoch 14: train loss 0.47680625319480896 Epoch 14: val loss 0.5342680811882019
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6744325269352306 Epoch 0: val loss 0.6637245416641235 Epoch 1: train loss 0.6218729290095243 Epoch 1: val loss 0.6301685571670532 Epoch 2: train loss 0.5744848955761303 Epoch 2: val loss 0.6234254240989685 Epoch 3: train loss 0.5534310340881348 Epoch 3: val loss 0.6038019061088562 Epoch 4: train loss 0.525622543963519 Epoch 4: val loss 0.626754641532898 Epoch 5: train loss 0.5229390128092333 Epoch 5: val loss 0.6033210754394531 Epoch 6: train loss 0.5195310847325758 Epoch 6: val loss 0.6120651960372925 Epoch 7: train loss 0.49939447099512274 Epoch 7: val loss 0.6014248132705688 Epoch 8: train loss 0.4959083009849895 Epoch 8: val loss 0.6179271340370178 Epoch 9: train loss 0.47865021228790283 Epoch 9: val loss 0.6180103421211243 Epoch 10: train loss 0.47449861060489307 Epoch 10: val loss 0.6131498217582703 Epoch 11: train loss 0.46826125275004993 Epoch 11: val loss 0.6086789965629578 Epoch 12: train loss 0.43900960412892426 Epoch 12: val loss 0.6075245141983032 Epoch 13: train loss 0.4758515087040988 Epoch 13: val loss 0.6126881241798401 Epoch 14: train loss 0.45056628639047797 Epoch 14: val loss 0.6082313060760498 Epoch 15: train loss 0.41977784173055127 Epoch 15: val loss 0.6135941743850708 Epoch 16: train loss 0.414795385165648 Epoch 16: val loss 0.6332294940948486 Epoch 17: train loss 0.40443299033425073 Epoch 17: val loss 0.6331853270530701 Epoch 18: train loss 0.40276349674571643 Epoch 18: val loss 0.634911835193634 Epoch 19: train loss 0.42692390897057275 Epoch 19: val loss 0.6513652205467224 Epoch 20: train loss 0.3902303874492645 Epoch 20: val loss 0.6475746631622314 Epoch 21: train loss 0.3801174895329909 Epoch 21: val loss 0.6618474721908569 Epoch 22: train loss 0.35754523223096674 Epoch 22: val loss 0.6805034279823303 Epoch 23: train loss 0.37623689391396264 Epoch 23: val loss 0.6626902222633362 Epoch 24: train loss 0.36360809206962585 Epoch 24: val loss 0.6509609818458557
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6753340742804788 Epoch 0: val loss 0.6474184393882751 Epoch 1: train loss 0.627556177702817 Epoch 1: val loss 0.6364024877548218 Epoch 2: train loss 0.5908234905112874 Epoch 2: val loss 0.6457813382148743 Epoch 3: train loss 0.5712586939334869 Epoch 3: val loss 0.6600677967071533 Epoch 4: train loss 0.540389670567079 Epoch 4: val loss 0.6413264274597168 Epoch 5: train loss 0.532228255813772 Epoch 5: val loss 0.6626641750335693 Epoch 6: train loss 0.5170071992007169 Epoch 6: val loss 0.6626872420310974 Epoch 7: train loss 0.5231649767268788 Epoch 7: val loss 0.6517156362533569 Epoch 8: train loss 0.5131509629162875 Epoch 8: val loss 0.6492437720298767 Epoch 9: train loss 0.48098449273542926 Epoch 9: val loss 0.6649593710899353 Epoch 10: train loss 0.4965063523162495 Epoch 10: val loss 0.673691987991333 Epoch 11: train loss 0.4881745603951541 Epoch 11: val loss 0.6750411987304688 Epoch 12: train loss 0.4525251903317191 Epoch 12: val loss 0.673981249332428 Epoch 13: train loss 0.46665388345718384 Epoch 13: val loss 0.6679496169090271 Epoch 14: train loss 0.4692607034336437 Epoch 14: val loss 0.6587796807289124 Epoch 15: train loss 0.43982551856474444 Epoch 15: val loss 0.6614632606506348 Epoch 16: train loss 0.4291487525809895 Epoch 16: val loss 0.711270809173584 Epoch 17: train loss 0.43218418143012305 Epoch 17: val loss 0.6937680244445801 Epoch 18: train loss 0.43054364215243945 Epoch 18: val loss 0.7027700543403625 Epoch 19: train loss 0.40591070597822015 Epoch 19: val loss 0.6851034760475159 Epoch 20: train loss 0.387108098376881 Epoch 20: val loss 0.7220913767814636 Epoch 21: train loss 0.38738656314936554 Epoch 21: val loss 0.7012395262718201 Epoch 22: train loss 0.3782371607693759 Epoch 22: val loss 0.704144299030304 Epoch 23: train loss 0.3746284409002824 Epoch 23: val loss 0.7058525681495667 Epoch 24: train loss 0.33553780073469336 Epoch 24: val loss 0.6956801414489746
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7056699340993707 Epoch 0: val loss 0.6649965047836304 Epoch 1: train loss 0.6460248557004061 Epoch 1: val loss 0.6505329608917236 Epoch 2: train loss 0.6190473166379061 Epoch 2: val loss 0.6231878995895386 Epoch 3: train loss 0.5981080261143771 Epoch 3: val loss 0.6024441123008728 Epoch 4: train loss 0.5658088028430939 Epoch 4: val loss 0.6045512557029724 Epoch 5: train loss 0.5517256964336742 Epoch 5: val loss 0.583506166934967 Epoch 6: train loss 0.5616082196885889 Epoch 6: val loss 0.5488718152046204 Epoch 7: train loss 0.5240635221654718 Epoch 7: val loss 0.5355661511421204 Epoch 8: train loss 0.5216652913527056 Epoch 8: val loss 0.5721057057380676 Epoch 9: train loss 0.5292055037888613 Epoch 9: val loss 0.5307501554489136 Epoch 10: train loss 0.4853691783818332 Epoch 10: val loss 0.5552777647972107 Epoch 11: train loss 0.5152599323879589 Epoch 11: val loss 0.5156407952308655 Epoch 12: train loss 0.4768097292293202 Epoch 12: val loss 0.5059767961502075 Epoch 13: train loss 0.44803536480123346 Epoch 13: val loss 0.51869797706604 Epoch 14: train loss 0.4487897780808536 Epoch 14: val loss 0.517813503742218 Epoch 15: train loss 0.4313251728361303 Epoch 15: val loss 0.4891553223133087 Epoch 16: train loss 0.4478319856253537 Epoch 16: val loss 0.5111520290374756 Epoch 17: train loss 0.4196870814670216 Epoch 17: val loss 0.48461633920669556 Epoch 18: train loss 0.44375495477156207 Epoch 18: val loss 0.47999781370162964 Epoch 19: train loss 0.403608037666841 Epoch 19: val loss 0.524018406867981 Epoch 20: train loss 0.41101740436120465 Epoch 20: val loss 0.5124542713165283 Epoch 21: train loss 0.39524875445799396 Epoch 21: val loss 0.49216553568840027 Epoch 22: train loss 0.3860897584394975 Epoch 22: val loss 0.48966386914253235 Epoch 23: train loss 0.3766542293808677 Epoch 23: val loss 0.4738650619983673 Epoch 24: train loss 0.39340913024815644 Epoch 24: val loss 0.4875212013721466
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6827013655142351 Epoch 0: val loss 0.6691668629646301 Epoch 1: train loss 0.6295631961389021 Epoch 1: val loss 0.6350101828575134 Epoch 2: train loss 0.6046993326057087 Epoch 2: val loss 0.6121602654457092 Epoch 3: train loss 0.5752068785103884 Epoch 3: val loss 0.5992850065231323 Epoch 4: train loss 0.5569118071686138 Epoch 4: val loss 0.5886606574058533 Epoch 5: train loss 0.52964832295071 Epoch 5: val loss 0.5711213946342468 Epoch 6: train loss 0.5203279256820679 Epoch 6: val loss 0.5510542988777161 Epoch 7: train loss 0.5207853777842089 Epoch 7: val loss 0.5492170453071594 Epoch 8: train loss 0.5032709349285472 Epoch 8: val loss 0.5472072958946228 Epoch 9: train loss 0.4901732260530645 Epoch 9: val loss 0.5443578958511353 Epoch 10: train loss 0.46642842346971686 Epoch 10: val loss 0.5497907400131226 Epoch 11: train loss 0.4742038304155523 Epoch 11: val loss 0.5489012002944946 Epoch 12: train loss 0.4689695726741444 Epoch 12: val loss 0.5559241771697998 Epoch 13: train loss 0.4507647834040902 Epoch 13: val loss 0.552581250667572 Epoch 14: train loss 0.44081587954000995 Epoch 14: val loss 0.5671086311340332 Epoch 15: train loss 0.4302368570457805 Epoch 15: val loss 0.5720745921134949 Epoch 16: train loss 0.40988189252940094 Epoch 16: val loss 0.561413586139679 Epoch 17: train loss 0.40388516133481805 Epoch 17: val loss 0.5814607739448547 Epoch 18: train loss 0.4182756624438546 Epoch 18: val loss 0.567302942276001 Epoch 19: train loss 0.3799158199266954 Epoch 19: val loss 0.5924075245857239 Epoch 20: train loss 0.3916643559932709 Epoch 20: val loss 0.5843468904495239 Epoch 21: train loss 0.4059971408410506 Epoch 21: val loss 0.5915035009384155 Epoch 22: train loss 0.3685044903646816 Epoch 22: val loss 0.6145601868629456 Epoch 23: train loss 0.3951207832856612 Epoch 23: val loss 0.6052988767623901 Epoch 24: train loss 0.34252388233488257 Epoch 24: val loss 0.6063582897186279
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.66599155323846 Epoch 0: val loss 0.6686228513717651 Epoch 1: train loss 0.6252601487295968 Epoch 1: val loss 0.6555507779121399 Epoch 2: train loss 0.6070828437805176 Epoch 2: val loss 0.6480140686035156 Epoch 3: train loss 0.5479918824774879 Epoch 3: val loss 0.6476845145225525 Epoch 4: train loss 0.5448574466364724 Epoch 4: val loss 0.6498928070068359 Epoch 5: train loss 0.5213806544031415 Epoch 5: val loss 0.657975971698761 Epoch 6: train loss 0.5069550084216254 Epoch 6: val loss 0.6480372548103333 Epoch 7: train loss 0.5129935975585665 Epoch 7: val loss 0.6672631502151489 Epoch 8: train loss 0.4963416499750955 Epoch 8: val loss 0.6454917788505554 Epoch 9: train loss 0.4854538525853838 Epoch 9: val loss 0.650391161441803 Epoch 10: train loss 0.46115685786519733 Epoch 10: val loss 0.6508654356002808 Epoch 11: train loss 0.4591387850897653 Epoch 11: val loss 0.6313026547431946 Epoch 12: train loss 0.4443853071757725 Epoch 12: val loss 0.6666302680969238 Epoch 13: train loss 0.43306271518979755 Epoch 13: val loss 0.6675294041633606 Epoch 14: train loss 0.44238156931740896 Epoch 14: val loss 0.6445034146308899 Epoch 15: train loss 0.421244067805154 Epoch 15: val loss 0.6650848388671875 Epoch 16: train loss 0.42268247476645876 Epoch 16: val loss 0.6746460199356079
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6800346374511719 Epoch 0: val loss 0.6907567977905273 Epoch 1: train loss 0.632734563615587 Epoch 1: val loss 0.6786350607872009 Epoch 2: train loss 0.6034469273355272 Epoch 2: val loss 0.6663358211517334 Epoch 3: train loss 0.5926460127035776 Epoch 3: val loss 0.6657941341400146 Epoch 4: train loss 0.564925256702635 Epoch 4: val loss 0.6732494235038757 Epoch 5: train loss 0.5568833616044786 Epoch 5: val loss 0.67292720079422 Epoch 6: train loss 0.5379142132070329 Epoch 6: val loss 0.6716403365135193 Epoch 7: train loss 0.5337254934840732 Epoch 7: val loss 0.6799917817115784 Epoch 8: train loss 0.4933573338720534 Epoch 8: val loss 0.6788954138755798 Epoch 9: train loss 0.4971039891242981 Epoch 9: val loss 0.681422233581543 Epoch 10: train loss 0.5026600890689426 Epoch 10: val loss 0.6949049830436707 Epoch 11: train loss 0.4694465431902144 Epoch 11: val loss 0.7195143699645996 Epoch 12: train loss 0.46063485741615295 Epoch 12: val loss 0.7121076583862305 Epoch 13: train loss 0.4611351986726125 Epoch 13: val loss 0.7209088802337646 Epoch 14: train loss 0.4547431766986847 Epoch 14: val loss 0.7273434400558472 Epoch 15: train loss 0.447654601600435 Epoch 15: val loss 0.7357521057128906 Epoch 16: train loss 0.42310953471395707 Epoch 16: val loss 0.7522048354148865 Epoch 17: train loss 0.43534839484426713 Epoch 17: val loss 0.752324104309082 Epoch 18: train loss 0.4167211486233605 Epoch 18: val loss 0.7613005042076111 Epoch 19: train loss 0.42071616980764603 Epoch 19: val loss 0.7642747759819031 Epoch 20: train loss 0.40899120767911273 Epoch 20: val loss 0.7668581008911133 Epoch 21: train loss 0.39789187245898777 Epoch 21: val loss 0.7677336931228638 Epoch 22: train loss 0.37223753333091736 Epoch 22: val loss 0.7707147598266602 Epoch 23: train loss 0.38034271862771774 Epoch 23: val loss 0.7888341546058655 Epoch 24: train loss 0.3721651468012068 Epoch 24: val loss 0.8039184808731079
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6883718768755595 Epoch 0: val loss 0.6593201160430908 Epoch 1: train loss 0.6439081827799479 Epoch 1: val loss 0.6429758071899414 Epoch 2: train loss 0.6293468674023946 Epoch 2: val loss 0.6342360377311707 Epoch 3: train loss 0.6283663908640543 Epoch 3: val loss 0.6377934217453003 Epoch 4: train loss 0.5979204045401679 Epoch 4: val loss 0.6392245888710022 Epoch 5: train loss 0.5975236760245429 Epoch 5: val loss 0.6398485898971558 Epoch 6: train loss 0.58472697602378 Epoch 6: val loss 0.6402432918548584 Epoch 7: train loss 0.5873659915394254 Epoch 7: val loss 0.6458686590194702 Epoch 8: train loss 0.5621902545293173 Epoch 8: val loss 0.6466975212097168 Epoch 9: train loss 0.5551794502470229 Epoch 9: val loss 0.6451805830001831 Epoch 10: train loss 0.5168251030974917 Epoch 10: val loss 0.6418764591217041 Epoch 11: train loss 0.553300615813997 Epoch 11: val loss 0.6427651643753052 Epoch 12: train loss 0.5480743712849088 Epoch 12: val loss 0.6472307443618774 Epoch 13: train loss 0.521633075343238 Epoch 13: val loss 0.6407977938652039 Epoch 14: train loss 0.5269900659720103 Epoch 14: val loss 0.6272890567779541 Epoch 15: train loss 0.5133299430211385 Epoch 15: val loss 0.6378912329673767 Epoch 16: train loss 0.4894832670688629 Epoch 16: val loss 0.6376148462295532 Epoch 17: train loss 0.48898032638761735 Epoch 17: val loss 0.6352329850196838 Epoch 18: train loss 0.48460245463583207 Epoch 18: val loss 0.6350319981575012 Epoch 19: train loss 0.43905138307147556 Epoch 19: val loss 0.6328326463699341 Epoch 20: train loss 0.49511675702200997 Epoch 20: val loss 0.628654956817627 Epoch 21: train loss 0.4711134400632646 Epoch 21: val loss 0.641433596611023 Epoch 22: train loss 0.4617900782161289 Epoch 22: val loss 0.6619455814361572 Epoch 23: train loss 0.43821071916156346 Epoch 23: val loss 0.6708654165267944 Epoch 24: train loss 0.4293132523695628 Epoch 24: val loss 0.6576542854309082
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6799068649609884 Epoch 0: val loss 0.6362446546554565 Epoch 1: train loss 0.6577161616749234 Epoch 1: val loss 0.604401707649231 Epoch 2: train loss 0.648248725467258 Epoch 2: val loss 0.5988582372665405 Epoch 3: train loss 0.6231610443856981 Epoch 3: val loss 0.5935592651367188 Epoch 4: train loss 0.6255525085661147 Epoch 4: val loss 0.5916402339935303 Epoch 5: train loss 0.6226905981699625 Epoch 5: val loss 0.584580659866333 Epoch 6: train loss 0.6174037059148153 Epoch 6: val loss 0.57867830991745 Epoch 7: train loss 0.5849746134546068 Epoch 7: val loss 0.5761692523956299 Epoch 8: train loss 0.5831144683890872 Epoch 8: val loss 0.5661594867706299 Epoch 9: train loss 0.6094686852561103 Epoch 9: val loss 0.5609472393989563 Epoch 10: train loss 0.5670693218708038 Epoch 10: val loss 0.5599067807197571 Epoch 11: train loss 0.5663178894254897 Epoch 11: val loss 0.5512445569038391 Epoch 12: train loss 0.5525774161020914 Epoch 12: val loss 0.5463801622390747 Epoch 13: train loss 0.5447883208592733 Epoch 13: val loss 0.5552793145179749 Epoch 14: train loss 0.5373827483918932 Epoch 14: val loss 0.5453464388847351 Epoch 15: train loss 0.5424672332074907 Epoch 15: val loss 0.5292708277702332 Epoch 16: train loss 0.543327079878913 Epoch 16: val loss 0.5299749374389648 Epoch 17: train loss 0.5449640221065946 Epoch 17: val loss 0.5566983819007874 Epoch 18: train loss 0.5198090904288821 Epoch 18: val loss 0.5235037207603455 Epoch 19: train loss 0.5311581227514479 Epoch 19: val loss 0.5177268385887146 Epoch 20: train loss 0.5034130215644836 Epoch 20: val loss 0.5349740386009216 Epoch 21: train loss 0.5389686127503713 Epoch 21: val loss 0.5193898677825928 Epoch 22: train loss 0.47742721769544816 Epoch 22: val loss 0.519923210144043 Epoch 23: train loss 0.47564387652609086 Epoch 23: val loss 0.5187551379203796 Epoch 24: train loss 0.47786228193177116 Epoch 24: val loss 0.5127807855606079
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6925252874692281 Epoch 0: val loss 0.6820346713066101 Epoch 1: train loss 0.6443763838873969 Epoch 1: val loss 0.6889759302139282 Epoch 2: train loss 0.6219697528415256 Epoch 2: val loss 0.6911642551422119 Epoch 3: train loss 0.5922024448712667 Epoch 3: val loss 0.7006399631500244 Epoch 4: train loss 0.6034048663245307 Epoch 4: val loss 0.7083908319473267 Epoch 5: train loss 0.5615846978293525 Epoch 5: val loss 0.7041006088256836 Epoch 6: train loss 0.5628518362840017 Epoch 6: val loss 0.7111292481422424 Epoch 7: train loss 0.5633265177408854 Epoch 7: val loss 0.7167798280715942 Epoch 8: train loss 0.5557680295573341 Epoch 8: val loss 0.7111991047859192 Epoch 9: train loss 0.5399070315890842 Epoch 9: val loss 0.7149850726127625 Epoch 10: train loss 0.5432043506039513 Epoch 10: val loss 0.734542191028595 Epoch 11: train loss 0.5218011207050748 Epoch 11: val loss 0.7321215867996216 Epoch 12: train loss 0.5301747024059296 Epoch 12: val loss 0.7329478859901428 Epoch 13: train loss 0.5032769209808774 Epoch 13: val loss 0.7466773390769958 Epoch 14: train loss 0.505389842722151 Epoch 14: val loss 0.7378486394882202 Epoch 15: train loss 0.4685877031750149 Epoch 15: val loss 0.7454741597175598 Epoch 16: train loss 0.47801562812593246 Epoch 16: val loss 0.7766616940498352 Epoch 17: train loss 0.45020315382215714 Epoch 17: val loss 0.7810463905334473 Epoch 18: train loss 0.49010392361217076 Epoch 18: val loss 0.7865892052650452 Epoch 19: train loss 0.45582574274804855 Epoch 19: val loss 0.8186070919036865 Epoch 20: train loss 0.4574654897054036 Epoch 20: val loss 0.8317738175392151 Epoch 21: train loss 0.4358210000726912 Epoch 21: val loss 0.833730936050415 Epoch 22: train loss 0.4275534285439385 Epoch 22: val loss 0.8408046960830688 Epoch 23: train loss 0.426853295829561 Epoch 23: val loss 0.850350022315979 Epoch 24: train loss 0.43592508302794564 Epoch 24: val loss 0.8756436109542847
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6851326525211334 Epoch 0: val loss 0.6447539925575256 Epoch 1: train loss 0.6521466026703516 Epoch 1: val loss 0.632174551486969 Epoch 2: train loss 0.6304347316424052 Epoch 2: val loss 0.6258140206336975 Epoch 3: train loss 0.6094959651430448 Epoch 3: val loss 0.6256524324417114 Epoch 4: train loss 0.5922323241829872 Epoch 4: val loss 0.6195050477981567 Epoch 5: train loss 0.6070502450068792 Epoch 5: val loss 0.6076176166534424 Epoch 6: train loss 0.6023666709661484 Epoch 6: val loss 0.6095862984657288 Epoch 7: train loss 0.5757120251655579 Epoch 7: val loss 0.6054673194885254 Epoch 8: train loss 0.5804805085062981 Epoch 8: val loss 0.6088024973869324 Epoch 9: train loss 0.5325422758857409 Epoch 9: val loss 0.6219528913497925 Epoch 10: train loss 0.5408311833937963 Epoch 10: val loss 0.6050722002983093 Epoch 11: train loss 0.5467573429147402 Epoch 11: val loss 0.5914328694343567 Epoch 12: train loss 0.5224815383553505 Epoch 12: val loss 0.6191257834434509 Epoch 13: train loss 0.5313294976949692 Epoch 13: val loss 0.5989826321601868 Epoch 14: train loss 0.5290552601218224 Epoch 14: val loss 0.5945755243301392 Epoch 15: train loss 0.5258642683426539 Epoch 15: val loss 0.598835825920105 Epoch 16: train loss 0.4784414197007815 Epoch 16: val loss 0.593016505241394 Epoch 17: train loss 0.5101931815346082 Epoch 17: val loss 0.5886382460594177
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6499701380729676 Epoch 0: val loss 0.5995646119117737 Epoch 1: train loss 0.5309645384550095 Epoch 1: val loss 0.540678858757019 Epoch 2: train loss 0.45692949593067167 Epoch 2: val loss 0.4937136769294739 Epoch 3: train loss 0.39037660509347916 Epoch 3: val loss 0.4506779909133911 Epoch 4: train loss 0.39013405740261076 Epoch 4: val loss 0.4606950581073761 Epoch 5: train loss 0.40112890005111695 Epoch 5: val loss 0.4854092001914978 Epoch 6: train loss 0.3499766752123833 Epoch 6: val loss 0.49280303716659546 Epoch 7: train loss 0.3991793438792229 Epoch 7: val loss 0.4847204387187958 Epoch 8: train loss 0.34447719901800156 Epoch 8: val loss 0.5005590319633484 Epoch 9: train loss 0.36056860685348513 Epoch 9: val loss 0.483989953994751 Epoch 10: train loss 0.3477238118648529 Epoch 10: val loss 0.4876621663570404 Epoch 11: train loss 0.31544051617383956 Epoch 11: val loss 0.5148965716362 Epoch 12: train loss 0.31199723184108735 Epoch 12: val loss 0.5333139896392822 Epoch 13: train loss 0.34613611698150637 Epoch 13: val loss 0.5274724960327148 Epoch 14: train loss 0.3366911083459854 Epoch 14: val loss 0.5011863112449646 Epoch 15: train loss 0.30420970022678373 Epoch 15: val loss 0.5250307321548462 Epoch 16: train loss 0.3630569726228714 Epoch 16: val loss 0.5715962052345276 Epoch 17: train loss 0.2825253501534462 Epoch 17: val loss 0.5273776650428772 Epoch 18: train loss 0.29103172570466995 Epoch 18: val loss 0.5351122617721558 Epoch 19: train loss 0.2723283007740974 Epoch 19: val loss 0.5631800889968872 Epoch 20: train loss 0.278018094599247 Epoch 20: val loss 0.5838523507118225 Epoch 21: train loss 0.2857185244560242 Epoch 21: val loss 0.575050413608551 Epoch 22: train loss 0.2586925819516182 Epoch 22: val loss 0.5689942240715027 Epoch 23: train loss 0.2939872443675995 Epoch 23: val loss 0.5873324275016785 Epoch 24: train loss 0.2805734723806381 Epoch 24: val loss 0.5828306674957275
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6168868601322174 Epoch 0: val loss 0.5637703537940979 Epoch 1: train loss 0.49480997025966644 Epoch 1: val loss 0.4735412299633026 Epoch 2: train loss 0.4081143617630005 Epoch 2: val loss 0.4525872468948364 Epoch 3: train loss 0.3913819894194603 Epoch 3: val loss 0.4313645362854004 Epoch 4: train loss 0.3616754963994026 Epoch 4: val loss 0.4234219789505005 Epoch 5: train loss 0.3896332114934921 Epoch 5: val loss 0.4230619966983795 Epoch 6: train loss 0.3642054110765457 Epoch 6: val loss 0.4347722828388214 Epoch 7: train loss 0.42715162932872774 Epoch 7: val loss 0.42994120717048645 Epoch 8: train loss 0.34871363788843157 Epoch 8: val loss 0.4166959524154663 Epoch 9: train loss 0.353526271879673 Epoch 9: val loss 0.4255952537059784 Epoch 10: train loss 0.35288730561733245 Epoch 10: val loss 0.430856317281723 Epoch 11: train loss 0.3213972195982933 Epoch 11: val loss 0.4324526786804199 Epoch 12: train loss 0.37412625551223755 Epoch 12: val loss 0.42792659997940063 Epoch 13: train loss 0.3270846426486969 Epoch 13: val loss 0.42525964975357056 Epoch 14: train loss 0.35373384058475493 Epoch 14: val loss 0.4372284412384033 Epoch 15: train loss 0.3459698408842087 Epoch 15: val loss 0.4384041726589203 Epoch 16: train loss 0.3515217870473862 Epoch 16: val loss 0.4335983693599701 Epoch 17: train loss 0.2951560214161873 Epoch 17: val loss 0.4353206753730774 Epoch 18: train loss 0.32290009111166 Epoch 18: val loss 0.43360838294029236 Epoch 19: train loss 0.29136102348566056 Epoch 19: val loss 0.4352048337459564 Epoch 20: train loss 0.3204162359237671 Epoch 20: val loss 0.4457601010799408 Epoch 21: train loss 0.2942630171775818 Epoch 21: val loss 0.4423198401927948 Epoch 22: train loss 0.2894654363393784 Epoch 22: val loss 0.4394035041332245 Epoch 23: train loss 0.27586789727211 Epoch 23: val loss 0.4500012695789337 Epoch 24: train loss 0.3109006330370903 Epoch 24: val loss 0.4484598934650421
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6294258773326874 Epoch 0: val loss 0.5729037523269653 Epoch 1: train loss 0.5307696461677551 Epoch 1: val loss 0.4977129399776459 Epoch 2: train loss 0.4280018895864487 Epoch 2: val loss 0.45242342352867126 Epoch 3: train loss 0.43457564413547517 Epoch 3: val loss 0.43024665117263794 Epoch 4: train loss 0.4384976506233215 Epoch 4: val loss 0.42637449502944946 Epoch 5: train loss 0.3991986930370331 Epoch 5: val loss 0.424287348985672 Epoch 6: train loss 0.37360313907265663 Epoch 6: val loss 0.42710191011428833 Epoch 7: train loss 0.3635487660765648 Epoch 7: val loss 0.4298267662525177 Epoch 8: train loss 0.34614275097846986 Epoch 8: val loss 0.4285029470920563 Epoch 9: train loss 0.38056057691574097 Epoch 9: val loss 0.4309786260128021 Epoch 10: train loss 0.3451366640627384 Epoch 10: val loss 0.4367895722389221 Epoch 11: train loss 0.34929381757974626 Epoch 11: val loss 0.4405277669429779 Epoch 12: train loss 0.36368994861841203 Epoch 12: val loss 0.45154476165771484 Epoch 13: train loss 0.3440811261534691 Epoch 13: val loss 0.4474983513355255 Epoch 14: train loss 0.32306702584028246 Epoch 14: val loss 0.45680493116378784 Epoch 15: train loss 0.3201616331934929 Epoch 15: val loss 0.464169442653656 Epoch 16: train loss 0.33892094567418096 Epoch 16: val loss 0.45975199341773987 Epoch 17: train loss 0.3223854392766953 Epoch 17: val loss 0.4581603705883026 Epoch 18: train loss 0.29350047186017036 Epoch 18: val loss 0.4515201151371002 Epoch 19: train loss 0.3036345258355141 Epoch 19: val loss 0.4665589928627014 Epoch 20: train loss 0.41636691242456436 Epoch 20: val loss 0.47738832235336304 Epoch 21: train loss 0.3239004522562027 Epoch 21: val loss 0.5072768330574036 Epoch 22: train loss 0.3127038083970547 Epoch 22: val loss 0.47716912627220154 Epoch 23: train loss 0.3261308282613754 Epoch 23: val loss 0.45360246300697327 Epoch 24: train loss 0.3177007302641869 Epoch 24: val loss 0.4809475839138031
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6467766314744949 Epoch 0: val loss 0.5611778497695923 Epoch 1: train loss 0.5160381406545639 Epoch 1: val loss 0.48511481285095215 Epoch 2: train loss 0.4361052721738815 Epoch 2: val loss 0.44350725412368774 Epoch 3: train loss 0.4354028642177582 Epoch 3: val loss 0.4295150637626648 Epoch 4: train loss 0.4231674373149872 Epoch 4: val loss 0.4271247982978821 Epoch 5: train loss 0.40502963960170746 Epoch 5: val loss 0.42607083916664124 Epoch 6: train loss 0.38982590287923813 Epoch 6: val loss 0.4071255624294281 Epoch 7: train loss 0.3912133857607841 Epoch 7: val loss 0.412092387676239 Epoch 8: train loss 0.4316537380218506 Epoch 8: val loss 0.4179252088069916 Epoch 9: train loss 0.35096013844013213 Epoch 9: val loss 0.4134693443775177 Epoch 10: train loss 0.4017265424132347 Epoch 10: val loss 0.4193539321422577 Epoch 11: train loss 0.36551653146743773 Epoch 11: val loss 0.4274768531322479 Epoch 12: train loss 0.3457348823547363 Epoch 12: val loss 0.42721566557884216 Epoch 13: train loss 0.34568137526512144 Epoch 13: val loss 0.4246206283569336 Epoch 14: train loss 0.35564883053302765 Epoch 14: val loss 0.43748998641967773 Epoch 15: train loss 0.3568491116166115 Epoch 15: val loss 0.4388413429260254 Epoch 16: train loss 0.31812198758125304 Epoch 16: val loss 0.4392268657684326 Epoch 17: train loss 0.33969913721084594 Epoch 17: val loss 0.4375455677509308 Epoch 18: train loss 0.3317090332508087 Epoch 18: val loss 0.43476298451423645 Epoch 19: train loss 0.3244464784860611 Epoch 19: val loss 0.4344540536403656 Epoch 20: train loss 0.3557213723659515 Epoch 20: val loss 0.4393641948699951 Epoch 21: train loss 0.3046777963638306 Epoch 21: val loss 0.44363242387771606 Epoch 22: train loss 0.34195671081542967 Epoch 22: val loss 0.45317184925079346 Epoch 23: train loss 0.3105822876095772 Epoch 23: val loss 0.4706307351589203 Epoch 24: train loss 0.3101163163781166 Epoch 24: val loss 0.4648700952529907
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6513316768866318 Epoch 0: val loss 0.5766100883483887 Epoch 1: train loss 0.5182667970657349 Epoch 1: val loss 0.47919172048568726 Epoch 2: train loss 0.42666576688106245 Epoch 2: val loss 0.4409441351890564 Epoch 3: train loss 0.4367059262899252 Epoch 3: val loss 0.46161794662475586 Epoch 4: train loss 0.3902401855358711 Epoch 4: val loss 0.46582552790641785
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6826238957318392 Epoch 0: val loss 0.6490362286567688 Epoch 1: train loss 0.6462362950498407 Epoch 1: val loss 0.6096603274345398 Epoch 2: train loss 0.6053605621511285 Epoch 2: val loss 0.5937645435333252 Epoch 3: train loss 0.585906754840504 Epoch 3: val loss 0.5625771880149841 Epoch 4: train loss 0.5698426880619742 Epoch 4: val loss 0.5561955571174622 Epoch 5: train loss 0.5519704547795382 Epoch 5: val loss 0.5446969270706177 Epoch 6: train loss 0.5489148280837319 Epoch 6: val loss 0.544338583946228 Epoch 7: train loss 0.5277890833941373 Epoch 7: val loss 0.5453569293022156 Epoch 8: train loss 0.5155068906870756 Epoch 8: val loss 0.5337554216384888 Epoch 9: train loss 0.49415191466158087 Epoch 9: val loss 0.5386552810668945 Epoch 10: train loss 0.5011788687922738 Epoch 10: val loss 0.5254316329956055 Epoch 11: train loss 0.4854370084675876 Epoch 11: val loss 0.5222805142402649 Epoch 12: train loss 0.4594383862885562 Epoch 12: val loss 0.5150481462478638 Epoch 13: train loss 0.45113949884067883 Epoch 13: val loss 0.5127233266830444 Epoch 14: train loss 0.49981608715924347 Epoch 14: val loss 0.5063256025314331 Epoch 15: train loss 0.42880114100196143 Epoch 15: val loss 0.512910783290863 Epoch 16: train loss 0.4531078446995128 Epoch 16: val loss 0.5091398358345032 Epoch 17: train loss 0.4335448525168679 Epoch 17: val loss 0.5021073818206787 Epoch 18: train loss 0.4196673712947152 Epoch 18: val loss 0.5040656924247742 Epoch 19: train loss 0.41254989125511865 Epoch 19: val loss 0.4999960958957672 Epoch 20: train loss 0.40075434067032556 Epoch 20: val loss 0.5088391304016113 Epoch 21: train loss 0.38877705281431024 Epoch 21: val loss 0.5114045739173889 Epoch 22: train loss 0.387453249909661 Epoch 22: val loss 0.5084944367408752 Epoch 23: train loss 0.3787030658938668 Epoch 23: val loss 0.49767374992370605 Epoch 24: train loss 0.3646418181332675 Epoch 24: val loss 0.5152397155761719
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6768343611197039 Epoch 0: val loss 0.6693076491355896 Epoch 1: train loss 0.6410328800028021 Epoch 1: val loss 0.6466730833053589 Epoch 2: train loss 0.6188031299547716 Epoch 2: val loss 0.6339167952537537 Epoch 3: train loss 0.5926050652157177 Epoch 3: val loss 0.6281179785728455 Epoch 4: train loss 0.5819626504724676 Epoch 4: val loss 0.6261512041091919 Epoch 5: train loss 0.5660215643319216 Epoch 5: val loss 0.6384196281433105 Epoch 6: train loss 0.5569991659034382 Epoch 6: val loss 0.6477908492088318 Epoch 7: train loss 0.53367034684528 Epoch 7: val loss 0.6468490362167358 Epoch 8: train loss 0.530753726308996 Epoch 8: val loss 0.6522132158279419 Epoch 9: train loss 0.5277951522306963 Epoch 9: val loss 0.643577516078949 Epoch 10: train loss 0.5004218491640958 Epoch 10: val loss 0.6495168805122375 Epoch 11: train loss 0.5081308348612352 Epoch 11: val loss 0.656244695186615 Epoch 12: train loss 0.49155906384641473 Epoch 12: val loss 0.6348530054092407 Epoch 13: train loss 0.46519912643866107 Epoch 13: val loss 0.6376101970672607 Epoch 14: train loss 0.4612224129113284 Epoch 14: val loss 0.6369532346725464 Epoch 15: train loss 0.46582845937121997 Epoch 15: val loss 0.6486326456069946 Epoch 16: train loss 0.4260621802373366 Epoch 16: val loss 0.6364201903343201 Epoch 17: train loss 0.44439529559829016 Epoch 17: val loss 0.6391940116882324 Epoch 18: train loss 0.40664407339963043 Epoch 18: val loss 0.6382478475570679 Epoch 19: train loss 0.381472341038964 Epoch 19: val loss 0.6548182368278503 Epoch 20: train loss 0.40142127058722754 Epoch 20: val loss 0.6457385420799255 Epoch 21: train loss 0.3837645568630912 Epoch 21: val loss 0.6602907776832581 Epoch 22: train loss 0.3960499248721383 Epoch 22: val loss 0.6500934362411499 Epoch 23: train loss 0.3790025927803733 Epoch 23: val loss 0.6733958125114441 Epoch 24: train loss 0.3596618446436795 Epoch 24: val loss 0.6758711338043213
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6796337853778492 Epoch 0: val loss 0.6708189249038696 Epoch 1: train loss 0.6355769688432867 Epoch 1: val loss 0.6589375138282776 Epoch 2: train loss 0.6082831079309637 Epoch 2: val loss 0.6435288190841675 Epoch 3: train loss 0.6136674176562916 Epoch 3: val loss 0.6291754245758057 Epoch 4: train loss 0.5837771215222098 Epoch 4: val loss 0.6226012110710144 Epoch 5: train loss 0.5733210363171317 Epoch 5: val loss 0.6098437309265137 Epoch 6: train loss 0.5439235920255835 Epoch 6: val loss 0.6032004356384277 Epoch 7: train loss 0.5366586934436451 Epoch 7: val loss 0.5984857082366943 Epoch 8: train loss 0.5303005765784871 Epoch 8: val loss 0.58700031042099 Epoch 9: train loss 0.5410317209633914 Epoch 9: val loss 0.5844382643699646 Epoch 10: train loss 0.4977208105000583 Epoch 10: val loss 0.5827564597129822 Epoch 11: train loss 0.49164634943008423 Epoch 11: val loss 0.5705131888389587 Epoch 12: train loss 0.4840092821554704 Epoch 12: val loss 0.5652270317077637 Epoch 13: train loss 0.487708798863671 Epoch 13: val loss 0.5697677731513977 Epoch 14: train loss 0.46590778502550995 Epoch 14: val loss 0.5605632066726685 Epoch 15: train loss 0.4482130137356845 Epoch 15: val loss 0.5597419142723083 Epoch 16: train loss 0.4553988061167977 Epoch 16: val loss 0.5507413744926453 Epoch 17: train loss 0.43396747383204376 Epoch 17: val loss 0.5483920574188232 Epoch 18: train loss 0.39206500215963885 Epoch 18: val loss 0.5407487154006958 Epoch 19: train loss 0.40673576159910724 Epoch 19: val loss 0.5684159398078918 Epoch 20: train loss 0.42461216178807343 Epoch 20: val loss 0.5645714402198792 Epoch 21: train loss 0.4138167012821544 Epoch 21: val loss 0.5872988104820251 Epoch 22: train loss 0.37661201574585657 Epoch 22: val loss 0.5702107548713684 Epoch 23: train loss 0.3728139102458954 Epoch 23: val loss 0.5874496698379517 Epoch 24: train loss 0.389335190707987 Epoch 24: val loss 0.5685743689537048
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6818741072307933 Epoch 0: val loss 0.6839643120765686 Epoch 1: train loss 0.6408433318138123 Epoch 1: val loss 0.6866201758384705 Epoch 2: train loss 0.6344335079193115 Epoch 2: val loss 0.6682785153388977 Epoch 3: train loss 0.6015133207494562 Epoch 3: val loss 0.6637265682220459 Epoch 4: train loss 0.5894002643498507 Epoch 4: val loss 0.6463869214057922 Epoch 5: train loss 0.5845592455430464 Epoch 5: val loss 0.6433303356170654 Epoch 6: train loss 0.5756867798891935 Epoch 6: val loss 0.6374630928039551 Epoch 7: train loss 0.5628182373263619 Epoch 7: val loss 0.6369035840034485 Epoch 8: train loss 0.5545898513360457 Epoch 8: val loss 0.6439937353134155 Epoch 9: train loss 0.5286618254401467 Epoch 9: val loss 0.6279926896095276 Epoch 10: train loss 0.5321051315827803 Epoch 10: val loss 0.6272348165512085 Epoch 11: train loss 0.516427067193118 Epoch 11: val loss 0.6330474615097046 Epoch 12: train loss 0.4992597292770039 Epoch 12: val loss 0.609818696975708 Epoch 13: train loss 0.5063930506056006 Epoch 13: val loss 0.5904980897903442 Epoch 14: train loss 0.47521070729602466 Epoch 14: val loss 0.6104120016098022 Epoch 15: train loss 0.4594224420460788 Epoch 15: val loss 0.6005455255508423 Epoch 16: train loss 0.45987461371855304 Epoch 16: val loss 0.5979578495025635 Epoch 17: train loss 0.44224108349193225 Epoch 17: val loss 0.5899583697319031 Epoch 18: train loss 0.4235131523825906 Epoch 18: val loss 0.5875154137611389 Epoch 19: train loss 0.4180273034355857 Epoch 19: val loss 0.5846871733665466 Epoch 20: train loss 0.4167048145424236 Epoch 20: val loss 0.5692957639694214 Epoch 21: train loss 0.3917176262898879 Epoch 21: val loss 0.5872467160224915 Epoch 22: train loss 0.38636588237502356 Epoch 22: val loss 0.5946398377418518 Epoch 23: train loss 0.3586253686384721 Epoch 23: val loss 0.5919032096862793 Epoch 24: train loss 0.40181200070814654 Epoch 24: val loss 0.6251600384712219
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6923031290372212 Epoch 0: val loss 0.6614385843276978 Epoch 1: train loss 0.642214588324229 Epoch 1: val loss 0.6436604261398315 Epoch 2: train loss 0.6268122673034668 Epoch 2: val loss 0.6338761448860168 Epoch 3: train loss 0.5951996485392252 Epoch 3: val loss 0.6217845678329468 Epoch 4: train loss 0.5926420251528423 Epoch 4: val loss 0.6120724678039551 Epoch 5: train loss 0.588622635602951 Epoch 5: val loss 0.6016827821731567 Epoch 6: train loss 0.5749470094839731 Epoch 6: val loss 0.5919266939163208 Epoch 7: train loss 0.5579846878846486 Epoch 7: val loss 0.5860970616340637 Epoch 8: train loss 0.5551625033219655 Epoch 8: val loss 0.5742456912994385 Epoch 9: train loss 0.534625401099523 Epoch 9: val loss 0.5721519589424133 Epoch 10: train loss 0.5342509647210439 Epoch 10: val loss 0.560705304145813 Epoch 11: train loss 0.49109352231025694 Epoch 11: val loss 0.5503371953964233 Epoch 12: train loss 0.4915137092272441 Epoch 12: val loss 0.5496314167976379 Epoch 13: train loss 0.46493818958600364 Epoch 13: val loss 0.5430514216423035 Epoch 14: train loss 0.4898283878962199 Epoch 14: val loss 0.5325419306755066 Epoch 15: train loss 0.4776825447877248 Epoch 15: val loss 0.5341498851776123 Epoch 16: train loss 0.43336024284362795 Epoch 16: val loss 0.5347797870635986 Epoch 17: train loss 0.43648343086242675 Epoch 17: val loss 0.5446932315826416 Epoch 18: train loss 0.41355346838633217 Epoch 18: val loss 0.5315211415290833 Epoch 19: train loss 0.4050279498100281 Epoch 19: val loss 0.5406718254089355 Epoch 20: train loss 0.40738784670829775 Epoch 20: val loss 0.5312574505805969
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7029588172833124 Epoch 0: val loss 0.677653968334198 Epoch 1: train loss 0.6692670633395513 Epoch 1: val loss 0.6544320583343506 Epoch 2: train loss 0.6376427362362543 Epoch 2: val loss 0.6376284956932068 Epoch 3: train loss 0.6322068174680074 Epoch 3: val loss 0.6279475092887878 Epoch 4: train loss 0.5961025009552637 Epoch 4: val loss 0.6141360998153687 Epoch 5: train loss 0.5957350333531698 Epoch 5: val loss 0.6057096719741821 Epoch 6: train loss 0.5894095748662949 Epoch 6: val loss 0.6013261079788208 Epoch 7: train loss 0.5807636678218842 Epoch 7: val loss 0.6027018427848816 Epoch 8: train loss 0.5528990278641382 Epoch 8: val loss 0.6045535802841187 Epoch 9: train loss 0.5503351589043936 Epoch 9: val loss 0.598236083984375 Epoch 10: train loss 0.5438995088140169 Epoch 10: val loss 0.6005154848098755 Epoch 11: train loss 0.5276820063591003 Epoch 11: val loss 0.5972656607627869 Epoch 12: train loss 0.5088448797663053 Epoch 12: val loss 0.5972018241882324 Epoch 13: train loss 0.49502873917420703 Epoch 13: val loss 0.5953483581542969 Epoch 14: train loss 0.48383678247531253 Epoch 14: val loss 0.5891544818878174 Epoch 15: train loss 0.49682394166787464 Epoch 15: val loss 0.5938317179679871 Epoch 16: train loss 0.4646507402261098 Epoch 16: val loss 0.5899688005447388 Epoch 17: train loss 0.47510600835084915 Epoch 17: val loss 0.6001195311546326 Epoch 18: train loss 0.467348317305247 Epoch 18: val loss 0.5849253535270691 Epoch 19: train loss 0.47615063190460205 Epoch 19: val loss 0.586168110370636 Epoch 20: train loss 0.4566119660933812 Epoch 20: val loss 0.5909912586212158 Epoch 21: train loss 0.4589454804857572 Epoch 21: val loss 0.585608959197998 Epoch 22: train loss 0.44978276391824085 Epoch 22: val loss 0.5962066054344177 Epoch 23: train loss 0.435977208117644 Epoch 23: val loss 0.5930330157279968 Epoch 24: train loss 0.4473469282190005 Epoch 24: val loss 0.5985190868377686
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6999962031841278 Epoch 0: val loss 0.6733188033103943 Epoch 1: train loss 0.6692003260056177 Epoch 1: val loss 0.657794177532196 Epoch 2: train loss 0.635883296529452 Epoch 2: val loss 0.6423969864845276 Epoch 3: train loss 0.6079619030157725 Epoch 3: val loss 0.6308042407035828 Epoch 4: train loss 0.5995008995135626 Epoch 4: val loss 0.6256262063980103 Epoch 5: train loss 0.5743755772709846 Epoch 5: val loss 0.617786169052124 Epoch 6: train loss 0.56899543851614 Epoch 6: val loss 0.618691623210907 Epoch 7: train loss 0.5445070837934812 Epoch 7: val loss 0.6100773215293884 Epoch 8: train loss 0.5291300689180692 Epoch 8: val loss 0.6128804683685303 Epoch 9: train loss 0.5134842942158381 Epoch 9: val loss 0.6144363880157471 Epoch 10: train loss 0.5349784096082052 Epoch 10: val loss 0.6154249310493469 Epoch 11: train loss 0.5002009073893229 Epoch 11: val loss 0.6147123575210571 Epoch 12: train loss 0.5081770271062851 Epoch 12: val loss 0.6148197054862976 Epoch 13: train loss 0.5088757996757826 Epoch 13: val loss 0.614752471446991 Epoch 14: train loss 0.5107003202040991 Epoch 14: val loss 0.6280985474586487 Epoch 15: train loss 0.49869900941848755 Epoch 15: val loss 0.6312031745910645 Epoch 16: train loss 0.49064119905233383 Epoch 16: val loss 0.6235777735710144 Epoch 17: train loss 0.47162465502818424 Epoch 17: val loss 0.611304521560669 Epoch 18: train loss 0.4530424276987712 Epoch 18: val loss 0.6128751635551453 Epoch 19: train loss 0.44944122682015103 Epoch 19: val loss 0.6230806112289429 Epoch 20: train loss 0.43520962943633396 Epoch 20: val loss 0.624255895614624 Epoch 21: train loss 0.44573090225458145 Epoch 21: val loss 0.6140824556350708 Epoch 22: train loss 0.44155169526735943 Epoch 22: val loss 0.6232684850692749 Epoch 23: train loss 0.4193185220162074 Epoch 23: val loss 0.6353152990341187 Epoch 24: train loss 0.43782606224219006 Epoch 24: val loss 0.6364639401435852
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6869478523731232 Epoch 0: val loss 0.6809823513031006 Epoch 1: train loss 0.6495768477519354 Epoch 1: val loss 0.6589798927307129 Epoch 2: train loss 0.6362971216440201 Epoch 2: val loss 0.6364169716835022 Epoch 3: train loss 0.5851524621248245 Epoch 3: val loss 0.6237021684646606 Epoch 4: train loss 0.591311847170194 Epoch 4: val loss 0.5928078293800354 Epoch 5: train loss 0.5796674912174543 Epoch 5: val loss 0.5838682055473328 Epoch 6: train loss 0.5448650817076365 Epoch 6: val loss 0.5814455151557922 Epoch 7: train loss 0.5644541482130686 Epoch 7: val loss 0.5792966485023499 Epoch 8: train loss 0.5273835857709249 Epoch 8: val loss 0.564814031124115 Epoch 9: train loss 0.5386640702684721 Epoch 9: val loss 0.5826388597488403 Epoch 10: train loss 0.5185879990458488 Epoch 10: val loss 0.5739637613296509 Epoch 11: train loss 0.49496810634930927 Epoch 11: val loss 0.5696287751197815 Epoch 12: train loss 0.5072614923119545 Epoch 12: val loss 0.582118809223175 Epoch 13: train loss 0.4944055105249087 Epoch 13: val loss 0.5701441764831543 Epoch 14: train loss 0.4654026577870051 Epoch 14: val loss 0.5661909580230713 Epoch 15: train loss 0.49731147289276123 Epoch 15: val loss 0.5821794867515564 Epoch 16: train loss 0.4707748393217723 Epoch 16: val loss 0.5835081934928894 Epoch 17: train loss 0.4446510449051857 Epoch 17: val loss 0.5940175652503967 Epoch 18: train loss 0.47275415311257046 Epoch 18: val loss 0.6002820730209351 Epoch 19: train loss 0.4377060855428378 Epoch 19: val loss 0.5943589806556702 Epoch 20: train loss 0.43414785464604694 Epoch 20: val loss 0.59779292345047 Epoch 21: train loss 0.41486700003345806 Epoch 21: val loss 0.6080273985862732 Epoch 22: train loss 0.42757147550582886 Epoch 22: val loss 0.5926703214645386 Epoch 23: train loss 0.40257826695839566 Epoch 23: val loss 0.6144180297851562 Epoch 24: train loss 0.39973440021276474 Epoch 24: val loss 0.6293310523033142
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700925370057424 Epoch 0: val loss 0.6877699494361877 Epoch 1: train loss 0.6651441752910614 Epoch 1: val loss 0.6752374768257141 Epoch 2: train loss 0.6543934692939123 Epoch 2: val loss 0.665683388710022 Epoch 3: train loss 0.6292671958605448 Epoch 3: val loss 0.6520836353302002 Epoch 4: train loss 0.6186808596054713 Epoch 4: val loss 0.6431093215942383 Epoch 5: train loss 0.586563045779864 Epoch 5: val loss 0.6441167593002319 Epoch 6: train loss 0.592330127954483 Epoch 6: val loss 0.6338062286376953 Epoch 7: train loss 0.5709730113546053 Epoch 7: val loss 0.6280153393745422 Epoch 8: train loss 0.5667411213119825 Epoch 8: val loss 0.6263303160667419 Epoch 9: train loss 0.5418753201762835 Epoch 9: val loss 0.623188316822052 Epoch 10: train loss 0.5390436127781868 Epoch 10: val loss 0.6217400431632996 Epoch 11: train loss 0.5188557455937067 Epoch 11: val loss 0.6118916273117065 Epoch 12: train loss 0.5055752123395602 Epoch 12: val loss 0.6143168807029724 Epoch 13: train loss 0.4938712591926257 Epoch 13: val loss 0.5980158448219299 Epoch 14: train loss 0.5009221856792768 Epoch 14: val loss 0.6215532422065735 Epoch 15: train loss 0.4662322327494621 Epoch 15: val loss 0.6043757200241089 Epoch 16: train loss 0.4639717663327853 Epoch 16: val loss 0.6160802245140076 Epoch 17: train loss 0.46153679738442105 Epoch 17: val loss 0.6122750639915466 Epoch 18: train loss 0.4410093277692795 Epoch 18: val loss 0.6089691519737244 Epoch 19: train loss 0.4327097286780675 Epoch 19: val loss 0.6223730444908142 Epoch 20: train loss 0.4383489911754926 Epoch 20: val loss 0.6266146898269653 Epoch 21: train loss 0.4268027717868487 Epoch 21: val loss 0.6439365744590759 Epoch 22: train loss 0.4256424804528554 Epoch 22: val loss 0.6433144211769104 Epoch 23: train loss 0.4234233573079109 Epoch 23: val loss 0.6485522985458374 Epoch 24: train loss 0.3910291890303294 Epoch 24: val loss 0.642187237739563
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7098580561578274 Epoch 0: val loss 0.6885030269622803 Epoch 1: train loss 0.6752152219414711 Epoch 1: val loss 0.6744531989097595 Epoch 2: train loss 0.6651797033846378 Epoch 2: val loss 0.6621871590614319 Epoch 3: train loss 0.6315865777432919 Epoch 3: val loss 0.636420488357544 Epoch 4: train loss 0.6057254001498222 Epoch 4: val loss 0.6386568546295166 Epoch 5: train loss 0.5905463956296444 Epoch 5: val loss 0.5967891216278076 Epoch 6: train loss 0.5796503275632858 Epoch 6: val loss 0.589576244354248 Epoch 7: train loss 0.5513371750712395 Epoch 7: val loss 0.5861453413963318 Epoch 8: train loss 0.5537851005792618 Epoch 8: val loss 0.5939330458641052 Epoch 9: train loss 0.5525293182581663 Epoch 9: val loss 0.571026086807251 Epoch 10: train loss 0.5442924275994301 Epoch 10: val loss 0.5749619007110596 Epoch 11: train loss 0.5247101206332445 Epoch 11: val loss 0.5808081030845642 Epoch 12: train loss 0.5200987569987774 Epoch 12: val loss 0.569380521774292 Epoch 13: train loss 0.5092392582446337 Epoch 13: val loss 0.5772026181221008 Epoch 14: train loss 0.5290782917290926 Epoch 14: val loss 0.5664795637130737 Epoch 15: train loss 0.5061185415834188 Epoch 15: val loss 0.5558351874351501 Epoch 16: train loss 0.47827223874628544 Epoch 16: val loss 0.5632920861244202 Epoch 17: train loss 0.4822571072727442 Epoch 17: val loss 0.5598960518836975 Epoch 18: train loss 0.48348365537822247 Epoch 18: val loss 0.5784720182418823 Epoch 19: train loss 0.4695627763867378 Epoch 19: val loss 0.552323043346405 Epoch 20: train loss 0.4586856719106436 Epoch 20: val loss 0.5482789874076843
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7076348662376404 Epoch 0: val loss 0.6744528412818909 Epoch 1: train loss 0.6559922893842062 Epoch 1: val loss 0.6659814119338989 Epoch 2: train loss 0.6307317217191061 Epoch 2: val loss 0.6594570279121399 Epoch 3: train loss 0.6072729279597601 Epoch 3: val loss 0.6578267216682434 Epoch 4: train loss 0.6040995270013809 Epoch 4: val loss 0.6565719842910767 Epoch 5: train loss 0.5920044283072153 Epoch 5: val loss 0.6529815196990967 Epoch 6: train loss 0.5713607321182886 Epoch 6: val loss 0.6552237272262573 Epoch 7: train loss 0.5408885180950165 Epoch 7: val loss 0.6580889225006104 Epoch 8: train loss 0.5490912968913714 Epoch 8: val loss 0.6695334315299988 Epoch 9: train loss 0.54447174568971 Epoch 9: val loss 0.6814097762107849 Epoch 10: train loss 0.5338779936234156 Epoch 10: val loss 0.6865174770355225 Epoch 11: train loss 0.551915722588698 Epoch 11: val loss 0.6972483992576599 Epoch 12: train loss 0.528737815717856 Epoch 12: val loss 0.6843832731246948 Epoch 13: train loss 0.5297364095846812 Epoch 13: val loss 0.6920594573020935 Epoch 14: train loss 0.5003731548786163 Epoch 14: val loss 0.7073010802268982 Epoch 15: train loss 0.49551674475272495 Epoch 15: val loss 0.7271563410758972 Epoch 16: train loss 0.5127009774247805 Epoch 16: val loss 0.7160201668739319 Epoch 17: train loss 0.4877959017952283 Epoch 17: val loss 0.7190607786178589 Epoch 18: train loss 0.5014062374830246 Epoch 18: val loss 0.7249464988708496 Epoch 19: train loss 0.4950408140818278 Epoch 19: val loss 0.7407436966896057 Epoch 20: train loss 0.4943954224387805 Epoch 20: val loss 0.7170149087905884 Epoch 21: train loss 0.47101351122061413 Epoch 21: val loss 0.753146231174469 Epoch 22: train loss 0.4558138797680537 Epoch 22: val loss 0.740372896194458 Epoch 23: train loss 0.46733730286359787 Epoch 23: val loss 0.7338541746139526 Epoch 24: train loss 0.46570929636557895 Epoch 24: val loss 0.7545943260192871
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6783408721288046 Epoch 0: val loss 0.6835953593254089 Epoch 1: train loss 0.6658169875542322 Epoch 1: val loss 0.6619638800621033 Epoch 2: train loss 0.6551544517278671 Epoch 2: val loss 0.6609829068183899 Epoch 3: train loss 0.6338411172231039 Epoch 3: val loss 0.6579375267028809 Epoch 4: train loss 0.6272153953711191 Epoch 4: val loss 0.651068389415741 Epoch 5: train loss 0.6043381467461586 Epoch 5: val loss 0.6642893552780151 Epoch 6: train loss 0.6118274480104446 Epoch 6: val loss 0.6653344035148621 Epoch 7: train loss 0.599243183930715 Epoch 7: val loss 0.6456224322319031 Epoch 8: train loss 0.5778899118304253 Epoch 8: val loss 0.6714470386505127 Epoch 9: train loss 0.5897490133841833 Epoch 9: val loss 0.6743820309638977 Epoch 10: train loss 0.5857304458816847 Epoch 10: val loss 0.6652546525001526 Epoch 11: train loss 0.5725117921829224 Epoch 11: val loss 0.6636440753936768 Epoch 12: train loss 0.5807960306604704 Epoch 12: val loss 0.6700233817100525 Epoch 13: train loss 0.5704431807001432 Epoch 13: val loss 0.6607153415679932 Epoch 14: train loss 0.5508229658007622 Epoch 14: val loss 0.6726973652839661 Epoch 15: train loss 0.5629521980881691 Epoch 15: val loss 0.6866937279701233 Epoch 16: train loss 0.55374626070261 Epoch 16: val loss 0.6818686127662659 Epoch 17: train loss 0.5442461719115576 Epoch 17: val loss 0.6798107028007507 Epoch 18: train loss 0.5104433024923006 Epoch 18: val loss 0.6618198752403259 Epoch 19: train loss 0.5232480888565382 Epoch 19: val loss 0.6963503956794739 Epoch 20: train loss 0.5213836133480072 Epoch 20: val loss 0.6957669854164124 Epoch 21: train loss 0.5114788437883059 Epoch 21: val loss 0.6835423707962036 Epoch 22: train loss 0.49984875569740933 Epoch 22: val loss 0.7044246196746826 Epoch 23: train loss 0.4974785049756368 Epoch 23: val loss 0.6997448801994324 Epoch 24: train loss 0.47893091042836505 Epoch 24: val loss 0.7310145497322083
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.700208713610967 Epoch 0: val loss 0.6696664690971375 Epoch 1: train loss 0.6621263325214386 Epoch 1: val loss 0.6451579332351685 Epoch 2: train loss 0.6307285775740942 Epoch 2: val loss 0.6203247904777527 Epoch 3: train loss 0.6339227110147476 Epoch 3: val loss 0.6152877807617188 Epoch 4: train loss 0.6235205878814062 Epoch 4: val loss 0.603073000907898 Epoch 5: train loss 0.6037212312221527 Epoch 5: val loss 0.6017786264419556 Epoch 6: train loss 0.6046141485373179 Epoch 6: val loss 0.6082894802093506 Epoch 7: train loss 0.6033072918653488 Epoch 7: val loss 0.604263424873352 Epoch 8: train loss 0.5876331329345703 Epoch 8: val loss 0.5981239080429077 Epoch 9: train loss 0.59385463843743 Epoch 9: val loss 0.5934329628944397 Epoch 10: train loss 0.6033154229323069 Epoch 10: val loss 0.5993626713752747 Epoch 11: train loss 0.5784183889627457 Epoch 11: val loss 0.5960129499435425 Epoch 12: train loss 0.5773328294356664 Epoch 12: val loss 0.5924094319343567 Epoch 13: train loss 0.5514690279960632 Epoch 13: val loss 0.598166286945343 Epoch 14: train loss 0.5641739095250765 Epoch 14: val loss 0.6066376566886902 Epoch 15: train loss 0.5751929879188538 Epoch 15: val loss 0.6053076982498169 Epoch 16: train loss 0.5513151461879412 Epoch 16: val loss 0.6014561653137207 Epoch 17: train loss 0.5338132604956627 Epoch 17: val loss 0.6142028570175171 Epoch 18: train loss 0.5357509156068166 Epoch 18: val loss 0.6193567514419556 Epoch 19: train loss 0.5410062695542971 Epoch 19: val loss 0.6205514669418335 Epoch 20: train loss 0.526407815515995 Epoch 20: val loss 0.6187707185745239 Epoch 21: train loss 0.5247952217857043 Epoch 21: val loss 0.6173039674758911 Epoch 22: train loss 0.5182506640752157 Epoch 22: val loss 0.6208349466323853 Epoch 23: train loss 0.5083527490496635 Epoch 23: val loss 0.6161795258522034 Epoch 24: train loss 0.5164410869280497 Epoch 24: val loss 0.613125741481781
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6805960685014725 Epoch 0: val loss 0.6782379150390625 Epoch 1: train loss 0.6530222644408544 Epoch 1: val loss 0.6621494889259338 Epoch 2: train loss 0.6355271836121877 Epoch 2: val loss 0.6620047092437744 Epoch 3: train loss 0.6129046479860941 Epoch 3: val loss 0.6711777448654175 Epoch 4: train loss 0.6121048579613367 Epoch 4: val loss 0.6730501651763916 Epoch 5: train loss 0.6022466371456782 Epoch 5: val loss 0.6721547245979309 Epoch 6: train loss 0.5727200706799825 Epoch 6: val loss 0.6805177330970764 Epoch 7: train loss 0.5820338999231657 Epoch 7: val loss 0.6834610104560852 Epoch 8: train loss 0.5817292680342993 Epoch 8: val loss 0.6845553517341614 Epoch 9: train loss 0.5779246687889099 Epoch 9: val loss 0.6817468404769897 Epoch 10: train loss 0.5740787163376808 Epoch 10: val loss 0.6860048770904541 Epoch 11: train loss 0.5501591761906942 Epoch 11: val loss 0.6879923343658447 Epoch 12: train loss 0.5285872220993042 Epoch 12: val loss 0.6882719993591309 Epoch 13: train loss 0.5467716554800669 Epoch 13: val loss 0.6943176984786987 Epoch 14: train loss 0.528570701678594 Epoch 14: val loss 0.6914578676223755 Epoch 15: train loss 0.5324638858437538 Epoch 15: val loss 0.7088401913642883 Epoch 16: train loss 0.5161665752530098 Epoch 16: val loss 0.71404629945755 Epoch 17: train loss 0.5304065545399984 Epoch 17: val loss 0.7117879390716553 Epoch 18: train loss 0.5088604216774305 Epoch 18: val loss 0.7050225138664246 Epoch 19: train loss 0.5189997007449468 Epoch 19: val loss 0.7052972316741943 Epoch 20: train loss 0.5046012923121452 Epoch 20: val loss 0.7275133728981018 Epoch 21: train loss 0.5164416978756586 Epoch 21: val loss 0.7294510006904602 Epoch 22: train loss 0.48294471949338913 Epoch 22: val loss 0.723069965839386 Epoch 23: train loss 0.4976736903190613 Epoch 23: val loss 0.730451762676239 Epoch 24: train loss 0.48226061711708706 Epoch 24: val loss 0.7373990416526794
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7087225317955017 Epoch 0: val loss 0.6805818676948547 Epoch 1: train loss 0.6882899105548859 Epoch 1: val loss 0.678326427936554 Epoch 2: train loss 0.6590826772153378 Epoch 2: val loss 0.6735848188400269 Epoch 3: train loss 0.6296632252633572 Epoch 3: val loss 0.6622496247291565 Epoch 4: train loss 0.623909804970026 Epoch 4: val loss 0.6509916186332703 Epoch 5: train loss 0.6187477707862854 Epoch 5: val loss 0.6378294229507446 Epoch 6: train loss 0.6014590114355087 Epoch 6: val loss 0.6340337991714478
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6971906857057051 Epoch 0: val loss 0.6481834053993225 Epoch 1: train loss 0.6616938601840626 Epoch 1: val loss 0.6406656503677368 Epoch 2: train loss 0.6562648307193409 Epoch 2: val loss 0.6336118578910828 Epoch 3: train loss 0.6379230401732705 Epoch 3: val loss 0.6379112601280212 Epoch 4: train loss 0.6154709946025502 Epoch 4: val loss 0.6312389969825745 Epoch 5: train loss 0.6200962662696838 Epoch 5: val loss 0.6297041773796082 Epoch 6: train loss 0.6030969673937018 Epoch 6: val loss 0.6223580241203308 Epoch 7: train loss 0.5979253324595365 Epoch 7: val loss 0.6174501776695251 Epoch 8: train loss 0.5756789716807279 Epoch 8: val loss 0.6238495707511902 Epoch 9: train loss 0.564464189789512 Epoch 9: val loss 0.6151937246322632 Epoch 10: train loss 0.5460818978873166 Epoch 10: val loss 0.6249565482139587 Epoch 11: train loss 0.5200057327747345 Epoch 11: val loss 0.6261100769042969 Epoch 12: train loss 0.5235081585970792 Epoch 12: val loss 0.6169535517692566 Epoch 13: train loss 0.5100457912141626 Epoch 13: val loss 0.6483797430992126 Epoch 14: train loss 0.49420886960896576 Epoch 14: val loss 0.6508413553237915 Epoch 15: train loss 0.4775014167482203 Epoch 15: val loss 0.6424398422241211 Epoch 16: train loss 0.4755811799656261 Epoch 16: val loss 0.6408573389053345 Epoch 17: train loss 0.46290055730126123 Epoch 17: val loss 0.6376888155937195 Epoch 18: train loss 0.45285794951699 Epoch 18: val loss 0.6596845388412476 Epoch 19: train loss 0.4400670528411865 Epoch 19: val loss 0.6484536528587341 Epoch 20: train loss 0.4551248956810344 Epoch 20: val loss 0.6481461524963379 Epoch 21: train loss 0.4129183671691201 Epoch 21: val loss 0.6797167062759399 Epoch 22: train loss 0.42340011217377405 Epoch 22: val loss 0.6841527223587036 Epoch 23: train loss 0.40276534990830853 Epoch 23: val loss 0.6728907227516174 Epoch 24: train loss 0.41458694772286847 Epoch 24: val loss 0.6720941662788391
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6897020448337902 Epoch 0: val loss 0.7137488722801208 Epoch 1: train loss 0.6434764699502424 Epoch 1: val loss 0.7005721926689148 Epoch 2: train loss 0.638768033547835 Epoch 2: val loss 0.685232400894165 Epoch 3: train loss 0.6235604882240295 Epoch 3: val loss 0.6870578527450562 Epoch 4: train loss 0.6124482181939211 Epoch 4: val loss 0.6858400106430054 Epoch 5: train loss 0.6069880344650962 Epoch 5: val loss 0.6811704635620117 Epoch 6: train loss 0.6000665534626354 Epoch 6: val loss 0.6755660772323608 Epoch 7: train loss 0.602072228084911 Epoch 7: val loss 0.6816949844360352 Epoch 8: train loss 0.573265319520777 Epoch 8: val loss 0.6890137195587158 Epoch 9: train loss 0.5671419555490668 Epoch 9: val loss 0.6624730825424194 Epoch 10: train loss 0.5602150342681191 Epoch 10: val loss 0.6601834297180176 Epoch 11: train loss 0.5589691481807015 Epoch 11: val loss 0.6768444180488586 Epoch 12: train loss 0.5388083837249062 Epoch 12: val loss 0.673870861530304 Epoch 13: train loss 0.5246506577188318 Epoch 13: val loss 0.6913116574287415 Epoch 14: train loss 0.5017505342310126 Epoch 14: val loss 0.6500508189201355 Epoch 15: train loss 0.49310033971613104 Epoch 15: val loss 0.6888136863708496 Epoch 16: train loss 0.48607441782951355 Epoch 16: val loss 0.6429460048675537 Epoch 17: train loss 0.4903254590251229 Epoch 17: val loss 0.7134731411933899 Epoch 18: train loss 0.47946753285147925 Epoch 18: val loss 0.6658539175987244 Epoch 19: train loss 0.45675163106484845 Epoch 19: val loss 0.6919560432434082 Epoch 20: train loss 0.43257814374837006 Epoch 20: val loss 0.6774189472198486 Epoch 21: train loss 0.45564563978802075 Epoch 21: val loss 0.6766207814216614 Epoch 22: train loss 0.4047408970919522 Epoch 22: val loss 0.7255539894104004 Epoch 23: train loss 0.42944118922406976 Epoch 23: val loss 0.6726301312446594 Epoch 24: train loss 0.4109850905158303 Epoch 24: val loss 0.7178799510002136
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.692964331670241 Epoch 0: val loss 0.6768233180046082 Epoch 1: train loss 0.6568977995352312 Epoch 1: val loss 0.6741958856582642 Epoch 2: train loss 0.6358148726550016 Epoch 2: val loss 0.6754068732261658 Epoch 3: train loss 0.6251772371205416 Epoch 3: val loss 0.6876814365386963 Epoch 4: train loss 0.622421221299605 Epoch 4: val loss 0.6912618279457092 Epoch 5: train loss 0.5989163517951965 Epoch 5: val loss 0.6947563886642456 Epoch 6: train loss 0.5965023961934176 Epoch 6: val loss 0.699479341506958 Epoch 7: train loss 0.5801528990268707 Epoch 7: val loss 0.69673091173172 Epoch 8: train loss 0.5729785805398767 Epoch 8: val loss 0.7062112092971802 Epoch 9: train loss 0.5671564936637878 Epoch 9: val loss 0.6965851783752441 Epoch 10: train loss 0.5494112778793682 Epoch 10: val loss 0.7038706541061401 Epoch 11: train loss 0.5486388883807443 Epoch 11: val loss 0.7061874270439148 Epoch 12: train loss 0.5620407137003812 Epoch 12: val loss 0.7026436924934387 Epoch 13: train loss 0.5439513298598203 Epoch 13: val loss 0.7093974947929382 Epoch 14: train loss 0.526370108127594 Epoch 14: val loss 0.7219805717468262 Epoch 15: train loss 0.5336899676106193 Epoch 15: val loss 0.7273901104927063 Epoch 16: train loss 0.5188312395052477 Epoch 16: val loss 0.7306122183799744 Epoch 17: train loss 0.5016817369244315 Epoch 17: val loss 0.7263215184211731 Epoch 18: train loss 0.4883018027652394 Epoch 18: val loss 0.7409844398498535 Epoch 19: train loss 0.4670433727177707 Epoch 19: val loss 0.7417495250701904 Epoch 20: train loss 0.45995568416335364 Epoch 20: val loss 0.7600562572479248 Epoch 21: train loss 0.4818722632798282 Epoch 21: val loss 0.7712839245796204 Epoch 22: train loss 0.4630935679782521 Epoch 22: val loss 0.8052788972854614 Epoch 23: train loss 0.4674142734570937 Epoch 23: val loss 0.7592026591300964 Epoch 24: train loss 0.43202267451719806 Epoch 24: val loss 0.7479357719421387
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6970296447927301 Epoch 0: val loss 0.6789780259132385 Epoch 1: train loss 0.6621702150865034 Epoch 1: val loss 0.6636422872543335 Epoch 2: train loss 0.6531802361661737 Epoch 2: val loss 0.6562597751617432 Epoch 3: train loss 0.6203543543815613 Epoch 3: val loss 0.6560819745063782 Epoch 4: train loss 0.6302000880241394 Epoch 4: val loss 0.657252311706543 Epoch 5: train loss 0.6149010333147916 Epoch 5: val loss 0.666126012802124 Epoch 6: train loss 0.5959436107765544 Epoch 6: val loss 0.6707810163497925 Epoch 7: train loss 0.5943648056550459 Epoch 7: val loss 0.6701088547706604 Epoch 8: train loss 0.5988088737834584 Epoch 8: val loss 0.6730902194976807 Epoch 9: train loss 0.5760159031911329 Epoch 9: val loss 0.6678909659385681 Epoch 10: train loss 0.5643480257554487 Epoch 10: val loss 0.6621259450912476 Epoch 11: train loss 0.5662562007253821 Epoch 11: val loss 0.6641038060188293 Epoch 12: train loss 0.5431307608431036 Epoch 12: val loss 0.6722154021263123 Epoch 13: train loss 0.5494514649564569 Epoch 13: val loss 0.6583424210548401 Epoch 14: train loss 0.5391250008886511 Epoch 14: val loss 0.6629353165626526 Epoch 15: train loss 0.5303010940551758 Epoch 15: val loss 0.6593919992446899 Epoch 16: train loss 0.5043683052062988 Epoch 16: val loss 0.6555209159851074 Epoch 17: train loss 0.5234903151338751 Epoch 17: val loss 0.6677554845809937 Epoch 18: train loss 0.4976685887033289 Epoch 18: val loss 0.6537274122238159 Epoch 19: train loss 0.49990731477737427 Epoch 19: val loss 0.655217170715332 Epoch 20: train loss 0.46824802322821185 Epoch 20: val loss 0.6580367088317871 Epoch 21: train loss 0.46551667018370196 Epoch 21: val loss 0.6616154909133911 Epoch 22: train loss 0.4718958247791637 Epoch 22: val loss 0.6635650396347046 Epoch 23: train loss 0.4422519640489058 Epoch 23: val loss 0.668650209903717 Epoch 24: train loss 0.4544546820900657 Epoch 24: val loss 0.6621724367141724
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7092224677403768 Epoch 0: val loss 0.6991664171218872 Epoch 1: train loss 0.6808241049448649 Epoch 1: val loss 0.6820835471153259 Epoch 2: train loss 0.66921546459198 Epoch 2: val loss 0.679061770439148 Epoch 3: train loss 0.6503468513488769 Epoch 3: val loss 0.673617422580719 Epoch 4: train loss 0.6433344562848409 Epoch 4: val loss 0.6734328269958496 Epoch 5: train loss 0.6180248777071635 Epoch 5: val loss 0.6740958094596863 Epoch 6: train loss 0.6103608330090841 Epoch 6: val loss 0.6618781089782715 Epoch 7: train loss 0.6029667218526205 Epoch 7: val loss 0.6727321147918701 Epoch 8: train loss 0.5925560156504314 Epoch 8: val loss 0.6632702350616455 Epoch 9: train loss 0.5886044243971507 Epoch 9: val loss 0.6723536252975464 Epoch 10: train loss 0.5895328342914581 Epoch 10: val loss 0.6603285670280457 Epoch 11: train loss 0.5683014531930287 Epoch 11: val loss 0.6607713103294373 Epoch 12: train loss 0.5734745105107625 Epoch 12: val loss 0.6452961564064026 Epoch 13: train loss 0.5689457575480144 Epoch 13: val loss 0.650714099407196 Epoch 14: train loss 0.5517249564329784 Epoch 14: val loss 0.6431500911712646 Epoch 15: train loss 0.5452118972937267 Epoch 15: val loss 0.6424671411514282 Epoch 16: train loss 0.5624524096647898 Epoch 16: val loss 0.6275488138198853 Epoch 17: train loss 0.5291772365570069 Epoch 17: val loss 0.6294469833374023 Epoch 18: train loss 0.5138560990492503 Epoch 18: val loss 0.6094813942909241 Epoch 19: train loss 0.4967941661675771 Epoch 19: val loss 0.6276090741157532 Epoch 20: train loss 0.4936913808186849 Epoch 20: val loss 0.6206647157669067 Epoch 21: train loss 0.48890292247136435 Epoch 21: val loss 0.6494190692901611
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6979943009523245 Epoch 0: val loss 0.6720494627952576 Epoch 1: train loss 0.6554999443200918 Epoch 1: val loss 0.6574828028678894 Epoch 2: train loss 0.6580292995159442 Epoch 2: val loss 0.6406002044677734 Epoch 3: train loss 0.6381226502932035 Epoch 3: val loss 0.6393010020256042 Epoch 4: train loss 0.6159768333801856 Epoch 4: val loss 0.6385952234268188 Epoch 5: train loss 0.6118034766270564 Epoch 5: val loss 0.6350533962249756 Epoch 6: train loss 0.5966664048341604 Epoch 6: val loss 0.640343964099884 Epoch 7: train loss 0.5923823072360113 Epoch 7: val loss 0.6326537728309631 Epoch 8: train loss 0.5782577785161825 Epoch 8: val loss 0.6309334635734558 Epoch 9: train loss 0.5588871928361746 Epoch 9: val loss 0.6469048857688904 Epoch 10: train loss 0.5665094531499423 Epoch 10: val loss 0.6463316082954407 Epoch 11: train loss 0.5453859475942758 Epoch 11: val loss 0.65156090259552 Epoch 12: train loss 0.5550101468196282 Epoch 12: val loss 0.6556726098060608 Epoch 13: train loss 0.537359173481281 Epoch 13: val loss 0.657711923122406 Epoch 14: train loss 0.5272915248687451 Epoch 14: val loss 0.6604961156845093 Epoch 15: train loss 0.5144939239208515 Epoch 15: val loss 0.6625722050666809 Epoch 16: train loss 0.5280319864933307 Epoch 16: val loss 0.6717656850814819 Epoch 17: train loss 0.5171359594051654 Epoch 17: val loss 0.6799593567848206 Epoch 18: train loss 0.4889745276707869 Epoch 18: val loss 0.6878343224525452 Epoch 19: train loss 0.5008412897586823 Epoch 19: val loss 0.6815229058265686 Epoch 20: train loss 0.48917067967928374 Epoch 20: val loss 0.6833353638648987 Epoch 21: train loss 0.4888952305683723 Epoch 21: val loss 0.6956319212913513 Epoch 22: train loss 0.48816873935552746 Epoch 22: val loss 0.6993594765663147 Epoch 23: train loss 0.48131656875977147 Epoch 23: val loss 0.7032394409179688 Epoch 24: train loss 0.45047751527566177 Epoch 24: val loss 0.7091400623321533
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6870446296838614 Epoch 0: val loss 0.6703351140022278 Epoch 1: train loss 0.6620671153068542 Epoch 1: val loss 0.6617505550384521 Epoch 2: train loss 0.6417421194223257 Epoch 2: val loss 0.6477808356285095 Epoch 3: train loss 0.6243127446908218 Epoch 3: val loss 0.6405123472213745 Epoch 4: train loss 0.6254500425778903 Epoch 4: val loss 0.6346030831336975 Epoch 5: train loss 0.6041777707063235 Epoch 5: val loss 0.6374679803848267 Epoch 6: train loss 0.6026580058611356 Epoch 6: val loss 0.6326954364776611 Epoch 7: train loss 0.5800858781887934 Epoch 7: val loss 0.6324447989463806 Epoch 8: train loss 0.5652848917704362 Epoch 8: val loss 0.6228427290916443 Epoch 9: train loss 0.566313970547456 Epoch 9: val loss 0.6245890259742737 Epoch 10: train loss 0.5835687609819266 Epoch 10: val loss 0.6243535876274109 Epoch 11: train loss 0.547152232665282 Epoch 11: val loss 0.6283178925514221 Epoch 12: train loss 0.5430117089014787 Epoch 12: val loss 0.6265684962272644 Epoch 13: train loss 0.5458360016345978 Epoch 13: val loss 0.6216676831245422 Epoch 14: train loss 0.5252965986728668 Epoch 14: val loss 0.6179090738296509 Epoch 15: train loss 0.535536126448558 Epoch 15: val loss 0.6116988658905029 Epoch 16: train loss 0.53198297894918 Epoch 16: val loss 0.6191407442092896 Epoch 17: train loss 0.5183634001475114 Epoch 17: val loss 0.6342245936393738 Epoch 18: train loss 0.5008336787040417 Epoch 18: val loss 0.6241015791893005 Epoch 19: train loss 0.4951078204008249 Epoch 19: val loss 0.631280243396759 Epoch 20: train loss 0.4982022436765524 Epoch 20: val loss 0.6369699835777283 Epoch 21: train loss 0.479224294424057 Epoch 21: val loss 0.639229416847229 Epoch 22: train loss 0.4594520880625798 Epoch 22: val loss 0.6420761942863464 Epoch 23: train loss 0.455281152175023 Epoch 23: val loss 0.636212170124054 Epoch 24: train loss 0.4371585226975955 Epoch 24: val loss 0.6268901824951172
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6956867208847632 Epoch 0: val loss 0.6711663603782654 Epoch 1: train loss 0.6554807011897748 Epoch 1: val loss 0.6603642702102661 Epoch 2: train loss 0.6374713549247155 Epoch 2: val loss 0.6469296216964722 Epoch 3: train loss 0.6237442401739267 Epoch 3: val loss 0.6382922530174255 Epoch 4: train loss 0.6142238424374507 Epoch 4: val loss 0.6303853392601013 Epoch 5: train loss 0.6057656223957355 Epoch 5: val loss 0.6312240958213806 Epoch 6: train loss 0.5945219810192401 Epoch 6: val loss 0.6294868588447571 Epoch 7: train loss 0.5821413214390094 Epoch 7: val loss 0.6299347877502441 Epoch 8: train loss 0.5750993421444526 Epoch 8: val loss 0.6317710280418396 Epoch 9: train loss 0.5636356725142553 Epoch 9: val loss 0.6408933401107788 Epoch 10: train loss 0.5641432725466214 Epoch 10: val loss 0.6390057802200317 Epoch 11: train loss 0.5543752610683441 Epoch 11: val loss 0.6333890557289124 Epoch 12: train loss 0.5693068068761092 Epoch 12: val loss 0.6321052312850952 Epoch 13: train loss 0.55949523127996 Epoch 13: val loss 0.6319133639335632 Epoch 14: train loss 0.5405743145025693 Epoch 14: val loss 0.6290097236633301 Epoch 15: train loss 0.535843333372703 Epoch 15: val loss 0.6279141902923584 Epoch 16: train loss 0.5229481137715853 Epoch 16: val loss 0.6284502148628235 Epoch 17: train loss 0.5389725313736842 Epoch 17: val loss 0.6285670399665833 Epoch 18: train loss 0.5252412305428431 Epoch 18: val loss 0.6275866031646729 Epoch 19: train loss 0.5196919303673965 Epoch 19: val loss 0.6286695599555969 Epoch 20: train loss 0.5080572412564204 Epoch 20: val loss 0.6284999251365662 Epoch 21: train loss 0.5032007510845478 Epoch 21: val loss 0.6319844722747803 Epoch 22: train loss 0.5036774759109204 Epoch 22: val loss 0.6387807726860046 Epoch 23: train loss 0.4983188624565418 Epoch 23: val loss 0.6335468292236328 Epoch 24: train loss 0.495853080199315 Epoch 24: val loss 0.6282303333282471
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7006343098787161 Epoch 0: val loss 0.6855556964874268 Epoch 1: train loss 0.6657988108121432 Epoch 1: val loss 0.674932062625885 Epoch 2: train loss 0.6543797850608826 Epoch 2: val loss 0.6652380228042603 Epoch 3: train loss 0.6438464659910935 Epoch 3: val loss 0.6548896431922913 Epoch 4: train loss 0.6317650217276353 Epoch 4: val loss 0.6470986604690552 Epoch 5: train loss 0.6192381244439346 Epoch 5: val loss 0.6441261768341064 Epoch 6: train loss 0.6133982080679673 Epoch 6: val loss 0.6435176730155945 Epoch 7: train loss 0.6038857790140005 Epoch 7: val loss 0.6455683708190918 Epoch 8: train loss 0.5881439768351041 Epoch 8: val loss 0.6351926922798157 Epoch 9: train loss 0.5883601078620324 Epoch 9: val loss 0.6470100283622742 Epoch 10: train loss 0.5855621787217947 Epoch 10: val loss 0.6408082246780396 Epoch 11: train loss 0.5775801585270808 Epoch 11: val loss 0.6364695429801941 Epoch 12: train loss 0.5513478173659399 Epoch 12: val loss 0.6406755447387695 Epoch 13: train loss 0.5352541529215299 Epoch 13: val loss 0.6536966562271118 Epoch 14: train loss 0.5634881120461684 Epoch 14: val loss 0.6593154668807983 Epoch 15: train loss 0.5298308821824881 Epoch 15: val loss 0.6432564854621887 Epoch 16: train loss 0.5185554233881143 Epoch 16: val loss 0.6552367210388184 Epoch 17: train loss 0.5363985254214361 Epoch 17: val loss 0.6590183973312378 Epoch 18: train loss 0.5139430967661051 Epoch 18: val loss 0.6591306924819946 Epoch 19: train loss 0.49495095243820775 Epoch 19: val loss 0.6614580750465393 Epoch 20: train loss 0.5088656613459954 Epoch 20: val loss 0.6728764772415161 Epoch 21: train loss 0.5080918417527125 Epoch 21: val loss 0.6740499138832092 Epoch 22: train loss 0.468024512896171 Epoch 22: val loss 0.6641855835914612 Epoch 23: train loss 0.48671839558161223 Epoch 23: val loss 0.6780881285667419 Epoch 24: train loss 0.46024855742087734 Epoch 24: val loss 0.6708389520645142
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951246717396904 Epoch 0: val loss 0.6851797699928284 Epoch 1: train loss 0.6630566646071041 Epoch 1: val loss 0.673335611820221 Epoch 2: train loss 0.6366705298423767 Epoch 2: val loss 0.6778252720832825 Epoch 3: train loss 0.6340111774556777 Epoch 3: val loss 0.6678345799446106 Epoch 4: train loss 0.6130413395517013 Epoch 4: val loss 0.6618606448173523 Epoch 5: train loss 0.6125582351404077 Epoch 5: val loss 0.6670522689819336 Epoch 6: train loss 0.5998951862840092 Epoch 6: val loss 0.65973961353302 Epoch 7: train loss 0.5926304494633394 Epoch 7: val loss 0.6773340106010437 Epoch 8: train loss 0.5929765157839831 Epoch 8: val loss 0.6696621775627136 Epoch 9: train loss 0.5781600545434391 Epoch 9: val loss 0.6782735586166382 Epoch 10: train loss 0.5892449582324308 Epoch 10: val loss 0.6779141426086426 Epoch 11: train loss 0.5561229200924144 Epoch 11: val loss 0.6788957715034485 Epoch 12: train loss 0.5511814057826996 Epoch 12: val loss 0.6911860704421997 Epoch 13: train loss 0.5504520675715279 Epoch 13: val loss 0.6970691680908203 Epoch 14: train loss 0.5583879491862129 Epoch 14: val loss 0.6916175484657288 Epoch 15: train loss 0.5310830140815062 Epoch 15: val loss 0.6890369653701782 Epoch 16: train loss 0.5240990764954511 Epoch 16: val loss 0.6960176825523376 Epoch 17: train loss 0.5293872444068685 Epoch 17: val loss 0.6995788812637329 Epoch 18: train loss 0.5217650883338031 Epoch 18: val loss 0.6871582865715027
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6910101523001989 Epoch 0: val loss 0.6887616515159607 Epoch 1: train loss 0.6768658210833868 Epoch 1: val loss 0.6894379258155823 Epoch 2: train loss 0.6703147987524668 Epoch 2: val loss 0.6920138597488403 Epoch 3: train loss 0.6501246641079584 Epoch 3: val loss 0.6998444199562073 Epoch 4: train loss 0.6632024596134821 Epoch 4: val loss 0.7021424770355225 Epoch 5: train loss 0.6500652879476547 Epoch 5: val loss 0.7052078247070312 Epoch 6: train loss 0.6315245578686396 Epoch 6: val loss 0.7027702927589417 Epoch 7: train loss 0.633417159318924 Epoch 7: val loss 0.704970121383667 Epoch 8: train loss 0.6085646053155264 Epoch 8: val loss 0.6966386437416077 Epoch 9: train loss 0.618230864405632 Epoch 9: val loss 0.7042374014854431 Epoch 10: train loss 0.6075232153137525 Epoch 10: val loss 0.7048619985580444 Epoch 11: train loss 0.5914097925027212 Epoch 11: val loss 0.711070716381073 Epoch 12: train loss 0.5850657522678375 Epoch 12: val loss 0.7236320972442627 Epoch 13: train loss 0.5859398146470388 Epoch 13: val loss 0.7381978631019592 Epoch 14: train loss 0.594329630335172 Epoch 14: val loss 0.7364369034767151 Epoch 15: train loss 0.576840378344059 Epoch 15: val loss 0.7480398416519165 Epoch 16: train loss 0.5649586493770281 Epoch 16: val loss 0.7411965131759644 Epoch 17: train loss 0.5679086794455847 Epoch 17: val loss 0.7512891292572021 Epoch 18: train loss 0.5379032120108604 Epoch 18: val loss 0.7629154324531555 Epoch 19: train loss 0.5503112648924192 Epoch 19: val loss 0.7723297476768494 Epoch 20: train loss 0.5361078977584839 Epoch 20: val loss 0.7892836928367615 Epoch 21: train loss 0.5562631736199061 Epoch 21: val loss 0.7889655828475952 Epoch 22: train loss 0.5383728419740995 Epoch 22: val loss 0.7818172574043274 Epoch 23: train loss 0.5082626715302467 Epoch 23: val loss 0.7806052565574646 Epoch 24: train loss 0.5380536516507467 Epoch 24: val loss 0.7986711859703064
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.697721262772878 Epoch 0: val loss 0.7006615996360779 Epoch 1: train loss 0.6719903151194254 Epoch 1: val loss 0.7074829339981079 Epoch 2: train loss 0.6588620096445084 Epoch 2: val loss 0.70481938123703 Epoch 3: train loss 0.6469475676616033 Epoch 3: val loss 0.6966553926467896 Epoch 4: train loss 0.6376757274071375 Epoch 4: val loss 0.7035009860992432 Epoch 5: train loss 0.6289786249399185 Epoch 5: val loss 0.7059078812599182 Epoch 6: train loss 0.6301701863606771 Epoch 6: val loss 0.6989343762397766 Epoch 7: train loss 0.6296942333380381 Epoch 7: val loss 0.7006413340568542 Epoch 8: train loss 0.6028693864742914 Epoch 8: val loss 0.7092379927635193 Epoch 9: train loss 0.614499012629191 Epoch 9: val loss 0.7060890793800354 Epoch 10: train loss 0.6028383076190948 Epoch 10: val loss 0.7121200561523438 Epoch 11: train loss 0.5923584451278051 Epoch 11: val loss 0.7071287035942078 Epoch 12: train loss 0.5787239720424017 Epoch 12: val loss 0.707842230796814 Epoch 13: train loss 0.5837375720342001 Epoch 13: val loss 0.7107638120651245 Epoch 14: train loss 0.5589472825328509 Epoch 14: val loss 0.7111973166465759 Epoch 15: train loss 0.5614107102155685 Epoch 15: val loss 0.7187426686286926 Epoch 16: train loss 0.5588610370953878 Epoch 16: val loss 0.7423140406608582 Epoch 17: train loss 0.5415793135762215 Epoch 17: val loss 0.7369975447654724 Epoch 18: train loss 0.5466156030694643 Epoch 18: val loss 0.7323405742645264 Epoch 19: train loss 0.5345299368103346 Epoch 19: val loss 0.7576009035110474 Epoch 20: train loss 0.5290260563294092 Epoch 20: val loss 0.7595385909080505 Epoch 21: train loss 0.5119918584823608 Epoch 21: val loss 0.7540006637573242 Epoch 22: train loss 0.5258792663613955 Epoch 22: val loss 0.7599584460258484 Epoch 23: train loss 0.5171505063772202 Epoch 23: val loss 0.7856663465499878 Epoch 24: train loss 0.5181223650773367 Epoch 24: val loss 0.7767099142074585
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7010449121395746 Epoch 0: val loss 0.6754525303840637 Epoch 1: train loss 0.6692411949237188 Epoch 1: val loss 0.6697075963020325 Epoch 2: train loss 0.6689533740282059 Epoch 2: val loss 0.6642042398452759 Epoch 3: train loss 0.6461879362662634 Epoch 3: val loss 0.6705513000488281 Epoch 4: train loss 0.664415160814921 Epoch 4: val loss 0.6655693054199219 Epoch 5: train loss 0.647206316391627 Epoch 5: val loss 0.6613608002662659 Epoch 6: train loss 0.627215658624967 Epoch 6: val loss 0.6575524806976318 Epoch 7: train loss 0.6342972914377848 Epoch 7: val loss 0.6564719080924988 Epoch 8: train loss 0.6135651022195816 Epoch 8: val loss 0.6558778882026672 Epoch 9: train loss 0.6271570871273676 Epoch 9: val loss 0.6510947942733765 Epoch 10: train loss 0.606547569235166 Epoch 10: val loss 0.6447054743766785 Epoch 11: train loss 0.6094399243593216 Epoch 11: val loss 0.6514238715171814 Epoch 12: train loss 0.6085141400496165 Epoch 12: val loss 0.6524946689605713 Epoch 13: train loss 0.6107163975636164 Epoch 13: val loss 0.6524177193641663 Epoch 14: train loss 0.6038663884003957 Epoch 14: val loss 0.6471893191337585 Epoch 15: train loss 0.5982834696769714 Epoch 15: val loss 0.645658016204834 Epoch 16: train loss 0.580005057156086 Epoch 16: val loss 0.6443399786949158 Epoch 17: train loss 0.588488278289636 Epoch 17: val loss 0.6436343789100647 Epoch 18: train loss 0.5868528485298157 Epoch 18: val loss 0.6370900869369507 Epoch 19: train loss 0.5608501955866814 Epoch 19: val loss 0.6472826600074768 Epoch 20: train loss 0.5623884300390879 Epoch 20: val loss 0.6403392553329468 Epoch 21: train loss 0.5617746412754059 Epoch 21: val loss 0.6388429999351501 Epoch 22: train loss 0.5589874188105265 Epoch 22: val loss 0.6429122686386108 Epoch 23: train loss 0.5496620660026869 Epoch 23: val loss 0.6354090571403503 Epoch 24: train loss 0.5411102374394735 Epoch 24: val loss 0.6320651173591614
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930154810349146 Epoch 0: val loss 0.6993112564086914 Epoch 1: train loss 0.6746069391568502 Epoch 1: val loss 0.70270174741745 Epoch 2: train loss 0.6669802864392599 Epoch 2: val loss 0.7095416188240051 Epoch 3: train loss 0.6378675003846487 Epoch 3: val loss 0.7148430347442627 Epoch 4: train loss 0.6378462264935175 Epoch 4: val loss 0.7212405800819397 Epoch 5: train loss 0.6343314150969187 Epoch 5: val loss 0.721433699131012 Epoch 6: train loss 0.6135950783888499 Epoch 6: val loss 0.739197850227356 Epoch 7: train loss 0.6192635496457418 Epoch 7: val loss 0.7454949021339417 Epoch 8: train loss 0.6037031213442484 Epoch 8: val loss 0.7571319937705994 Epoch 9: train loss 0.6016002669930458 Epoch 9: val loss 0.7578327655792236 Epoch 10: train loss 0.5868855441610018 Epoch 10: val loss 0.760445237159729 Epoch 11: train loss 0.5784076104561487 Epoch 11: val loss 0.7695770263671875 Epoch 12: train loss 0.5725154106815656 Epoch 12: val loss 0.7776080369949341 Epoch 13: train loss 0.5837043821811676 Epoch 13: val loss 0.797473669052124 Epoch 14: train loss 0.5762412895758947 Epoch 14: val loss 0.7937746644020081 Epoch 15: train loss 0.5417379960417747 Epoch 15: val loss 0.8075334429740906 Epoch 16: train loss 0.5402986481785774 Epoch 16: val loss 0.814448356628418 Epoch 17: train loss 0.569189672668775 Epoch 17: val loss 0.7978289127349854 Epoch 18: train loss 0.5380983129143715 Epoch 18: val loss 0.8042092323303223 Epoch 19: train loss 0.5437985310951868 Epoch 19: val loss 0.8219876885414124 Epoch 20: train loss 0.5532269130150477 Epoch 20: val loss 0.807820737361908 Epoch 21: train loss 0.5353510851661364 Epoch 21: val loss 0.8061187267303467 Epoch 22: train loss 0.5043206512928009 Epoch 22: val loss 0.8443984389305115 Epoch 23: train loss 0.5450704743464788 Epoch 23: val loss 0.8215504288673401 Epoch 24: train loss 0.5116758023699125 Epoch 24: val loss 0.8253044486045837
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6998025663197041 Epoch 0: val loss 0.6723716855049133 Epoch 1: train loss 0.6882141046226025 Epoch 1: val loss 0.6708828210830688 Epoch 2: train loss 0.6738869175314903 Epoch 2: val loss 0.6645499467849731 Epoch 3: train loss 0.6690611690282822 Epoch 3: val loss 0.6662523746490479 Epoch 4: train loss 0.6434766314923763 Epoch 4: val loss 0.6632981896400452 Epoch 5: train loss 0.6471002362668514 Epoch 5: val loss 0.6628054976463318 Epoch 6: train loss 0.6514003425836563 Epoch 6: val loss 0.6697293519973755 Epoch 7: train loss 0.6301965340971947 Epoch 7: val loss 0.6704336404800415 Epoch 8: train loss 0.6345420442521572 Epoch 8: val loss 0.6702189445495605 Epoch 9: train loss 0.6302923895418644 Epoch 9: val loss 0.6759878993034363 Epoch 10: train loss 0.6191900484263897 Epoch 10: val loss 0.6710944175720215 Epoch 11: train loss 0.6252029091119766 Epoch 11: val loss 0.6855520606040955 Epoch 12: train loss 0.5968305394053459 Epoch 12: val loss 0.6778743267059326 Epoch 13: train loss 0.5955584105104208 Epoch 13: val loss 0.6810591816902161 Epoch 14: train loss 0.5766962394118309 Epoch 14: val loss 0.6917195320129395 Epoch 15: train loss 0.5725385081022978 Epoch 15: val loss 0.6856077909469604 Epoch 16: train loss 0.5850771944969893 Epoch 16: val loss 0.68636554479599
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
26 Epoch 0: train loss 0.6716610022953579 Epoch 0: val loss 0.6338167190551758 Epoch 1: train loss 0.6509488139833722 Epoch 1: val loss 0.6084287166595459 Epoch 2: train loss 0.5774471121174949 Epoch 2: val loss 0.5991868376731873 Epoch 3: train loss 0.5348874373095376 Epoch 3: val loss 0.5967702865600586 Epoch 4: train loss 0.530949877841132 Epoch 4: val loss 0.6002078056335449 Epoch 5: train loss 0.48718321323394775 Epoch 5: val loss 0.6057420969009399 Epoch 6: train loss 0.5623632286276136 Epoch 6: val loss 0.6139875650405884 Epoch 7: train loss 0.5208987763949803 Epoch 7: val loss 0.6194171905517578 Epoch 8: train loss 0.6051459056990487 Epoch 8: val loss 0.6236122250556946 Epoch 9: train loss 0.5393556697028024 Epoch 9: val loss 0.6234808564186096 Epoch 10: train loss 0.4882122150489262 Epoch 10: val loss 0.617721438407898 Epoch 11: train loss 0.4533390466656004 Epoch 11: val loss 0.615822970867157 Epoch 12: train loss 0.509313132081713 Epoch 12: val loss 0.6217180490493774 Epoch 13: train loss 0.4276528294597353 Epoch 13: val loss 0.6369151473045349 Epoch 14: train loss 0.44383722969463896 Epoch 14: val loss 0.6532332301139832 Epoch 15: train loss 0.42455961874553133 Epoch 15: val loss 0.6588606834411621 Epoch 16: train loss 0.43641034194401335 Epoch 16: val loss 0.6625981330871582 Epoch 17: train loss 0.44552378143583027 Epoch 17: val loss 0.6672044992446899 Epoch 18: train loss 0.4499338226658957 Epoch 18: val loss 0.6715682744979858 Epoch 19: train loss 0.43414378591946196 Epoch 19: val loss 0.6778693199157715 Epoch 20: train loss 0.3724584324019296 Epoch 20: val loss 0.6848866939544678 Epoch 21: train loss 0.4284289138657706 Epoch 21: val loss 0.6901907324790955 Epoch 22: train loss 0.38488068325178965 Epoch 22: val loss 0.7080104351043701 Epoch 23: train loss 0.3895497960703714 Epoch 23: val loss 0.725344717502594 Epoch 24: train loss 0.42578910078321186 Epoch 24: val loss 0.7443837523460388
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6636396731649127 Epoch 0: val loss 0.6389656662940979 Epoch 1: train loss 0.6059038639068604 Epoch 1: val loss 0.5911852717399597 Epoch 2: train loss 0.5492267906665802 Epoch 2: val loss 0.5744792222976685 Epoch 3: train loss 0.5823642313480377 Epoch 3: val loss 0.5722935199737549 Epoch 4: train loss 0.541616712297712 Epoch 4: val loss 0.5827130079269409 Epoch 5: train loss 0.5108427788530078 Epoch 5: val loss 0.5766565203666687 Epoch 6: train loss 0.4974903677191053 Epoch 6: val loss 0.5727328658103943 Epoch 7: train loss 0.5799640587397984 Epoch 7: val loss 0.5718185305595398 Epoch 8: train loss 0.5470073563711983 Epoch 8: val loss 0.5633411407470703 Epoch 9: train loss 0.5788267808301109 Epoch 9: val loss 0.5605840682983398 Epoch 10: train loss 0.5711438272680555 Epoch 10: val loss 0.5695390105247498 Epoch 11: train loss 0.581062023128782 Epoch 11: val loss 0.5863528847694397 Epoch 12: train loss 0.5128447711467743 Epoch 12: val loss 0.5772485136985779 Epoch 13: train loss 0.5363962692873818 Epoch 13: val loss 0.5636968612670898 Epoch 14: train loss 0.4727613159588405 Epoch 14: val loss 0.5723657608032227 Epoch 15: train loss 0.4742209443024227 Epoch 15: val loss 0.5713512897491455 Epoch 16: train loss 0.5163802206516266 Epoch 16: val loss 0.5791330933570862 Epoch 17: train loss 0.4868092451776777 Epoch 17: val loss 0.6033063530921936 Epoch 18: train loss 0.4740248663084848 Epoch 18: val loss 0.6028077602386475 Epoch 19: train loss 0.4960148675101144 Epoch 19: val loss 0.596208930015564 Epoch 20: train loss 0.4567761591502598 Epoch 20: val loss 0.5939695239067078 Epoch 21: train loss 0.4706167365823473 Epoch 21: val loss 0.6100637912750244 Epoch 22: train loss 0.4609308200223105 Epoch 22: val loss 0.6036824584007263 Epoch 23: train loss 0.40064917717661175 Epoch 23: val loss 0.5968342423439026 Epoch 24: train loss 0.469715484551021 Epoch 24: val loss 0.594026505947113
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.667610262121473 Epoch 0: val loss 0.6066673994064331 Epoch 1: train loss 0.5819117512021746 Epoch 1: val loss 0.5895287990570068 Epoch 2: train loss 0.5799776826586042 Epoch 2: val loss 0.5721833109855652 Epoch 3: train loss 0.5354388781956264 Epoch 3: val loss 0.5696303248405457 Epoch 4: train loss 0.5021681444985526 Epoch 4: val loss 0.5654019117355347 Epoch 5: train loss 0.5607300273009709 Epoch 5: val loss 0.5653871297836304 Epoch 6: train loss 0.520747069801603 Epoch 6: val loss 0.5614972114562988 Epoch 7: train loss 0.5060481471674783 Epoch 7: val loss 0.5649764537811279 Epoch 8: train loss 0.5250373610428402 Epoch 8: val loss 0.5710636973381042 Epoch 9: train loss 0.5153282540185111 Epoch 9: val loss 0.581273078918457 Epoch 10: train loss 0.46446134575775694 Epoch 10: val loss 0.5747207403182983 Epoch 11: train loss 0.5137719895158496 Epoch 11: val loss 0.5676214694976807 Epoch 12: train loss 0.5466130077838898 Epoch 12: val loss 0.5598598122596741 Epoch 13: train loss 0.48033744948250906 Epoch 13: val loss 0.5536438226699829 Epoch 14: train loss 0.46489607436316355 Epoch 14: val loss 0.5474140048027039 Epoch 15: train loss 0.47320261171885897 Epoch 15: val loss 0.5478599667549133 Epoch 16: train loss 0.44129436356680735 Epoch 16: val loss 0.5582611560821533 Epoch 17: train loss 0.45452930671828135 Epoch 17: val loss 0.5661523938179016 Epoch 18: train loss 0.44103628396987915 Epoch 18: val loss 0.5807746648788452 Epoch 19: train loss 0.439802701984133 Epoch 19: val loss 0.5809930562973022 Epoch 20: train loss 0.5176291508334023 Epoch 20: val loss 0.5854085087776184 Epoch 21: train loss 0.44648719685418264 Epoch 21: val loss 0.5926116704940796 Epoch 22: train loss 0.41717976331710815 Epoch 22: val loss 0.5909719467163086 Epoch 23: train loss 0.3847665084259851 Epoch 23: val loss 0.5957592725753784 Epoch 24: train loss 0.4203052818775177 Epoch 24: val loss 0.5942711234092712
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6785090735980442 Epoch 0: val loss 0.6273670196533203 Epoch 1: train loss 0.5964331030845642 Epoch 1: val loss 0.6048975586891174 Epoch 2: train loss 0.5477528699806758 Epoch 2: val loss 0.5894652009010315 Epoch 3: train loss 0.570890235049384 Epoch 3: val loss 0.5848565101623535 Epoch 4: train loss 0.5700935976845878 Epoch 4: val loss 0.5900087952613831 Epoch 5: train loss 0.5083840659686497 Epoch 5: val loss 0.5894837379455566 Epoch 6: train loss 0.5107647904327938 Epoch 6: val loss 0.5883516669273376 Epoch 7: train loss 0.5264984880174909 Epoch 7: val loss 0.5873263478279114 Epoch 8: train loss 0.5303652797426496 Epoch 8: val loss 0.5913184285163879 Epoch 9: train loss 0.5053184373038155 Epoch 9: val loss 0.600724995136261 Epoch 10: train loss 0.5031892785004207 Epoch 10: val loss 0.6081802845001221 Epoch 11: train loss 0.5291245324271066 Epoch 11: val loss 0.6100394129753113 Epoch 12: train loss 0.4718941705567496 Epoch 12: val loss 0.6238117218017578 Epoch 13: train loss 0.5062741722379412 Epoch 13: val loss 0.631009578704834 Epoch 14: train loss 0.513684115239552 Epoch 14: val loss 0.6331273913383484 Epoch 15: train loss 0.44615637617451803 Epoch 15: val loss 0.6201239824295044 Epoch 16: train loss 0.4613205705370222 Epoch 16: val loss 0.62641841173172 Epoch 17: train loss 0.437650944505419 Epoch 17: val loss 0.6328494548797607 Epoch 18: train loss 0.4398870808737619 Epoch 18: val loss 0.6420650482177734 Epoch 19: train loss 0.42215029895305634 Epoch 19: val loss 0.6538200974464417 Epoch 20: train loss 0.442518161875861 Epoch 20: val loss 0.6585798263549805 Epoch 21: train loss 0.4161536565848759 Epoch 21: val loss 0.6597158312797546 Epoch 22: train loss 0.44254780241421293 Epoch 22: val loss 0.6609166860580444 Epoch 23: train loss 0.4329451194831303 Epoch 23: val loss 0.6700812578201294 Epoch 24: train loss 0.4279553975377764 Epoch 24: val loss 0.6731385588645935
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6723123259014554 Epoch 0: val loss 0.636049747467041 Epoch 1: train loss 0.6244591474533081 Epoch 1: val loss 0.6022400856018066 Epoch 2: train loss 0.5488220453262329 Epoch 2: val loss 0.5828182101249695 Epoch 3: train loss 0.5503967470592923 Epoch 3: val loss 0.5988482236862183 Epoch 4: train loss 0.517412801583608 Epoch 4: val loss 0.5948085188865662 Epoch 5: train loss 0.5571168992254469 Epoch 5: val loss 0.6017379760742188 Epoch 6: train loss 0.4873780773745643 Epoch 6: val loss 0.6431373357772827 Epoch 7: train loss 0.4963511824607849 Epoch 7: val loss 0.6588189005851746
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6680702343583107 Epoch 0: val loss 0.6386423707008362 Epoch 1: train loss 0.5920297652482986 Epoch 1: val loss 0.5978107452392578 Epoch 2: train loss 0.5366663932800293 Epoch 2: val loss 0.5638508796691895 Epoch 3: train loss 0.5039434470236301 Epoch 3: val loss 0.5469256639480591 Epoch 4: train loss 0.4793439917266369 Epoch 4: val loss 0.5372436046600342 Epoch 5: train loss 0.4656616188585758 Epoch 5: val loss 0.534655749797821 Epoch 6: train loss 0.48258746415376663 Epoch 6: val loss 0.5409378409385681 Epoch 7: train loss 0.44007696956396103 Epoch 7: val loss 0.5433644652366638 Epoch 8: train loss 0.42978357896208763 Epoch 8: val loss 0.5479349493980408 Epoch 9: train loss 0.4071260243654251 Epoch 9: val loss 0.5478116869926453 Epoch 10: train loss 0.39584867656230927 Epoch 10: val loss 0.5528249144554138 Epoch 11: train loss 0.378741217777133 Epoch 11: val loss 0.5457854866981506 Epoch 12: train loss 0.4006057679653168 Epoch 12: val loss 0.5561676621437073 Epoch 13: train loss 0.3894650787115097 Epoch 13: val loss 0.5722971558570862 Epoch 14: train loss 0.35851125977933407 Epoch 14: val loss 0.5806751847267151 Epoch 15: train loss 0.3768625035881996 Epoch 15: val loss 0.5723859071731567 Epoch 16: train loss 0.34578222036361694 Epoch 16: val loss 0.5955209136009216 Epoch 17: train loss 0.3524402752518654 Epoch 17: val loss 0.5969789624214172 Epoch 18: train loss 0.3380778953433037 Epoch 18: val loss 0.6039832830429077 Epoch 19: train loss 0.3151533268392086 Epoch 19: val loss 0.6259976029396057 Epoch 20: train loss 0.3232467845082283 Epoch 20: val loss 0.6217652559280396 Epoch 21: train loss 0.30856168642640114 Epoch 21: val loss 0.6182607412338257 Epoch 22: train loss 0.2986750677227974 Epoch 22: val loss 0.6222209930419922 Epoch 23: train loss 0.2841394431889057 Epoch 23: val loss 0.6284526586532593 Epoch 24: train loss 0.30150629952549934 Epoch 24: val loss 0.6541290879249573
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6495735794305801 Epoch 0: val loss 0.6265143156051636 Epoch 1: train loss 0.5873173773288727 Epoch 1: val loss 0.5832613706588745 Epoch 2: train loss 0.5422085635364056 Epoch 2: val loss 0.5471810102462769 Epoch 3: train loss 0.5080078430473804 Epoch 3: val loss 0.5399150252342224 Epoch 4: train loss 0.5000753626227379 Epoch 4: val loss 0.5371474623680115 Epoch 5: train loss 0.4728536456823349 Epoch 5: val loss 0.5443400740623474 Epoch 6: train loss 0.4646802470088005 Epoch 6: val loss 0.5438440442085266 Epoch 7: train loss 0.445222832262516 Epoch 7: val loss 0.547985851764679 Epoch 8: train loss 0.4503042846918106 Epoch 8: val loss 0.5585976839065552 Epoch 9: train loss 0.4527893587946892 Epoch 9: val loss 0.5529531836509705 Epoch 10: train loss 0.4236314222216606 Epoch 10: val loss 0.5519368052482605 Epoch 11: train loss 0.43395721912384033 Epoch 11: val loss 0.561201274394989 Epoch 12: train loss 0.435163926333189 Epoch 12: val loss 0.5789135098457336 Epoch 13: train loss 0.4039207734167576 Epoch 13: val loss 0.5698935389518738 Epoch 14: train loss 0.37373156286776066 Epoch 14: val loss 0.587348222732544 Epoch 15: train loss 0.37333496287465096 Epoch 15: val loss 0.5847787857055664 Epoch 16: train loss 0.40145208686590195 Epoch 16: val loss 0.5816298127174377 Epoch 17: train loss 0.37087008357048035 Epoch 17: val loss 0.5965635776519775 Epoch 18: train loss 0.37675949931144714 Epoch 18: val loss 0.5982074737548828 Epoch 19: train loss 0.3641485497355461 Epoch 19: val loss 0.60210120677948 Epoch 20: train loss 0.35525293089449406 Epoch 20: val loss 0.5994221568107605 Epoch 21: train loss 0.3346143253147602 Epoch 21: val loss 0.6125724911689758 Epoch 22: train loss 0.3337977435439825 Epoch 22: val loss 0.6272192597389221 Epoch 23: train loss 0.34201307594776154 Epoch 23: val loss 0.6188778877258301 Epoch 24: train loss 0.31569419987499714 Epoch 24: val loss 0.6208811402320862
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6512640938162804 Epoch 0: val loss 0.6332693696022034 Epoch 1: train loss 0.5639887154102325 Epoch 1: val loss 0.5977885127067566 Epoch 2: train loss 0.5137477703392506 Epoch 2: val loss 0.5745631456375122 Epoch 3: train loss 0.49108675867319107 Epoch 3: val loss 0.5776003003120422 Epoch 4: train loss 0.4863753318786621 Epoch 4: val loss 0.5819360017776489 Epoch 5: train loss 0.4650057926774025 Epoch 5: val loss 0.5784532427787781 Epoch 6: train loss 0.471426397562027 Epoch 6: val loss 0.5670995712280273 Epoch 7: train loss 0.4624789468944073 Epoch 7: val loss 0.5795247554779053 Epoch 8: train loss 0.4405881352722645 Epoch 8: val loss 0.5868440866470337 Epoch 9: train loss 0.4532412402331829 Epoch 9: val loss 0.596518337726593 Epoch 10: train loss 0.4228346459567547 Epoch 10: val loss 0.599103569984436 Epoch 11: train loss 0.41091932356357574 Epoch 11: val loss 0.6008825302124023 Epoch 12: train loss 0.41907749325037 Epoch 12: val loss 0.6065104007720947 Epoch 13: train loss 0.4061022736132145 Epoch 13: val loss 0.6212772727012634 Epoch 14: train loss 0.4085444547235966 Epoch 14: val loss 0.6176762580871582 Epoch 15: train loss 0.39937279745936394 Epoch 15: val loss 0.6087319850921631 Epoch 16: train loss 0.4051988273859024 Epoch 16: val loss 0.6176440119743347 Epoch 17: train loss 0.3740407004952431 Epoch 17: val loss 0.618669867515564 Epoch 18: train loss 0.37850095331668854 Epoch 18: val loss 0.6217387914657593 Epoch 19: train loss 0.36879775673151016 Epoch 19: val loss 0.6067811846733093 Epoch 20: train loss 0.34274211525917053 Epoch 20: val loss 0.6235664486885071 Epoch 21: train loss 0.35818084701895714 Epoch 21: val loss 0.6431642770767212 Epoch 22: train loss 0.34536680579185486 Epoch 22: val loss 0.6436993479728699 Epoch 23: train loss 0.3547348864376545 Epoch 23: val loss 0.6601244807243347 Epoch 24: train loss 0.3312039487063885 Epoch 24: val loss 0.6676158905029297
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6717784851789474 Epoch 0: val loss 0.6283925771713257 Epoch 1: train loss 0.6003140360116959 Epoch 1: val loss 0.5739690065383911 Epoch 2: train loss 0.5420128554105759 Epoch 2: val loss 0.5366172790527344 Epoch 3: train loss 0.5266318246722221 Epoch 3: val loss 0.5128039121627808 Epoch 4: train loss 0.48835281655192375 Epoch 4: val loss 0.5026974678039551 Epoch 5: train loss 0.4967062436044216 Epoch 5: val loss 0.5020095109939575 Epoch 6: train loss 0.47512005269527435 Epoch 6: val loss 0.4973112940788269 Epoch 7: train loss 0.4604230709373951 Epoch 7: val loss 0.49538999795913696 Epoch 8: train loss 0.46502362936735153 Epoch 8: val loss 0.4944862127304077 Epoch 9: train loss 0.4459565617144108 Epoch 9: val loss 0.48990896344184875 Epoch 10: train loss 0.4357158727943897 Epoch 10: val loss 0.48957088589668274 Epoch 11: train loss 0.43745754659175873 Epoch 11: val loss 0.48869815468788147 Epoch 12: train loss 0.41828182712197304 Epoch 12: val loss 0.4838252067565918 Epoch 13: train loss 0.4155403822660446 Epoch 13: val loss 0.4874363839626312 Epoch 14: train loss 0.4011415168642998 Epoch 14: val loss 0.48399052023887634 Epoch 15: train loss 0.38750579208135605 Epoch 15: val loss 0.4886080026626587 Epoch 16: train loss 0.3935008719563484 Epoch 16: val loss 0.4838353991508484 Epoch 17: train loss 0.37068467028439045 Epoch 17: val loss 0.4912329912185669 Epoch 18: train loss 0.38673340156674385 Epoch 18: val loss 0.4972405433654785 Epoch 19: train loss 0.38403569534420967 Epoch 19: val loss 0.48804864287376404 Epoch 20: train loss 0.3625333346426487 Epoch 20: val loss 0.5003631114959717 Epoch 21: train loss 0.3780828230082989 Epoch 21: val loss 0.5038941502571106 Epoch 22: train loss 0.35209643840789795 Epoch 22: val loss 0.5028325319290161 Epoch 23: train loss 0.3341979682445526 Epoch 23: val loss 0.508324921131134 Epoch 24: train loss 0.32915270514786243 Epoch 24: val loss 0.5207757353782654
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.658529899337075 Epoch 0: val loss 0.6455091238021851 Epoch 1: train loss 0.5722819241610441 Epoch 1: val loss 0.6014213562011719 Epoch 2: train loss 0.5123092071576552 Epoch 2: val loss 0.56401526927948 Epoch 3: train loss 0.5015885288065131 Epoch 3: val loss 0.5560632944107056 Epoch 4: train loss 0.4800754433328455 Epoch 4: val loss 0.5292238593101501 Epoch 5: train loss 0.48096171563321893 Epoch 5: val loss 0.5353005528450012 Epoch 6: train loss 0.48627775365656073 Epoch 6: val loss 0.5231788754463196 Epoch 7: train loss 0.4445115761323409 Epoch 7: val loss 0.5270577073097229 Epoch 8: train loss 0.431183633479205 Epoch 8: val loss 0.5286298394203186 Epoch 9: train loss 0.4405196092345498 Epoch 9: val loss 0.5210368037223816 Epoch 10: train loss 0.4163702116771178 Epoch 10: val loss 0.5231162309646606 Epoch 11: train loss 0.4441640214486556 Epoch 11: val loss 0.5477935075759888 Epoch 12: train loss 0.4220669052817605 Epoch 12: val loss 0.5619033575057983 Epoch 13: train loss 0.3895968727090142 Epoch 13: val loss 0.5485211610794067 Epoch 14: train loss 0.3986689908937974 Epoch 14: val loss 0.5449503660202026 Epoch 15: train loss 0.4003094190900976 Epoch 15: val loss 0.5639359354972839 Epoch 16: train loss 0.36719834262674506 Epoch 16: val loss 0.5606545209884644 Epoch 17: train loss 0.35443409329110925 Epoch 17: val loss 0.5560015439987183
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6332391977310181 Epoch 0: val loss 0.5723833441734314 Epoch 1: train loss 0.5687276393175125 Epoch 1: val loss 0.5155806541442871 Epoch 2: train loss 0.5354343473911285 Epoch 2: val loss 0.4968242943286896 Epoch 3: train loss 0.5336077600717545 Epoch 3: val loss 0.4947102665901184 Epoch 4: train loss 0.5022875279188156 Epoch 4: val loss 0.49599742889404297 Epoch 5: train loss 0.5088699370622635 Epoch 5: val loss 0.4952987730503082 Epoch 6: train loss 0.4799539238214493 Epoch 6: val loss 0.5017365217208862 Epoch 7: train loss 0.46416122019290923 Epoch 7: val loss 0.5009956955909729 Epoch 8: train loss 0.4655154913663864 Epoch 8: val loss 0.5031920671463013 Epoch 9: train loss 0.4873786479234695 Epoch 9: val loss 0.5026046633720398 Epoch 10: train loss 0.4528654396533966 Epoch 10: val loss 0.5064659714698792 Epoch 11: train loss 0.4616763710975647 Epoch 11: val loss 0.5085218548774719 Epoch 12: train loss 0.45049315094947817 Epoch 12: val loss 0.5116015076637268 Epoch 13: train loss 0.45660164058208463 Epoch 13: val loss 0.5127429962158203 Epoch 14: train loss 0.42968804836273194 Epoch 14: val loss 0.5197528600692749 Epoch 15: train loss 0.42517159283161166 Epoch 15: val loss 0.5275470018386841 Epoch 16: train loss 0.41067384779453275 Epoch 16: val loss 0.53045254945755 Epoch 17: train loss 0.4208802133798599 Epoch 17: val loss 0.5342103838920593 Epoch 18: train loss 0.3972786009311676 Epoch 18: val loss 0.5422196388244629 Epoch 19: train loss 0.38813821971416473 Epoch 19: val loss 0.5483624935150146 Epoch 20: train loss 0.3769472360610962 Epoch 20: val loss 0.5531638860702515 Epoch 21: train loss 0.3895960345864296 Epoch 21: val loss 0.5559795498847961 Epoch 22: train loss 0.3556797742843628 Epoch 22: val loss 0.5590049624443054 Epoch 23: train loss 0.34841559529304506 Epoch 23: val loss 0.5701646208763123 Epoch 24: train loss 0.3602970212697983 Epoch 24: val loss 0.579899787902832
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6497025191783905 Epoch 0: val loss 0.5926434397697449 Epoch 1: train loss 0.5460676550865173 Epoch 1: val loss 0.537054181098938 Epoch 2: train loss 0.535240238904953 Epoch 2: val loss 0.517439603805542 Epoch 3: train loss 0.5102699846029282 Epoch 3: val loss 0.522919237613678 Epoch 4: train loss 0.4901149749755859 Epoch 4: val loss 0.5237852334976196 Epoch 5: train loss 0.48116726577281954 Epoch 5: val loss 0.5190717577934265 Epoch 6: train loss 0.47864789962768556 Epoch 6: val loss 0.5099799036979675 Epoch 7: train loss 0.4680630534887314 Epoch 7: val loss 0.506610631942749 Epoch 8: train loss 0.4670208990573883 Epoch 8: val loss 0.5013334155082703 Epoch 9: train loss 0.4441442549228668 Epoch 9: val loss 0.5098689794540405 Epoch 10: train loss 0.4274538725614548 Epoch 10: val loss 0.5008229613304138 Epoch 11: train loss 0.44703521132469176 Epoch 11: val loss 0.5034064054489136 Epoch 12: train loss 0.4201702892780304 Epoch 12: val loss 0.5060805678367615 Epoch 13: train loss 0.4167974203824997 Epoch 13: val loss 0.5063226222991943 Epoch 14: train loss 0.4006207764148712 Epoch 14: val loss 0.5118563175201416 Epoch 15: train loss 0.39034576416015626 Epoch 15: val loss 0.5201531648635864 Epoch 16: train loss 0.4147296786308289 Epoch 16: val loss 0.5295129418373108 Epoch 17: train loss 0.38141617476940154 Epoch 17: val loss 0.5257192254066467 Epoch 18: train loss 0.3662016838788986 Epoch 18: val loss 0.5252886414527893 Epoch 19: train loss 0.36248418390750886 Epoch 19: val loss 0.5189228653907776 Epoch 20: train loss 0.3728213101625443 Epoch 20: val loss 0.5136885643005371 Epoch 21: train loss 0.34856568425893786 Epoch 21: val loss 0.5265733599662781 Epoch 22: train loss 0.3512491300702095 Epoch 22: val loss 0.5332767367362976 Epoch 23: train loss 0.35333217680454254 Epoch 23: val loss 0.5507071018218994 Epoch 24: train loss 0.34698470383882524 Epoch 24: val loss 0.557974636554718
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.649026221036911 Epoch 0: val loss 0.605660080909729 Epoch 1: train loss 0.576848390698433 Epoch 1: val loss 0.5560553073883057 Epoch 2: train loss 0.5305774956941605 Epoch 2: val loss 0.5320330858230591 Epoch 3: train loss 0.5244832903146743 Epoch 3: val loss 0.5228447914123535 Epoch 4: train loss 0.5178950607776642 Epoch 4: val loss 0.5184922218322754 Epoch 5: train loss 0.5103411585092544 Epoch 5: val loss 0.5196532011032104 Epoch 6: train loss 0.4873527199029922 Epoch 6: val loss 0.5183652639389038 Epoch 7: train loss 0.49214320778846743 Epoch 7: val loss 0.5171865224838257 Epoch 8: train loss 0.47593910098075864 Epoch 8: val loss 0.5214776396751404 Epoch 9: train loss 0.4713835626840591 Epoch 9: val loss 0.5235748887062073 Epoch 10: train loss 0.45852614343166354 Epoch 10: val loss 0.5227633714675903 Epoch 11: train loss 0.45795339345932007 Epoch 11: val loss 0.515956699848175 Epoch 12: train loss 0.42777098119258883 Epoch 12: val loss 0.5246269702911377 Epoch 13: train loss 0.43459214866161344 Epoch 13: val loss 0.5289924144744873 Epoch 14: train loss 0.42060349583625795 Epoch 14: val loss 0.5283395648002625 Epoch 15: train loss 0.4078518718481064 Epoch 15: val loss 0.522713840007782 Epoch 16: train loss 0.4199104726314545 Epoch 16: val loss 0.5162121057510376 Epoch 17: train loss 0.394078266620636 Epoch 17: val loss 0.5238314270973206 Epoch 18: train loss 0.40086510479450227 Epoch 18: val loss 0.5220780968666077 Epoch 19: train loss 0.38013390600681307 Epoch 19: val loss 0.5371538400650024 Epoch 20: train loss 0.37682092785835264 Epoch 20: val loss 0.5348616242408752 Epoch 21: train loss 0.39061842262744906 Epoch 21: val loss 0.53741854429245 Epoch 22: train loss 0.35881522595882415 Epoch 22: val loss 0.5344398021697998 Epoch 23: train loss 0.36974561810493467 Epoch 23: val loss 0.5325179696083069 Epoch 24: train loss 0.36193771064281466 Epoch 24: val loss 0.5527455806732178
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6598959386348724 Epoch 0: val loss 0.6008203029632568 Epoch 1: train loss 0.5442287474870682 Epoch 1: val loss 0.5812471508979797 Epoch 2: train loss 0.5155138701200486 Epoch 2: val loss 0.5904281735420227 Epoch 3: train loss 0.4810765326023102 Epoch 3: val loss 0.5881866216659546 Epoch 4: train loss 0.48397007286548616 Epoch 4: val loss 0.5775980353355408 Epoch 5: train loss 0.4997388064861298 Epoch 5: val loss 0.5874365568161011 Epoch 6: train loss 0.4715298622846603 Epoch 6: val loss 0.5692942142486572 Epoch 7: train loss 0.464675572514534 Epoch 7: val loss 0.5698409676551819 Epoch 8: train loss 0.4618155598640442 Epoch 8: val loss 0.5659500956535339 Epoch 9: train loss 0.4508923888206482 Epoch 9: val loss 0.5647878646850586 Epoch 10: train loss 0.46168014109134675 Epoch 10: val loss 0.5766663551330566 Epoch 11: train loss 0.4539437860250473 Epoch 11: val loss 0.5719494223594666 Epoch 12: train loss 0.4192380666732788 Epoch 12: val loss 0.5676431059837341 Epoch 13: train loss 0.42468358874320983 Epoch 13: val loss 0.5717305541038513 Epoch 14: train loss 0.4335759371519089 Epoch 14: val loss 0.5663841962814331 Epoch 15: train loss 0.4130668848752975 Epoch 15: val loss 0.5777620077133179 Epoch 16: train loss 0.41529778242111204 Epoch 16: val loss 0.5614586472511292 Epoch 17: train loss 0.3915557861328125 Epoch 17: val loss 0.5798084735870361 Epoch 18: train loss 0.38754897713661196 Epoch 18: val loss 0.5801489949226379 Epoch 19: train loss 0.4082667514681816 Epoch 19: val loss 0.5638684630393982 Epoch 20: train loss 0.3844923049211502 Epoch 20: val loss 0.5651466250419617 Epoch 21: train loss 0.3871659904718399 Epoch 21: val loss 0.5972129702568054 Epoch 22: train loss 0.37133024632930756 Epoch 22: val loss 0.5827107429504395 Epoch 23: train loss 0.3943451106548309 Epoch 23: val loss 0.5903165340423584 Epoch 24: train loss 0.35554261654615404 Epoch 24: val loss 0.5858670473098755
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6243657332200271 Epoch 0: val loss 0.6063470840454102 Epoch 1: train loss 0.5493698257666367 Epoch 1: val loss 0.5721827745437622 Epoch 2: train loss 0.5140275084055387 Epoch 2: val loss 0.564379096031189 Epoch 3: train loss 0.5021792237575238 Epoch 3: val loss 0.5608011484146118 Epoch 4: train loss 0.4981814920902252 Epoch 4: val loss 0.5526588559150696 Epoch 5: train loss 0.48414775958428014 Epoch 5: val loss 0.5522574782371521 Epoch 6: train loss 0.4719776190244235 Epoch 6: val loss 0.5481112003326416 Epoch 7: train loss 0.46537458896636963 Epoch 7: val loss 0.5369552373886108 Epoch 8: train loss 0.45774267270014835 Epoch 8: val loss 0.5324723124504089 Epoch 9: train loss 0.4693471697660593 Epoch 9: val loss 0.5261962413787842 Epoch 10: train loss 0.4444222656580118 Epoch 10: val loss 0.5326858758926392 Epoch 11: train loss 0.43748416350438046 Epoch 11: val loss 0.5267887711524963
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7082451846864488 Epoch 0: val loss 0.6644465923309326 Epoch 1: train loss 0.6596503390206231 Epoch 1: val loss 0.6578567624092102 Epoch 2: train loss 0.6404488152927823 Epoch 2: val loss 0.6532815098762512 Epoch 3: train loss 0.6017288168271383 Epoch 3: val loss 0.6441134810447693 Epoch 4: train loss 0.5949423246913486 Epoch 4: val loss 0.6506528258323669 Epoch 5: train loss 0.571434862083859 Epoch 5: val loss 0.6609829664230347 Epoch 6: train loss 0.5465855730904473 Epoch 6: val loss 0.6701776385307312 Epoch 7: train loss 0.5448831286695268 Epoch 7: val loss 0.6795015931129456 Epoch 8: train loss 0.5096393691168891 Epoch 8: val loss 0.7067503929138184 Epoch 9: train loss 0.5193943679332733 Epoch 9: val loss 0.696986973285675 Epoch 10: train loss 0.49301358726289535 Epoch 10: val loss 0.6928298473358154 Epoch 11: train loss 0.48071574171384174 Epoch 11: val loss 0.7097184658050537 Epoch 12: train loss 0.45662586556540596 Epoch 12: val loss 0.7213415503501892 Epoch 13: train loss 0.45918623606363934 Epoch 13: val loss 0.7065996527671814 Epoch 14: train loss 0.4537171489662594 Epoch 14: val loss 0.7179784774780273 Epoch 15: train loss 0.42929282122188145 Epoch 15: val loss 0.7474778294563293 Epoch 16: train loss 0.42387575573391384 Epoch 16: val loss 0.7597344517707825 Epoch 17: train loss 0.4231768813398149 Epoch 17: val loss 0.7497024536132812 Epoch 18: train loss 0.40021006266276044 Epoch 18: val loss 0.8071698546409607 Epoch 19: train loss 0.39995284544097054 Epoch 19: val loss 0.782127320766449 Epoch 20: train loss 0.38440895080566406 Epoch 20: val loss 0.8127924799919128 Epoch 21: train loss 0.3706363969379001 Epoch 21: val loss 0.7963886260986328 Epoch 22: train loss 0.3700435956319173 Epoch 22: val loss 0.7980206608772278 Epoch 23: train loss 0.36995001633961994 Epoch 23: val loss 0.8270458579063416 Epoch 24: train loss 0.3639540837870704 Epoch 24: val loss 0.8407617211341858
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7063495251867506 Epoch 0: val loss 0.6673164963722229 Epoch 1: train loss 0.6651069654358758 Epoch 1: val loss 0.653742790222168 Epoch 2: train loss 0.6449673506948683 Epoch 2: val loss 0.636206328868866 Epoch 3: train loss 0.6238941550254822 Epoch 3: val loss 0.6293317675590515 Epoch 4: train loss 0.590352800157335 Epoch 4: val loss 0.6186458468437195 Epoch 5: train loss 0.5849613746007284 Epoch 5: val loss 0.61207115650177 Epoch 6: train loss 0.5656961268848844 Epoch 6: val loss 0.6121708750724792 Epoch 7: train loss 0.5404317312770419 Epoch 7: val loss 0.6171228289604187 Epoch 8: train loss 0.5434798697630564 Epoch 8: val loss 0.6178693771362305 Epoch 9: train loss 0.5275521907541487 Epoch 9: val loss 0.6172938942909241 Epoch 10: train loss 0.5056323442194197 Epoch 10: val loss 0.6117375493049622 Epoch 11: train loss 0.5082648363378313 Epoch 11: val loss 0.6104313731193542 Epoch 12: train loss 0.48697198430697125 Epoch 12: val loss 0.6254432797431946 Epoch 13: train loss 0.47891011503007674 Epoch 13: val loss 0.6360397934913635 Epoch 14: train loss 0.43904326690567863 Epoch 14: val loss 0.6386804580688477 Epoch 15: train loss 0.4442909194363488 Epoch 15: val loss 0.6319591999053955 Epoch 16: train loss 0.4510582751697964 Epoch 16: val loss 0.6324689984321594 Epoch 17: train loss 0.46718771590126884 Epoch 17: val loss 0.6458887457847595 Epoch 18: train loss 0.45485856797960067 Epoch 18: val loss 0.6487991213798523 Epoch 19: train loss 0.44172289305263096 Epoch 19: val loss 0.6651657223701477 Epoch 20: train loss 0.4213923414548238 Epoch 20: val loss 0.6610593199729919 Epoch 21: train loss 0.40311389830377364 Epoch 21: val loss 0.6533066630363464 Epoch 22: train loss 0.39346258838971454 Epoch 22: val loss 0.6921197772026062 Epoch 23: train loss 0.39422958758142257 Epoch 23: val loss 0.695451021194458 Epoch 24: train loss 0.38127610087394714 Epoch 24: val loss 0.6913571953773499
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6786793867746989 Epoch 0: val loss 0.6833207011222839 Epoch 1: train loss 0.6469952662785848 Epoch 1: val loss 0.6731413006782532 Epoch 2: train loss 0.6194931136237251 Epoch 2: val loss 0.6644608378410339 Epoch 3: train loss 0.5960720247692533 Epoch 3: val loss 0.6673008799552917 Epoch 4: train loss 0.5826892919010587 Epoch 4: val loss 0.6502140164375305 Epoch 5: train loss 0.5580398837725321 Epoch 5: val loss 0.6418391466140747 Epoch 6: train loss 0.5473557809988657 Epoch 6: val loss 0.6419833302497864 Epoch 7: train loss 0.5227972666422526 Epoch 7: val loss 0.6410084366798401 Epoch 8: train loss 0.5189596381452348 Epoch 8: val loss 0.6502214670181274 Epoch 9: train loss 0.5006384882662032 Epoch 9: val loss 0.6420190930366516 Epoch 10: train loss 0.4988075958357917 Epoch 10: val loss 0.6402610540390015 Epoch 11: train loss 0.4654229482014974 Epoch 11: val loss 0.6568618416786194 Epoch 12: train loss 0.49885693854755825 Epoch 12: val loss 0.6456090807914734 Epoch 13: train loss 0.48454790976312423 Epoch 13: val loss 0.6549031734466553 Epoch 14: train loss 0.4631620943546295 Epoch 14: val loss 0.6268497109413147 Epoch 15: train loss 0.44958873258696663 Epoch 15: val loss 0.6460025906562805 Epoch 16: train loss 0.44221102197964984 Epoch 16: val loss 0.6558948159217834 Epoch 17: train loss 0.4260840614636739 Epoch 17: val loss 0.6583722829818726 Epoch 18: train loss 0.4180653856860267 Epoch 18: val loss 0.6584222912788391 Epoch 19: train loss 0.4236221975750393 Epoch 19: val loss 0.6641860604286194 Epoch 20: train loss 0.4140026304456923 Epoch 20: val loss 0.6737228035926819 Epoch 21: train loss 0.4050147169166141 Epoch 21: val loss 0.7062013745307922 Epoch 22: train loss 0.3855591317017873 Epoch 22: val loss 0.6782784461975098 Epoch 23: train loss 0.38628100355466205 Epoch 23: val loss 0.6745573878288269 Epoch 24: train loss 0.3711882266733382 Epoch 24: val loss 0.7108170390129089
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7177479598257277 Epoch 0: val loss 0.6880999207496643 Epoch 1: train loss 0.6641688148180643 Epoch 1: val loss 0.6711039543151855 Epoch 2: train loss 0.6352134082052443 Epoch 2: val loss 0.6586080193519592 Epoch 3: train loss 0.5990522967444526 Epoch 3: val loss 0.6483060121536255 Epoch 4: train loss 0.5989037487241957 Epoch 4: val loss 0.6396054625511169 Epoch 5: train loss 0.5662419928444756 Epoch 5: val loss 0.6243192553520203 Epoch 6: train loss 0.5551848742696974 Epoch 6: val loss 0.6229060888290405 Epoch 7: train loss 0.5437870820363363 Epoch 7: val loss 0.6235633492469788 Epoch 8: train loss 0.5253090030617185 Epoch 8: val loss 0.6223875284194946 Epoch 9: train loss 0.5075591637028588 Epoch 9: val loss 0.6271634697914124 Epoch 10: train loss 0.48833877841631573 Epoch 10: val loss 0.6239216923713684 Epoch 11: train loss 0.48340468605359393 Epoch 11: val loss 0.6304180026054382 Epoch 12: train loss 0.474498172601064 Epoch 12: val loss 0.6223586201667786 Epoch 13: train loss 0.4723180929819743 Epoch 13: val loss 0.6093384027481079 Epoch 14: train loss 0.44034816490279305 Epoch 14: val loss 0.608749270439148 Epoch 15: train loss 0.448827604452769 Epoch 15: val loss 0.6433886885643005 Epoch 16: train loss 0.4589700400829315 Epoch 16: val loss 0.6236194968223572 Epoch 17: train loss 0.44431799319055343 Epoch 17: val loss 0.6077507734298706 Epoch 18: train loss 0.3894750409656101 Epoch 18: val loss 0.6373680233955383 Epoch 19: train loss 0.40978016124831307 Epoch 19: val loss 0.6623515486717224 Epoch 20: train loss 0.3806319170527988 Epoch 20: val loss 0.6791770458221436 Epoch 21: train loss 0.38067104750209385 Epoch 21: val loss 0.6579931974411011 Epoch 22: train loss 0.3892130321926541 Epoch 22: val loss 0.6779861450195312 Epoch 23: train loss 0.40323956807454425 Epoch 23: val loss 0.6830692291259766 Epoch 24: train loss 0.3838390674855974 Epoch 24: val loss 0.6689767241477966
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7021263440450033 Epoch 0: val loss 0.648745596408844 Epoch 1: train loss 0.6609295954306921 Epoch 1: val loss 0.6210654973983765 Epoch 2: train loss 0.6347902019818624 Epoch 2: val loss 0.6029201149940491 Epoch 3: train loss 0.6180407951275507 Epoch 3: val loss 0.5837224125862122 Epoch 4: train loss 0.5899746517340342 Epoch 4: val loss 0.5737913846969604 Epoch 5: train loss 0.5791027620434761 Epoch 5: val loss 0.5719739198684692 Epoch 6: train loss 0.5530766000350317 Epoch 6: val loss 0.5628828406333923 Epoch 7: train loss 0.549251047273477 Epoch 7: val loss 0.5502104163169861 Epoch 8: train loss 0.5257159024477005 Epoch 8: val loss 0.5433294773101807 Epoch 9: train loss 0.5062825158238411 Epoch 9: val loss 0.5451374053955078 Epoch 10: train loss 0.5066599622368813 Epoch 10: val loss 0.5492376089096069 Epoch 11: train loss 0.5046924004952112 Epoch 11: val loss 0.5427628755569458 Epoch 12: train loss 0.48825710515181225 Epoch 12: val loss 0.5444132089614868 Epoch 13: train loss 0.49309435735146206 Epoch 13: val loss 0.5411500930786133 Epoch 14: train loss 0.4608488256732623 Epoch 14: val loss 0.5467417240142822 Epoch 15: train loss 0.4614609181880951 Epoch 15: val loss 0.5450661778450012 Epoch 16: train loss 0.44039707879225415 Epoch 16: val loss 0.5478605031967163 Epoch 17: train loss 0.4510509918133418 Epoch 17: val loss 0.5589900612831116
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6818726333704862 Epoch 0: val loss 0.645250678062439 Epoch 1: train loss 0.6233683770353143 Epoch 1: val loss 0.6166995167732239 Epoch 2: train loss 0.5757775686003945 Epoch 2: val loss 0.6073063015937805 Epoch 3: train loss 0.5684025612744418 Epoch 3: val loss 0.6056875586509705 Epoch 4: train loss 0.565751395442269 Epoch 4: val loss 0.6043161749839783 Epoch 5: train loss 0.5633866272189401 Epoch 5: val loss 0.6002304553985596 Epoch 6: train loss 0.5263254805044695 Epoch 6: val loss 0.5995512008666992 Epoch 7: train loss 0.5166958570480347 Epoch 7: val loss 0.590041995048523 Epoch 8: train loss 0.512223251841285 Epoch 8: val loss 0.5830589532852173 Epoch 9: train loss 0.505147018215873 Epoch 9: val loss 0.5849118828773499 Epoch 10: train loss 0.4776387133381583 Epoch 10: val loss 0.5684856176376343 Epoch 11: train loss 0.4913665462623943 Epoch 11: val loss 0.556727409362793 Epoch 12: train loss 0.464259074492888 Epoch 12: val loss 0.5555217862129211 Epoch 13: train loss 0.4769640131430192 Epoch 13: val loss 0.5579339265823364 Epoch 14: train loss 0.43143879012628034 Epoch 14: val loss 0.5570207834243774 Epoch 15: train loss 0.4657487246123227 Epoch 15: val loss 0.5480889081954956 Epoch 16: train loss 0.4407013410871679 Epoch 16: val loss 0.5459436178207397 Epoch 17: train loss 0.4369578117674047 Epoch 17: val loss 0.5421004295349121 Epoch 18: train loss 0.4234134148467671 Epoch 18: val loss 0.5444090962409973 Epoch 19: train loss 0.43673363057049835 Epoch 19: val loss 0.5400699377059937 Epoch 20: train loss 0.4460268156094985 Epoch 20: val loss 0.5361500382423401 Epoch 21: train loss 0.38274372707713733 Epoch 21: val loss 0.5569683909416199 Epoch 22: train loss 0.40247640826485376 Epoch 22: val loss 0.5600296854972839 Epoch 23: train loss 0.38770118762146344 Epoch 23: val loss 0.5495730042457581 Epoch 24: train loss 0.38821458545598114 Epoch 24: val loss 0.556266725063324
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6778512542898004 Epoch 0: val loss 0.6472616195678711 Epoch 1: train loss 0.621889515356584 Epoch 1: val loss 0.6114148497581482 Epoch 2: train loss 0.579712613062425 Epoch 2: val loss 0.5924476385116577 Epoch 3: train loss 0.5556218922138214 Epoch 3: val loss 0.582635223865509 Epoch 4: train loss 0.527612873099067 Epoch 4: val loss 0.5769734382629395 Epoch 5: train loss 0.5121922194957733 Epoch 5: val loss 0.5766059160232544 Epoch 6: train loss 0.5092393268238414 Epoch 6: val loss 0.5748282074928284 Epoch 7: train loss 0.4963500201702118 Epoch 7: val loss 0.564720630645752 Epoch 8: train loss 0.5024183826013044 Epoch 8: val loss 0.5779129862785339 Epoch 9: train loss 0.46343412724408234 Epoch 9: val loss 0.5718990564346313 Epoch 10: train loss 0.4640249691226266 Epoch 10: val loss 0.5619198679924011 Epoch 11: train loss 0.4848071743141521 Epoch 11: val loss 0.5802726149559021 Epoch 12: train loss 0.43011309883811255 Epoch 12: val loss 0.5812708139419556 Epoch 13: train loss 0.4139487255703319 Epoch 13: val loss 0.5638834238052368 Epoch 14: train loss 0.43104250864549115 Epoch 14: val loss 0.5917302966117859 Epoch 15: train loss 0.4113772890784524 Epoch 15: val loss 0.5904794335365295 Epoch 16: train loss 0.40763424743305554 Epoch 16: val loss 0.5988405346870422 Epoch 17: train loss 0.43031180717728357 Epoch 17: val loss 0.5856713652610779 Epoch 18: train loss 0.419901194897565 Epoch 18: val loss 0.6120080947875977 Epoch 19: train loss 0.3956494683569128 Epoch 19: val loss 0.5968034267425537 Epoch 20: train loss 0.3938962912017649 Epoch 20: val loss 0.6033765077590942 Epoch 21: train loss 0.35637967017563904 Epoch 21: val loss 0.5954557061195374 Epoch 22: train loss 0.3845338902690194 Epoch 22: val loss 0.5864799618721008 Epoch 23: train loss 0.392569211396304 Epoch 23: val loss 0.6127179861068726 Epoch 24: train loss 0.34680362045764923 Epoch 24: val loss 0.5941853523254395
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6837365139614452 Epoch 0: val loss 0.6519744992256165 Epoch 1: train loss 0.6396558284759521 Epoch 1: val loss 0.6436343193054199 Epoch 2: train loss 0.5945755243301392 Epoch 2: val loss 0.6327041387557983 Epoch 3: train loss 0.5869302316145464 Epoch 3: val loss 0.6266786456108093 Epoch 4: train loss 0.5808268650011583 Epoch 4: val loss 0.6286865472793579 Epoch 5: train loss 0.5410640646110881 Epoch 5: val loss 0.6098150610923767 Epoch 6: train loss 0.5282043191519651 Epoch 6: val loss 0.6049875020980835 Epoch 7: train loss 0.5395432791926644 Epoch 7: val loss 0.5893605947494507 Epoch 8: train loss 0.533789721402255 Epoch 8: val loss 0.585473895072937 Epoch 9: train loss 0.4912728802724318 Epoch 9: val loss 0.585163414478302 Epoch 10: train loss 0.4886024702679027 Epoch 10: val loss 0.5882716774940491 Epoch 11: train loss 0.46430742740631104 Epoch 11: val loss 0.5780227184295654 Epoch 12: train loss 0.4639835601503199 Epoch 12: val loss 0.5898080468177795 Epoch 13: train loss 0.4625342840498144 Epoch 13: val loss 0.5699581503868103 Epoch 14: train loss 0.43047837777571246 Epoch 14: val loss 0.5729087591171265 Epoch 15: train loss 0.4726768569512801 Epoch 15: val loss 0.5744706392288208 Epoch 16: train loss 0.4416626610539176 Epoch 16: val loss 0.5668575167655945 Epoch 17: train loss 0.43163501945408905 Epoch 17: val loss 0.5425664186477661 Epoch 18: train loss 0.42642599073323334 Epoch 18: val loss 0.5487521886825562 Epoch 19: train loss 0.3927145573225888 Epoch 19: val loss 0.5496936440467834 Epoch 20: train loss 0.3915996632792733 Epoch 20: val loss 0.5561479330062866 Epoch 21: train loss 0.3999278396368027 Epoch 21: val loss 0.5551481246948242 Epoch 22: train loss 0.39857075160199945 Epoch 22: val loss 0.5998654961585999 Epoch 23: train loss 0.3618906248699535 Epoch 23: val loss 0.5776751637458801 Epoch 24: train loss 0.3713289512829347 Epoch 24: val loss 0.5665177702903748
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6967414996840737 Epoch 0: val loss 0.6644981503486633 Epoch 1: train loss 0.62640611150048 Epoch 1: val loss 0.633194088935852 Epoch 2: train loss 0.5860421413725073 Epoch 2: val loss 0.6143558025360107 Epoch 3: train loss 0.5625173964283683 Epoch 3: val loss 0.6108826398849487 Epoch 4: train loss 0.5364732606844469 Epoch 4: val loss 0.6090892553329468 Epoch 5: train loss 0.5316162569956346 Epoch 5: val loss 0.5942031145095825 Epoch 6: train loss 0.5034984025088224 Epoch 6: val loss 0.6041285395622253 Epoch 7: train loss 0.5184436711398038 Epoch 7: val loss 0.6136073470115662 Epoch 8: train loss 0.49784907698631287 Epoch 8: val loss 0.6187639832496643 Epoch 9: train loss 0.46991280534050683 Epoch 9: val loss 0.6114968657493591 Epoch 10: train loss 0.454406353560361 Epoch 10: val loss 0.6032029986381531 Epoch 11: train loss 0.46256758814508264 Epoch 11: val loss 0.5947506427764893 Epoch 12: train loss 0.4179584790359844 Epoch 12: val loss 0.6002317667007446 Epoch 13: train loss 0.4155906249176372 Epoch 13: val loss 0.603387176990509 Epoch 14: train loss 0.47118559208783234 Epoch 14: val loss 0.6134252548217773 Epoch 15: train loss 0.44909948923371057 Epoch 15: val loss 0.6041666269302368 Epoch 16: train loss 0.40042774243788287 Epoch 16: val loss 0.593556821346283 Epoch 17: train loss 0.3904008540240201 Epoch 17: val loss 0.6113883852958679 Epoch 18: train loss 0.37134470451961865 Epoch 18: val loss 0.6202248930931091 Epoch 19: train loss 0.370324046774344 Epoch 19: val loss 0.6218256950378418 Epoch 20: train loss 0.37687130949713965 Epoch 20: val loss 0.6202413439750671 Epoch 21: train loss 0.37736774574626575 Epoch 21: val loss 0.6171748638153076 Epoch 22: train loss 0.359999263828451 Epoch 22: val loss 0.6117708086967468 Epoch 23: train loss 0.34526649659330194 Epoch 23: val loss 0.6275488138198853 Epoch 24: train loss 0.36247513510964136 Epoch 24: val loss 0.631687343120575
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6615565376622337 Epoch 0: val loss 0.6573853492736816 Epoch 1: train loss 0.5995656762804303 Epoch 1: val loss 0.6410913467407227 Epoch 2: train loss 0.5774313871349607 Epoch 2: val loss 0.6443080902099609 Epoch 3: train loss 0.5574705089841571 Epoch 3: val loss 0.6427647471427917 Epoch 4: train loss 0.554501439843859 Epoch 4: val loss 0.6599790453910828 Epoch 5: train loss 0.5341754300253732 Epoch 5: val loss 0.6484838724136353 Epoch 6: train loss 0.5226628673928124 Epoch 6: val loss 0.6611576080322266 Epoch 7: train loss 0.4990692457982472 Epoch 7: val loss 0.6576645970344543 Epoch 8: train loss 0.5037030109337398 Epoch 8: val loss 0.6632781028747559 Epoch 9: train loss 0.4845276325941086 Epoch 9: val loss 0.6481815576553345 Epoch 10: train loss 0.48224018088408876 Epoch 10: val loss 0.6666434407234192 Epoch 11: train loss 0.46536365151405334 Epoch 11: val loss 0.6576617360115051 Epoch 12: train loss 0.43537808316094534 Epoch 12: val loss 0.6563676595687866 Epoch 13: train loss 0.44442578085831236 Epoch 13: val loss 0.6515909433364868 Epoch 14: train loss 0.43463455566338133 Epoch 14: val loss 0.6556450128555298 Epoch 15: train loss 0.4366327439035688 Epoch 15: val loss 0.656130850315094 Epoch 16: train loss 0.42754894707884106 Epoch 16: val loss 0.6833844184875488 Epoch 17: train loss 0.404644604240145 Epoch 17: val loss 0.6744741201400757 Epoch 18: train loss 0.39665416521685465 Epoch 18: val loss 0.689839780330658 Epoch 19: train loss 0.3754608290536063 Epoch 19: val loss 0.6654548645019531
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6915819313791063 Epoch 0: val loss 0.6706563830375671 Epoch 1: train loss 0.66648311747445 Epoch 1: val loss 0.6502670645713806 Epoch 2: train loss 0.6429698798391554 Epoch 2: val loss 0.6411526203155518 Epoch 3: train loss 0.6202817757924398 Epoch 3: val loss 0.635288655757904 Epoch 4: train loss 0.6044038136800131 Epoch 4: val loss 0.6241300106048584 Epoch 5: train loss 0.6131988631354438 Epoch 5: val loss 0.6188989281654358 Epoch 6: train loss 0.5948004192776151 Epoch 6: val loss 0.6143125295639038 Epoch 7: train loss 0.5833975606494479 Epoch 7: val loss 0.6149365901947021 Epoch 8: train loss 0.575058274798923 Epoch 8: val loss 0.6120103001594543 Epoch 9: train loss 0.5570608211888207 Epoch 9: val loss 0.6025989055633545 Epoch 10: train loss 0.548997677034802 Epoch 10: val loss 0.6008891463279724 Epoch 11: train loss 0.5373818907472823 Epoch 11: val loss 0.6131922602653503 Epoch 12: train loss 0.5162519613901774 Epoch 12: val loss 0.6024956703186035 Epoch 13: train loss 0.5074673162566291 Epoch 13: val loss 0.5945014953613281 Epoch 14: train loss 0.5026650130748749 Epoch 14: val loss 0.6056850552558899 Epoch 15: train loss 0.4812899563047621 Epoch 15: val loss 0.601675271987915 Epoch 16: train loss 0.48901327782207066 Epoch 16: val loss 0.607428252696991 Epoch 17: train loss 0.46085549063152736 Epoch 17: val loss 0.6175144910812378 Epoch 18: train loss 0.48571453160709804 Epoch 18: val loss 0.6203504204750061 Epoch 19: train loss 0.4525744583871629 Epoch 19: val loss 0.6214293837547302 Epoch 20: train loss 0.44034610191981 Epoch 20: val loss 0.6451705694198608 Epoch 21: train loss 0.44202258851793075 Epoch 21: val loss 0.6545378565788269 Epoch 22: train loss 0.41227031416363186 Epoch 22: val loss 0.6480331420898438 Epoch 23: train loss 0.40074889527426827 Epoch 23: val loss 0.6509122848510742 Epoch 24: train loss 0.40470770994822186 Epoch 24: val loss 0.6587982773780823
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6842441625065274 Epoch 0: val loss 0.6727659106254578 Epoch 1: train loss 0.667792366610633 Epoch 1: val loss 0.660077691078186 Epoch 2: train loss 0.6150264806217618 Epoch 2: val loss 0.6571817398071289 Epoch 3: train loss 0.6068551606602139 Epoch 3: val loss 0.6571959853172302 Epoch 4: train loss 0.5812292165226407 Epoch 4: val loss 0.6566153168678284 Epoch 5: train loss 0.5647993551360236 Epoch 5: val loss 0.6545608639717102 Epoch 6: train loss 0.5493185751967959 Epoch 6: val loss 0.655937135219574 Epoch 7: train loss 0.5340134733253055 Epoch 7: val loss 0.6615379452705383 Epoch 8: train loss 0.5035392741362253 Epoch 8: val loss 0.672913134098053 Epoch 9: train loss 0.5032491617732577 Epoch 9: val loss 0.6845566034317017 Epoch 10: train loss 0.4961414105362362 Epoch 10: val loss 0.7014990448951721 Epoch 11: train loss 0.47204368313153583 Epoch 11: val loss 0.7085658311843872 Epoch 12: train loss 0.4665701985359192 Epoch 12: val loss 0.7158944606781006 Epoch 13: train loss 0.4687128530608283 Epoch 13: val loss 0.7336438298225403 Epoch 14: train loss 0.4617290364371406 Epoch 14: val loss 0.7341581583023071 Epoch 15: train loss 0.44032424026065403 Epoch 15: val loss 0.7443212866783142 Epoch 16: train loss 0.43431289990743 Epoch 16: val loss 0.745386004447937 Epoch 17: train loss 0.41819872789912754 Epoch 17: val loss 0.7505578994750977 Epoch 18: train loss 0.4083569414085812 Epoch 18: val loss 0.756342887878418 Epoch 19: train loss 0.41630693938997054 Epoch 19: val loss 0.7634118795394897 Epoch 20: train loss 0.4214768906434377 Epoch 20: val loss 0.760949432849884 Epoch 21: train loss 0.390716079208586 Epoch 21: val loss 0.7587920427322388 Epoch 22: train loss 0.37498729427655536 Epoch 22: val loss 0.7703111171722412 Epoch 23: train loss 0.34416310985883075 Epoch 23: val loss 0.792077898979187 Epoch 24: train loss 0.38591920336087543 Epoch 24: val loss 0.8023433089256287
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6712605092260573 Epoch 0: val loss 0.6597669124603271 Epoch 1: train loss 0.6453324953715006 Epoch 1: val loss 0.6415356993675232 Epoch 2: train loss 0.626435273223453 Epoch 2: val loss 0.6287930607795715 Epoch 3: train loss 0.6010275615586175 Epoch 3: val loss 0.6175459027290344 Epoch 4: train loss 0.5984561244646708 Epoch 4: val loss 0.6144469976425171 Epoch 5: train loss 0.5918674270311991 Epoch 5: val loss 0.6178362369537354 Epoch 6: train loss 0.560551772514979 Epoch 6: val loss 0.6168433427810669 Epoch 7: train loss 0.5468594034512838 Epoch 7: val loss 0.6217274069786072 Epoch 8: train loss 0.5291351543532478 Epoch 8: val loss 0.6233388781547546 Epoch 9: train loss 0.5152827501296997 Epoch 9: val loss 0.618134617805481 Epoch 10: train loss 0.5270624260107676 Epoch 10: val loss 0.6288902759552002 Epoch 11: train loss 0.5143011576599545 Epoch 11: val loss 0.619053840637207 Epoch 12: train loss 0.4756177481677797 Epoch 12: val loss 0.6274772882461548 Epoch 13: train loss 0.5059978829489814 Epoch 13: val loss 0.6427521109580994 Epoch 14: train loss 0.4438673754533132 Epoch 14: val loss 0.6393795609474182 Epoch 15: train loss 0.47103021542231244 Epoch 15: val loss 0.6329482197761536 Epoch 16: train loss 0.4683779610527886 Epoch 16: val loss 0.6312076449394226 Epoch 17: train loss 0.46306541562080383 Epoch 17: val loss 0.6484127044677734 Epoch 18: train loss 0.4589312043454912 Epoch 18: val loss 0.6392717361450195 Epoch 19: train loss 0.42747333976957536 Epoch 19: val loss 0.6489678621292114 Epoch 20: train loss 0.44777512219217086 Epoch 20: val loss 0.6574190258979797 Epoch 21: train loss 0.433559129635493 Epoch 21: val loss 0.6659210324287415 Epoch 22: train loss 0.3830225881603029 Epoch 22: val loss 0.6693340539932251 Epoch 23: train loss 0.4152173532379998 Epoch 23: val loss 0.6957954168319702 Epoch 24: train loss 0.4014354646205902 Epoch 24: val loss 0.7009521722793579
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6726420455508761 Epoch 0: val loss 0.6761363744735718 Epoch 1: train loss 0.655262655682034 Epoch 1: val loss 0.6742068529129028 Epoch 2: train loss 0.6198097070058187 Epoch 2: val loss 0.6725744009017944 Epoch 3: train loss 0.6175629297892252 Epoch 3: val loss 0.6760228872299194 Epoch 4: train loss 0.6122865676879883 Epoch 4: val loss 0.6776518821716309 Epoch 5: train loss 0.6032201912668016 Epoch 5: val loss 0.6773027181625366 Epoch 6: train loss 0.5675320989555783 Epoch 6: val loss 0.6728606820106506 Epoch 7: train loss 0.5757716827922397 Epoch 7: val loss 0.6757391095161438 Epoch 8: train loss 0.5645966761642032 Epoch 8: val loss 0.6766151785850525 Epoch 9: train loss 0.5731669267018636 Epoch 9: val loss 0.6928746700286865 Epoch 10: train loss 0.5529023011525472 Epoch 10: val loss 0.6836988925933838 Epoch 11: train loss 0.5215850306881799 Epoch 11: val loss 0.6812611222267151 Epoch 12: train loss 0.5210378136899736 Epoch 12: val loss 0.6815028190612793 Epoch 13: train loss 0.5178983906904856 Epoch 13: val loss 0.6823933124542236 Epoch 14: train loss 0.5208505458301969 Epoch 14: val loss 0.6828581690788269 Epoch 15: train loss 0.49805885553359985 Epoch 15: val loss 0.6823064684867859 Epoch 16: train loss 0.4728130300839742 Epoch 16: val loss 0.691078782081604 Epoch 17: train loss 0.49626684188842773 Epoch 17: val loss 0.6836431622505188 Epoch 18: train loss 0.48435868819554645 Epoch 18: val loss 0.6829115748405457 Epoch 19: train loss 0.42712168726656174 Epoch 19: val loss 0.7043280005455017 Epoch 20: train loss 0.43326521582073635 Epoch 20: val loss 0.7157984972000122 Epoch 21: train loss 0.4304996430873871 Epoch 21: val loss 0.6901809573173523 Epoch 22: train loss 0.43464380502700806 Epoch 22: val loss 0.6928078532218933 Epoch 23: train loss 0.4414021174112956 Epoch 23: val loss 0.7189489006996155 Epoch 24: train loss 0.4181378185749054 Epoch 24: val loss 0.7061702013015747
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6721849044164022 Epoch 0: val loss 0.6383019089698792 Epoch 1: train loss 0.6456968684991201 Epoch 1: val loss 0.6160532832145691 Epoch 2: train loss 0.6506929198900858 Epoch 2: val loss 0.6105849146842957 Epoch 3: train loss 0.6131396666169167 Epoch 3: val loss 0.6113189458847046 Epoch 4: train loss 0.6382023592789968 Epoch 4: val loss 0.6089122295379639 Epoch 5: train loss 0.5982445950309435 Epoch 5: val loss 0.5984035134315491 Epoch 6: train loss 0.5796878039836884 Epoch 6: val loss 0.5963050127029419 Epoch 7: train loss 0.5681631291906039 Epoch 7: val loss 0.6032606959342957 Epoch 8: train loss 0.5690415302912394 Epoch 8: val loss 0.5925554633140564 Epoch 9: train loss 0.552403137087822 Epoch 9: val loss 0.5920300483703613 Epoch 10: train loss 0.5345637947320938 Epoch 10: val loss 0.5910604000091553 Epoch 11: train loss 0.5375576764345169 Epoch 11: val loss 0.596997857093811 Epoch 12: train loss 0.5319627672433853 Epoch 12: val loss 0.6032009720802307 Epoch 13: train loss 0.5075338557362556 Epoch 13: val loss 0.5733290314674377 Epoch 14: train loss 0.4846402977903684 Epoch 14: val loss 0.5758643746376038
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6149202674627304 Epoch 0: val loss 0.5806044936180115 Epoch 1: train loss 0.5358395367860794 Epoch 1: val loss 0.49146178364753723 Epoch 2: train loss 0.41737482994794844 Epoch 2: val loss 0.441592812538147 Epoch 3: train loss 0.39033860713243484 Epoch 3: val loss 0.4307256042957306 Epoch 4: train loss 0.42530345916748047 Epoch 4: val loss 0.421819269657135 Epoch 5: train loss 0.37831615656614304 Epoch 5: val loss 0.42849618196487427 Epoch 6: train loss 0.39564148932695387 Epoch 6: val loss 0.42065659165382385 Epoch 7: train loss 0.35290020182728765 Epoch 7: val loss 0.4267368018627167 Epoch 8: train loss 0.35551959574222564 Epoch 8: val loss 0.43857312202453613 Epoch 9: train loss 0.3366818159818649 Epoch 9: val loss 0.4535200297832489 Epoch 10: train loss 0.31387694031000135 Epoch 10: val loss 0.45797106623649597 Epoch 11: train loss 0.32488677054643633 Epoch 11: val loss 0.45475539565086365 Epoch 12: train loss 0.3047189176082611 Epoch 12: val loss 0.4625213146209717 Epoch 13: train loss 0.306001615524292 Epoch 13: val loss 0.4728667736053467 Epoch 14: train loss 0.29827804267406466 Epoch 14: val loss 0.4808681011199951 Epoch 15: train loss 0.28711701184511185 Epoch 15: val loss 0.49752306938171387 Epoch 16: train loss 0.3072246551513672 Epoch 16: val loss 0.5018608570098877 Epoch 17: train loss 0.3165828317403793 Epoch 17: val loss 0.5028474926948547 Epoch 18: train loss 0.2996538311243057 Epoch 18: val loss 0.5168742537498474 Epoch 19: train loss 0.2705410808324814 Epoch 19: val loss 0.5316086411476135 Epoch 20: train loss 0.32772851139307024 Epoch 20: val loss 0.5420778393745422 Epoch 21: train loss 0.3052233546972275 Epoch 21: val loss 0.5680245757102966 Epoch 22: train loss 0.25671293288469316 Epoch 22: val loss 0.5953667759895325 Epoch 23: train loss 0.2576187863945961 Epoch 23: val loss 0.5713960528373718 Epoch 24: train loss 0.2819855883717537 Epoch 24: val loss 0.5691746473312378
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6533130943775177 Epoch 0: val loss 0.5910106301307678 Epoch 1: train loss 0.5087615132331849 Epoch 1: val loss 0.5212628245353699 Epoch 2: train loss 0.44448873698711394 Epoch 2: val loss 0.47906121611595154 Epoch 3: train loss 0.43530782759189607 Epoch 3: val loss 0.4741672873497009 Epoch 4: train loss 0.4142853140830994 Epoch 4: val loss 0.4829981029033661 Epoch 5: train loss 0.40635659396648405 Epoch 5: val loss 0.47720059752464294 Epoch 6: train loss 0.3499648541212082 Epoch 6: val loss 0.4702393412590027 Epoch 7: train loss 0.34888834357261655 Epoch 7: val loss 0.4604339897632599 Epoch 8: train loss 0.36032267808914187 Epoch 8: val loss 0.4586479365825653 Epoch 9: train loss 0.3804993987083435 Epoch 9: val loss 0.45299506187438965 Epoch 10: train loss 0.43928330540657046 Epoch 10: val loss 0.460740327835083 Epoch 11: train loss 0.3725279778242111 Epoch 11: val loss 0.45439058542251587 Epoch 12: train loss 0.33259919136762617 Epoch 12: val loss 0.4638095796108246 Epoch 13: train loss 0.32337609976530074 Epoch 13: val loss 0.46561315655708313 Epoch 14: train loss 0.3606160506606102 Epoch 14: val loss 0.4643445611000061 Epoch 15: train loss 0.3240225613117218 Epoch 15: val loss 0.46378588676452637 Epoch 16: train loss 0.31752416044473647 Epoch 16: val loss 0.4618362784385681 Epoch 17: train loss 0.3635045409202576 Epoch 17: val loss 0.47452396154403687 Epoch 18: train loss 0.3141872823238373 Epoch 18: val loss 0.47610533237457275 Epoch 19: train loss 0.30172870457172396 Epoch 19: val loss 0.4745939075946808 Epoch 20: train loss 0.2925365373492241 Epoch 20: val loss 0.4809769093990326 Epoch 21: train loss 0.3247371256351471 Epoch 21: val loss 0.4827076196670532 Epoch 22: train loss 0.28166609406471255 Epoch 22: val loss 0.4804198145866394 Epoch 23: train loss 0.30105964541435243 Epoch 23: val loss 0.48661118745803833 Epoch 24: train loss 0.27439905405044557 Epoch 24: val loss 0.48353344202041626
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6397484064102172 Epoch 0: val loss 0.5725299119949341 Epoch 1: train loss 0.5342964202165603 Epoch 1: val loss 0.5006012916564941 Epoch 2: train loss 0.4733585834503174 Epoch 2: val loss 0.4570939838886261 Epoch 3: train loss 0.3951150730252266 Epoch 3: val loss 0.44065722823143005 Epoch 4: train loss 0.3956291422247887 Epoch 4: val loss 0.43448126316070557 Epoch 5: train loss 0.46911972761154175 Epoch 5: val loss 0.43495962023735046 Epoch 6: train loss 0.3863605186343193 Epoch 6: val loss 0.4397302269935608 Epoch 7: train loss 0.35793780386447904 Epoch 7: val loss 0.45026102662086487 Epoch 8: train loss 0.39391334503889086 Epoch 8: val loss 0.45340853929519653 Epoch 9: train loss 0.3839452967047691 Epoch 9: val loss 0.45897817611694336 Epoch 10: train loss 0.37101050317287443 Epoch 10: val loss 0.44780805706977844 Epoch 11: train loss 0.3978372782468796 Epoch 11: val loss 0.4484713077545166 Epoch 12: train loss 0.3400378540158272 Epoch 12: val loss 0.44694480299949646 Epoch 13: train loss 0.3403650850057602 Epoch 13: val loss 0.45119595527648926 Epoch 14: train loss 0.3611263811588287 Epoch 14: val loss 0.4605432450771332 Epoch 15: train loss 0.3461955964565277 Epoch 15: val loss 0.46254467964172363 Epoch 16: train loss 0.3338509723544121 Epoch 16: val loss 0.46736010909080505 Epoch 17: train loss 0.3305904000997543 Epoch 17: val loss 0.47156354784965515 Epoch 18: train loss 0.30215187817811967 Epoch 18: val loss 0.48057299852371216 Epoch 19: train loss 0.3113907426595688 Epoch 19: val loss 0.4854625463485718 Epoch 20: train loss 0.35655434131622316 Epoch 20: val loss 0.4845927059650421 Epoch 21: train loss 0.29946668073534966 Epoch 21: val loss 0.47588807344436646 Epoch 22: train loss 0.2802680343389511 Epoch 22: val loss 0.4743817448616028 Epoch 23: train loss 0.2707493998110294 Epoch 23: val loss 0.4863686263561249 Epoch 24: train loss 0.2640930451452732 Epoch 24: val loss 0.4918452799320221
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6130256593227387 Epoch 0: val loss 0.5732170939445496 Epoch 1: train loss 0.5113066226243973 Epoch 1: val loss 0.48871785402297974 Epoch 2: train loss 0.4216065913438797 Epoch 2: val loss 0.4467405676841736 Epoch 3: train loss 0.4164872169494629 Epoch 3: val loss 0.43891340494155884 Epoch 4: train loss 0.3699136734008789 Epoch 4: val loss 0.44010695815086365 Epoch 5: train loss 0.4097831964492798 Epoch 5: val loss 0.4408416450023651 Epoch 6: train loss 0.3750159040093422 Epoch 6: val loss 0.46997466683387756 Epoch 7: train loss 0.3634984493255615 Epoch 7: val loss 0.45400160551071167 Epoch 8: train loss 0.36604775935411454 Epoch 8: val loss 0.44229602813720703 Epoch 9: train loss 0.3927935540676117 Epoch 9: val loss 0.42836612462997437 Epoch 10: train loss 0.3557144314050674 Epoch 10: val loss 0.4334012567996979 Epoch 11: train loss 0.37854992747306826 Epoch 11: val loss 0.4403030276298523 Epoch 12: train loss 0.3306698776781559 Epoch 12: val loss 0.433363676071167 Epoch 13: train loss 0.3469125524163246 Epoch 13: val loss 0.4306242763996124 Epoch 14: train loss 0.3352463930845261 Epoch 14: val loss 0.4408119320869446 Epoch 15: train loss 0.39297339469194414 Epoch 15: val loss 0.43943169713020325 Epoch 16: train loss 0.32363957315683367 Epoch 16: val loss 0.4313986003398895 Epoch 17: train loss 0.3038882702589035 Epoch 17: val loss 0.4192947447299957 Epoch 18: train loss 0.3480045959353447 Epoch 18: val loss 0.4231961965560913 Epoch 19: train loss 0.31026957035064695 Epoch 19: val loss 0.42992347478866577 Epoch 20: train loss 0.34057876020669936 Epoch 20: val loss 0.42821404337882996 Epoch 21: train loss 0.28992732912302016 Epoch 21: val loss 0.4152734577655792 Epoch 22: train loss 0.3021982103586197 Epoch 22: val loss 0.4153500497341156 Epoch 23: train loss 0.3055622443556786 Epoch 23: val loss 0.431325763463974 Epoch 24: train loss 0.2900443136692047 Epoch 24: val loss 0.4298357665538788
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.5932632455459008 Epoch 0: val loss 0.55672687292099 Epoch 1: train loss 0.5021059467242315 Epoch 1: val loss 0.4952387511730194 Epoch 2: train loss 0.4175908244573153 Epoch 2: val loss 0.47994464635849 Epoch 3: train loss 0.3895678004393211 Epoch 3: val loss 0.47627219557762146 Epoch 4: train loss 0.40896812769082874 Epoch 4: val loss 0.506949782371521 Epoch 5: train loss 0.4161835083594689 Epoch 5: val loss 0.5073774456977844 Epoch 6: train loss 0.3979613666351025 Epoch 6: val loss 0.5319967269897461 Epoch 7: train loss 0.3831386554699678 Epoch 7: val loss 0.5170285105705261 Epoch 8: train loss 0.36059942497656894 Epoch 8: val loss 0.510489821434021 Epoch 9: train loss 0.358262059207146 Epoch 9: val loss 0.5082192420959473 Epoch 10: train loss 0.3473958304295173 Epoch 10: val loss 0.5146305561065674
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.677330120043321 Epoch 0: val loss 0.6479052901268005 Epoch 1: train loss 0.642874154177579 Epoch 1: val loss 0.6179364919662476 Epoch 2: train loss 0.6075887354937467 Epoch 2: val loss 0.60320645570755 Epoch 3: train loss 0.5980818380009044 Epoch 3: val loss 0.5866617560386658 Epoch 4: train loss 0.5659208243543451 Epoch 4: val loss 0.584682047367096 Epoch 5: train loss 0.563439894806255 Epoch 5: val loss 0.5801485776901245 Epoch 6: train loss 0.5250406996770338 Epoch 6: val loss 0.5769282579421997 Epoch 7: train loss 0.5415829961950128 Epoch 7: val loss 0.5850586295127869 Epoch 8: train loss 0.514515139839866 Epoch 8: val loss 0.5674830675125122 Epoch 9: train loss 0.5177183747291565 Epoch 9: val loss 0.569649875164032 Epoch 10: train loss 0.4857310029593381 Epoch 10: val loss 0.5686535835266113 Epoch 11: train loss 0.4786122332919728 Epoch 11: val loss 0.5775997042655945 Epoch 12: train loss 0.4671740315177224 Epoch 12: val loss 0.578238844871521 Epoch 13: train loss 0.4626852653243325 Epoch 13: val loss 0.6000239253044128 Epoch 14: train loss 0.4559444622559981 Epoch 14: val loss 0.57710200548172 Epoch 15: train loss 0.4302479787306352 Epoch 15: val loss 0.589801549911499 Epoch 16: train loss 0.427039390260523 Epoch 16: val loss 0.5897352695465088 Epoch 17: train loss 0.43554658781398425 Epoch 17: val loss 0.5879348516464233 Epoch 18: train loss 0.4177129404111342 Epoch 18: val loss 0.5880994200706482 Epoch 19: train loss 0.39660576256838714 Epoch 19: val loss 0.6019405126571655 Epoch 20: train loss 0.4007561924782666 Epoch 20: val loss 0.5903669595718384 Epoch 21: train loss 0.40317096493460913 Epoch 21: val loss 0.5861754417419434 Epoch 22: train loss 0.3811214810067957 Epoch 22: val loss 0.5933492183685303 Epoch 23: train loss 0.38601020791313867 Epoch 23: val loss 0.5979787707328796 Epoch 24: train loss 0.3609683865850622 Epoch 24: val loss 0.5909348726272583
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6738655838099393 Epoch 0: val loss 0.6715897917747498 Epoch 1: train loss 0.6196062564849854 Epoch 1: val loss 0.6747918725013733 Epoch 2: train loss 0.6038961031220176 Epoch 2: val loss 0.676725447177887 Epoch 3: train loss 0.579475771297108 Epoch 3: val loss 0.685168981552124 Epoch 4: train loss 0.5775522779334675 Epoch 4: val loss 0.6691120862960815 Epoch 5: train loss 0.5592176589098844 Epoch 5: val loss 0.6770164370536804 Epoch 6: train loss 0.5541190288283608 Epoch 6: val loss 0.6791031956672668 Epoch 7: train loss 0.5289438664913177 Epoch 7: val loss 0.6732995510101318 Epoch 8: train loss 0.5144545977765863 Epoch 8: val loss 0.6817688345909119 Epoch 9: train loss 0.49325262958353217 Epoch 9: val loss 0.6732116937637329 Epoch 10: train loss 0.47833114049651404 Epoch 10: val loss 0.6762108206748962 Epoch 11: train loss 0.4601121246814728 Epoch 11: val loss 0.6539186835289001 Epoch 12: train loss 0.44938380880789325 Epoch 12: val loss 0.7315763235092163 Epoch 13: train loss 0.4387663792480122 Epoch 13: val loss 0.6553330421447754 Epoch 14: train loss 0.448630002411929 Epoch 14: val loss 0.678659975528717 Epoch 15: train loss 0.42738315192135895 Epoch 15: val loss 0.7091367840766907 Epoch 16: train loss 0.411614098332145 Epoch 16: val loss 0.6979915499687195 Epoch 17: train loss 0.3947684250094674 Epoch 17: val loss 0.6678004860877991 Epoch 18: train loss 0.3759978251023726 Epoch 18: val loss 0.7003326416015625 Epoch 19: train loss 0.37580988894809375 Epoch 19: val loss 0.7349874973297119 Epoch 20: train loss 0.3814359361475164 Epoch 20: val loss 0.6898233294487 Epoch 21: train loss 0.3522820201787082 Epoch 21: val loss 0.7048112154006958 Epoch 22: train loss 0.37777536836537445 Epoch 22: val loss 0.7348816394805908 Epoch 23: train loss 0.3796783685684204 Epoch 23: val loss 0.6979567408561707 Epoch 24: train loss 0.34880947253920813 Epoch 24: val loss 0.7495958805084229
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6775026321411133 Epoch 0: val loss 0.6598173379898071 Epoch 1: train loss 0.6242903362620961 Epoch 1: val loss 0.64272141456604 Epoch 2: train loss 0.5955561236901716 Epoch 2: val loss 0.6349459886550903 Epoch 3: train loss 0.5720029771327972 Epoch 3: val loss 0.6476236581802368 Epoch 4: train loss 0.5511520017277111 Epoch 4: val loss 0.6548752784729004 Epoch 5: train loss 0.5369916206056421 Epoch 5: val loss 0.6403140425682068 Epoch 6: train loss 0.5378085239367052 Epoch 6: val loss 0.6321271061897278 Epoch 7: train loss 0.4909794466062026 Epoch 7: val loss 0.6200406551361084 Epoch 8: train loss 0.5041314390572634 Epoch 8: val loss 0.6343808174133301 Epoch 9: train loss 0.48061987215822394 Epoch 9: val loss 0.6649023294448853 Epoch 10: train loss 0.45856311375444586 Epoch 10: val loss 0.6270971894264221 Epoch 11: train loss 0.44806431098417804 Epoch 11: val loss 0.6221275329589844 Epoch 12: train loss 0.4379080127586018 Epoch 12: val loss 0.6384631395339966 Epoch 13: train loss 0.4352996295148676 Epoch 13: val loss 0.6174048781394958 Epoch 14: train loss 0.4077300754460422 Epoch 14: val loss 0.6606123447418213 Epoch 15: train loss 0.4146108789877458 Epoch 15: val loss 0.6522136926651001 Epoch 16: train loss 0.39809163863008673 Epoch 16: val loss 0.6556057929992676 Epoch 17: train loss 0.4096405546773564 Epoch 17: val loss 0.6224873065948486 Epoch 18: train loss 0.3740269975228743 Epoch 18: val loss 0.617003858089447 Epoch 19: train loss 0.3772571398453279 Epoch 19: val loss 0.6597518920898438 Epoch 20: train loss 0.37574805454774335 Epoch 20: val loss 0.6452500820159912 Epoch 21: train loss 0.35541709986600006 Epoch 21: val loss 0.6330130100250244 Epoch 22: train loss 0.3551145087588917 Epoch 22: val loss 0.6391754150390625 Epoch 23: train loss 0.34979453682899475 Epoch 23: val loss 0.6323878169059753 Epoch 24: train loss 0.3279528942975131 Epoch 24: val loss 0.6386754512786865
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6792252497239546 Epoch 0: val loss 0.644917368888855 Epoch 1: train loss 0.6270240653644908 Epoch 1: val loss 0.6103549003601074 Epoch 2: train loss 0.6162196289409291 Epoch 2: val loss 0.5859994292259216 Epoch 3: train loss 0.5956082506613298 Epoch 3: val loss 0.578865110874176 Epoch 4: train loss 0.5708690231496637 Epoch 4: val loss 0.5668772459030151 Epoch 5: train loss 0.5556803643703461 Epoch 5: val loss 0.5495573282241821 Epoch 6: train loss 0.5426405532793566 Epoch 6: val loss 0.5465495586395264 Epoch 7: train loss 0.5222516330805692 Epoch 7: val loss 0.54853355884552 Epoch 8: train loss 0.5094218931414864 Epoch 8: val loss 0.5326534509658813 Epoch 9: train loss 0.49810576980764215 Epoch 9: val loss 0.5511862635612488 Epoch 10: train loss 0.4809281013228677 Epoch 10: val loss 0.5444511771202087 Epoch 11: train loss 0.45715388655662537 Epoch 11: val loss 0.5269570350646973 Epoch 12: train loss 0.44901579889384186 Epoch 12: val loss 0.5585834383964539 Epoch 13: train loss 0.43319847908886994 Epoch 13: val loss 0.5266193151473999 Epoch 14: train loss 0.4388791024684906 Epoch 14: val loss 0.5513573288917542 Epoch 15: train loss 0.4227038865739649 Epoch 15: val loss 0.5515328049659729 Epoch 16: train loss 0.422173871235414 Epoch 16: val loss 0.5561372637748718 Epoch 17: train loss 0.392347433350303 Epoch 17: val loss 0.5456790924072266 Epoch 18: train loss 0.4013645052909851 Epoch 18: val loss 0.5338177680969238 Epoch 19: train loss 0.37923327359286224 Epoch 19: val loss 0.5546762347221375 Epoch 20: train loss 0.3631623929197138 Epoch 20: val loss 0.5475872159004211 Epoch 21: train loss 0.39394196597012604 Epoch 21: val loss 0.55766761302948 Epoch 22: train loss 0.34790105711330066 Epoch 22: val loss 0.5949470400810242 Epoch 23: train loss 0.33978634801777924 Epoch 23: val loss 0.5611009001731873 Epoch 24: train loss 0.34506653384728864 Epoch 24: val loss 0.5954278111457825
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6748756210009257 Epoch 0: val loss 0.6546629071235657 Epoch 1: train loss 0.6152040521303813 Epoch 1: val loss 0.6256310343742371 Epoch 2: train loss 0.5945351521174113 Epoch 2: val loss 0.6065361499786377 Epoch 3: train loss 0.5789015034834544 Epoch 3: val loss 0.6010504961013794 Epoch 4: train loss 0.5865747610727946 Epoch 4: val loss 0.5938847064971924 Epoch 5: train loss 0.575803299744924 Epoch 5: val loss 0.577961266040802 Epoch 6: train loss 0.5259167710940044 Epoch 6: val loss 0.5690886378288269 Epoch 7: train loss 0.5286134163538615 Epoch 7: val loss 0.5637056231498718 Epoch 8: train loss 0.5286974887053172 Epoch 8: val loss 0.5551644563674927 Epoch 9: train loss 0.5194133341312408 Epoch 9: val loss 0.5466955900192261 Epoch 10: train loss 0.478198766708374 Epoch 10: val loss 0.5524903535842896 Epoch 11: train loss 0.4886877795060476 Epoch 11: val loss 0.5389328598976135 Epoch 12: train loss 0.47741488019625344 Epoch 12: val loss 0.5445913672447205 Epoch 13: train loss 0.4632857342561086 Epoch 13: val loss 0.5377883315086365 Epoch 14: train loss 0.43176582058270774 Epoch 14: val loss 0.5344338417053223 Epoch 15: train loss 0.4535751005013784 Epoch 15: val loss 0.5225733518600464 Epoch 16: train loss 0.4394242187341054 Epoch 16: val loss 0.5222468972206116 Epoch 17: train loss 0.41532264053821566 Epoch 17: val loss 0.5407227277755737 Epoch 18: train loss 0.4076660215854645 Epoch 18: val loss 0.5433522462844849
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.676204115152359 Epoch 0: val loss 0.6702393889427185 Epoch 1: train loss 0.6361716290314993 Epoch 1: val loss 0.6455320715904236 Epoch 2: train loss 0.6219623535871506 Epoch 2: val loss 0.6381763219833374 Epoch 3: train loss 0.5919917995731035 Epoch 3: val loss 0.6341960430145264 Epoch 4: train loss 0.5694756110509237 Epoch 4: val loss 0.6247491240501404 Epoch 5: train loss 0.5618220021327337 Epoch 5: val loss 0.6278014779090881 Epoch 6: train loss 0.5490665063261986 Epoch 6: val loss 0.6265985369682312 Epoch 7: train loss 0.5464473540584246 Epoch 7: val loss 0.6222819089889526 Epoch 8: train loss 0.5482567399740219 Epoch 8: val loss 0.6285845041275024 Epoch 9: train loss 0.5351083998878797 Epoch 9: val loss 0.6274241209030151 Epoch 10: train loss 0.5253289093573889 Epoch 10: val loss 0.6326456665992737 Epoch 11: train loss 0.5220555836955706 Epoch 11: val loss 0.6404588222503662 Epoch 12: train loss 0.5308554470539093 Epoch 12: val loss 0.6349470615386963 Epoch 13: train loss 0.5229612638552984 Epoch 13: val loss 0.6373339891433716 Epoch 14: train loss 0.507397877673308 Epoch 14: val loss 0.6377354860305786 Epoch 15: train loss 0.5038006752729416 Epoch 15: val loss 0.6349083185195923 Epoch 16: train loss 0.4698674405614535 Epoch 16: val loss 0.6385614275932312 Epoch 17: train loss 0.4853340784708659 Epoch 17: val loss 0.6497434973716736 Epoch 18: train loss 0.47741444408893585 Epoch 18: val loss 0.6480576395988464 Epoch 19: train loss 0.4766792704661687 Epoch 19: val loss 0.6510170102119446 Epoch 20: train loss 0.48602696259816486 Epoch 20: val loss 0.6584520936012268 Epoch 21: train loss 0.45580625782410306 Epoch 21: val loss 0.6603012681007385 Epoch 22: train loss 0.454288845260938 Epoch 22: val loss 0.656356155872345 Epoch 23: train loss 0.4317675828933716 Epoch 23: val loss 0.6527678370475769 Epoch 24: train loss 0.43320031960805255 Epoch 24: val loss 0.6704957485198975
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6982223093509674 Epoch 0: val loss 0.684867799282074 Epoch 1: train loss 0.6594343185424805 Epoch 1: val loss 0.6644497513771057 Epoch 2: train loss 0.6366196523110071 Epoch 2: val loss 0.6429668664932251 Epoch 3: train loss 0.6142277866601944 Epoch 3: val loss 0.6200632452964783 Epoch 4: train loss 0.5793190598487854 Epoch 4: val loss 0.6046061515808105 Epoch 5: train loss 0.5680520112315813 Epoch 5: val loss 0.5931261777877808 Epoch 6: train loss 0.5719921613732973 Epoch 6: val loss 0.5804629325866699 Epoch 7: train loss 0.5671202565232912 Epoch 7: val loss 0.5684711933135986 Epoch 8: train loss 0.531990704437097 Epoch 8: val loss 0.55996173620224 Epoch 9: train loss 0.5397616053620974 Epoch 9: val loss 0.5562551617622375 Epoch 10: train loss 0.5189122756322225 Epoch 10: val loss 0.5474416613578796 Epoch 11: train loss 0.514169010023276 Epoch 11: val loss 0.5423418879508972 Epoch 12: train loss 0.5056351125240326 Epoch 12: val loss 0.5399951338768005 Epoch 13: train loss 0.5043071756760279 Epoch 13: val loss 0.5400973558425903 Epoch 14: train loss 0.46276705463727313 Epoch 14: val loss 0.540527880191803 Epoch 15: train loss 0.4683108280102412 Epoch 15: val loss 0.5319458842277527 Epoch 16: train loss 0.464053971072038 Epoch 16: val loss 0.5232080221176147 Epoch 17: train loss 0.46824294328689575 Epoch 17: val loss 0.5228646993637085 Epoch 18: train loss 0.43709194908539456 Epoch 18: val loss 0.5234828591346741 Epoch 19: train loss 0.45982853323221207 Epoch 19: val loss 0.5275587439537048 Epoch 20: train loss 0.4472050691644351 Epoch 20: val loss 0.5236450433731079 Epoch 21: train loss 0.4287947540481885 Epoch 21: val loss 0.5191442370414734 Epoch 22: train loss 0.42859966059525806 Epoch 22: val loss 0.5245274305343628 Epoch 23: train loss 0.38654760271310806 Epoch 23: val loss 0.5220759510993958 Epoch 24: train loss 0.3925430153807004 Epoch 24: val loss 0.5258591175079346
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6979090919097265 Epoch 0: val loss 0.6666994094848633 Epoch 1: train loss 0.6588750630617142 Epoch 1: val loss 0.6465190649032593 Epoch 2: train loss 0.6403490006923676 Epoch 2: val loss 0.6313818693161011 Epoch 3: train loss 0.6251306732495626 Epoch 3: val loss 0.6077343225479126 Epoch 4: train loss 0.6117719660202662 Epoch 4: val loss 0.6029336452484131 Epoch 5: train loss 0.5905803640683492 Epoch 5: val loss 0.5949659943580627 Epoch 6: train loss 0.5893959055344263 Epoch 6: val loss 0.5792847275733948 Epoch 7: train loss 0.5737254296739897 Epoch 7: val loss 0.568882942199707 Epoch 8: train loss 0.5489947845538458 Epoch 8: val loss 0.5643399953842163 Epoch 9: train loss 0.5289807046453158 Epoch 9: val loss 0.5610448718070984 Epoch 10: train loss 0.5102013796567917 Epoch 10: val loss 0.5727050304412842 Epoch 11: train loss 0.49130788693825406 Epoch 11: val loss 0.556416392326355 Epoch 12: train loss 0.48081137736638385 Epoch 12: val loss 0.5611602663993835 Epoch 13: train loss 0.4710282136996587 Epoch 13: val loss 0.5708768367767334 Epoch 14: train loss 0.45852718005577725 Epoch 14: val loss 0.5632243156433105 Epoch 15: train loss 0.4570641989509265 Epoch 15: val loss 0.5784369707107544 Epoch 16: train loss 0.4367821564277013 Epoch 16: val loss 0.5804997682571411 Epoch 17: train loss 0.42781145373980206 Epoch 17: val loss 0.6097162961959839 Epoch 18: train loss 0.4105154474576314 Epoch 18: val loss 0.60539710521698 Epoch 19: train loss 0.40616920093695325 Epoch 19: val loss 0.6089358329772949 Epoch 20: train loss 0.4276707669099172 Epoch 20: val loss 0.6394113302230835 Epoch 21: train loss 0.39876405894756317 Epoch 21: val loss 0.6393397450447083 Epoch 22: train loss 0.39113346487283707 Epoch 22: val loss 0.6430097222328186 Epoch 23: train loss 0.34622026855746907 Epoch 23: val loss 0.6719607710838318 Epoch 24: train loss 0.3490644122163455 Epoch 24: val loss 0.6819418668746948
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6930247098207474 Epoch 0: val loss 0.6997384428977966 Epoch 1: train loss 0.6711805562178293 Epoch 1: val loss 0.6807127594947815 Epoch 2: train loss 0.6424185583988825 Epoch 2: val loss 0.6752187609672546 Epoch 3: train loss 0.6006019612153372 Epoch 3: val loss 0.6770776510238647 Epoch 4: train loss 0.5880178436636925 Epoch 4: val loss 0.6840718984603882 Epoch 5: train loss 0.5704209084312121 Epoch 5: val loss 0.6948938369750977 Epoch 6: train loss 0.5500590552886327 Epoch 6: val loss 0.7022692561149597 Epoch 7: train loss 0.522285041709741 Epoch 7: val loss 0.7057051062583923 Epoch 8: train loss 0.5068571815888087 Epoch 8: val loss 0.7226908802986145 Epoch 9: train loss 0.5026269654432932 Epoch 9: val loss 0.7255059480667114 Epoch 10: train loss 0.4854041760166486 Epoch 10: val loss 0.7324081659317017 Epoch 11: train loss 0.4843397115667661 Epoch 11: val loss 0.717599630355835 Epoch 12: train loss 0.4794371897975604 Epoch 12: val loss 0.7189172506332397 Epoch 13: train loss 0.45622145136197406 Epoch 13: val loss 0.7171274423599243 Epoch 14: train loss 0.4459001546104749 Epoch 14: val loss 0.7487008571624756 Epoch 15: train loss 0.4349343453844388 Epoch 15: val loss 0.7409442067146301 Epoch 16: train loss 0.44030806173880893 Epoch 16: val loss 0.7482655644416809 Epoch 17: train loss 0.4412611722946167 Epoch 17: val loss 0.748070240020752 Epoch 18: train loss 0.41415046403805417 Epoch 18: val loss 0.7313538789749146 Epoch 19: train loss 0.40872980405886966 Epoch 19: val loss 0.7335513234138489 Epoch 20: train loss 0.38471855968236923 Epoch 20: val loss 0.7581877708435059 Epoch 21: train loss 0.39553920179605484 Epoch 21: val loss 0.7475107908248901 Epoch 22: train loss 0.3762432100872199 Epoch 22: val loss 0.7238616347312927 Epoch 23: train loss 0.36091730495293933 Epoch 23: val loss 0.7400988340377808 Epoch 24: train loss 0.3963993787765503 Epoch 24: val loss 0.7568982839584351
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6899749934673309 Epoch 0: val loss 0.6797802448272705 Epoch 1: train loss 0.6645164974033833 Epoch 1: val loss 0.6677053570747375 Epoch 2: train loss 0.6409053578972816 Epoch 2: val loss 0.6541631817817688 Epoch 3: train loss 0.6191587224602699 Epoch 3: val loss 0.6374725103378296 Epoch 4: train loss 0.5929423198103905 Epoch 4: val loss 0.6129036545753479 Epoch 5: train loss 0.5669258031994104 Epoch 5: val loss 0.6221747398376465 Epoch 6: train loss 0.5475047845393419 Epoch 6: val loss 0.5915786027908325 Epoch 7: train loss 0.5444887988269329 Epoch 7: val loss 0.5996907353401184 Epoch 8: train loss 0.530675383284688 Epoch 8: val loss 0.5925813913345337 Epoch 9: train loss 0.5212312005460262 Epoch 9: val loss 0.5808984637260437 Epoch 10: train loss 0.5158842168748379 Epoch 10: val loss 0.5914390683174133 Epoch 11: train loss 0.5031207762658596 Epoch 11: val loss 0.6014264822006226 Epoch 12: train loss 0.48962637037038803 Epoch 12: val loss 0.5798701047897339 Epoch 13: train loss 0.48522902838885784 Epoch 13: val loss 0.5979378819465637 Epoch 14: train loss 0.4788961596786976 Epoch 14: val loss 0.5930172204971313 Epoch 15: train loss 0.4688727091997862 Epoch 15: val loss 0.5953852534294128 Epoch 16: train loss 0.46633793972432613 Epoch 16: val loss 0.5965935587882996 Epoch 17: train loss 0.45728566497564316 Epoch 17: val loss 0.5990816354751587
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6957791248957316 Epoch 0: val loss 0.6925116777420044 Epoch 1: train loss 0.6692255238691965 Epoch 1: val loss 0.6704893112182617 Epoch 2: train loss 0.6549485971530279 Epoch 2: val loss 0.6684290170669556 Epoch 3: train loss 0.6311526795228323 Epoch 3: val loss 0.6736189723014832 Epoch 4: train loss 0.6194994350274404 Epoch 4: val loss 0.6690983772277832 Epoch 5: train loss 0.5997569809357325 Epoch 5: val loss 0.6596947312355042 Epoch 6: train loss 0.5863228092590967 Epoch 6: val loss 0.6673470735549927 Epoch 7: train loss 0.5770415912071863 Epoch 7: val loss 0.662626326084137 Epoch 8: train loss 0.5466150616606077 Epoch 8: val loss 0.6807574033737183 Epoch 9: train loss 0.5728053723772367 Epoch 9: val loss 0.6808440685272217 Epoch 10: train loss 0.5512584572037061 Epoch 10: val loss 0.6973260045051575 Epoch 11: train loss 0.522778332233429 Epoch 11: val loss 0.6914041042327881 Epoch 12: train loss 0.5083178654313087 Epoch 12: val loss 0.6932387948036194 Epoch 13: train loss 0.5306793227791786 Epoch 13: val loss 0.7153149843215942 Epoch 14: train loss 0.5314849863449732 Epoch 14: val loss 0.71163409948349 Epoch 15: train loss 0.5175840357939402 Epoch 15: val loss 0.7007633447647095 Epoch 16: train loss 0.4998590151468913 Epoch 16: val loss 0.7327075600624084 Epoch 17: train loss 0.4864349712928136 Epoch 17: val loss 0.7335218787193298 Epoch 18: train loss 0.49448832621177036 Epoch 18: val loss 0.7418176531791687 Epoch 19: train loss 0.4879032423098882 Epoch 19: val loss 0.7417616248130798 Epoch 20: train loss 0.49302812417348224 Epoch 20: val loss 0.7354658246040344 Epoch 21: train loss 0.49049457410971325 Epoch 21: val loss 0.7570598721504211 Epoch 22: train loss 0.46499380469322205 Epoch 22: val loss 0.7607947587966919 Epoch 23: train loss 0.43498312681913376 Epoch 23: val loss 0.763996422290802 Epoch 24: train loss 0.4405647652844588 Epoch 24: val loss 0.7737488150596619
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6977771818637848 Epoch 0: val loss 0.6812036633491516 Epoch 1: train loss 0.6635170777638754 Epoch 1: val loss 0.6665292978286743 Epoch 2: train loss 0.6526272743940353 Epoch 2: val loss 0.6487444043159485 Epoch 3: train loss 0.6255409518877665 Epoch 3: val loss 0.637369692325592 Epoch 4: train loss 0.6307389587163925 Epoch 4: val loss 0.6286951899528503 Epoch 5: train loss 0.6199878454208374 Epoch 5: val loss 0.6231618523597717 Epoch 6: train loss 0.5766272693872452 Epoch 6: val loss 0.6308354139328003 Epoch 7: train loss 0.5757018427054087 Epoch 7: val loss 0.6251858472824097 Epoch 8: train loss 0.568149191637834 Epoch 8: val loss 0.6239501237869263 Epoch 9: train loss 0.5712163100639979 Epoch 9: val loss 0.6303446888923645 Epoch 10: train loss 0.5719507212440172 Epoch 10: val loss 0.6302064657211304 Epoch 11: train loss 0.5699227601289749 Epoch 11: val loss 0.6295073628425598 Epoch 12: train loss 0.5514301707347234 Epoch 12: val loss 0.6324914693832397 Epoch 13: train loss 0.54350546002388 Epoch 13: val loss 0.6386612057685852 Epoch 14: train loss 0.5336203599969546 Epoch 14: val loss 0.6378961801528931 Epoch 15: train loss 0.5302355413635572 Epoch 15: val loss 0.6339563131332397 Epoch 16: train loss 0.5187417243917783 Epoch 16: val loss 0.6326826214790344 Epoch 17: train loss 0.5144181797901789 Epoch 17: val loss 0.6460751295089722 Epoch 18: train loss 0.5084718490640322 Epoch 18: val loss 0.6526006460189819 Epoch 19: train loss 0.4846460123856862 Epoch 19: val loss 0.6709210276603699 Epoch 20: train loss 0.49144388486941654 Epoch 20: val loss 0.6638834476470947 Epoch 21: train loss 0.4809728612502416 Epoch 21: val loss 0.6662875413894653 Epoch 22: train loss 0.4795898124575615 Epoch 22: val loss 0.6684931516647339 Epoch 23: train loss 0.4595392346382141 Epoch 23: val loss 0.6733753681182861 Epoch 24: train loss 0.515484074751536 Epoch 24: val loss 0.6758437156677246
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951935638984045 Epoch 0: val loss 0.6774218678474426 Epoch 1: train loss 0.6646499137083689 Epoch 1: val loss 0.6600837707519531 Epoch 2: train loss 0.6443550239006678 Epoch 2: val loss 0.653170108795166 Epoch 3: train loss 0.6190510392189026 Epoch 3: val loss 0.6488714814186096 Epoch 4: train loss 0.6084051579236984 Epoch 4: val loss 0.6465081572532654 Epoch 5: train loss 0.5959983617067337 Epoch 5: val loss 0.6474245190620422 Epoch 6: train loss 0.5991569211085638 Epoch 6: val loss 0.659927487373352 Epoch 7: train loss 0.5845469882090887 Epoch 7: val loss 0.6649577617645264 Epoch 8: train loss 0.5665741885701815 Epoch 8: val loss 0.6618954539299011 Epoch 9: train loss 0.5771919712424278 Epoch 9: val loss 0.6683130860328674 Epoch 10: train loss 0.5674155056476593 Epoch 10: val loss 0.6748175621032715 Epoch 11: train loss 0.5537300631403923 Epoch 11: val loss 0.6705625653266907 Epoch 12: train loss 0.5487372825543085 Epoch 12: val loss 0.685185432434082 Epoch 13: train loss 0.5248795300722122 Epoch 13: val loss 0.688897430896759 Epoch 14: train loss 0.5503344188133875 Epoch 14: val loss 0.6982191801071167 Epoch 15: train loss 0.5353485370675722 Epoch 15: val loss 0.6910651326179504 Epoch 16: train loss 0.525057002902031 Epoch 16: val loss 0.6891283988952637 Epoch 17: train loss 0.5163481111327807 Epoch 17: val loss 0.7008200883865356 Epoch 18: train loss 0.513650618493557 Epoch 18: val loss 0.6995444297790527 Epoch 19: train loss 0.5095015292366346 Epoch 19: val loss 0.7117490172386169 Epoch 20: train loss 0.5234360297520956 Epoch 20: val loss 0.7133075594902039 Epoch 21: train loss 0.5136515498161316 Epoch 21: val loss 0.7160623669624329 Epoch 22: train loss 0.4933641329407692 Epoch 22: val loss 0.7140095233917236 Epoch 23: train loss 0.4998715966939926 Epoch 23: val loss 0.717664897441864 Epoch 24: train loss 0.4795168216029803 Epoch 24: val loss 0.7190247178077698
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7106732030709585 Epoch 0: val loss 0.6840614676475525 Epoch 1: train loss 0.6765138904253641 Epoch 1: val loss 0.6626705527305603 Epoch 2: train loss 0.6654164989789327 Epoch 2: val loss 0.6529092192649841 Epoch 3: train loss 0.6357577840487162 Epoch 3: val loss 0.6398822069168091 Epoch 4: train loss 0.6250173598527908 Epoch 4: val loss 0.6349703073501587 Epoch 5: train loss 0.6107555329799652 Epoch 5: val loss 0.6256086826324463 Epoch 6: train loss 0.6011342455943426 Epoch 6: val loss 0.6247299313545227 Epoch 7: train loss 0.5940156976381937 Epoch 7: val loss 0.6134521961212158 Epoch 8: train loss 0.5814464539289474 Epoch 8: val loss 0.6312958002090454 Epoch 9: train loss 0.5722728470961252 Epoch 9: val loss 0.6211488842964172 Epoch 10: train loss 0.5757423068086306 Epoch 10: val loss 0.6248706579208374 Epoch 11: train loss 0.5589970822135607 Epoch 11: val loss 0.6326753497123718 Epoch 12: train loss 0.5585577413439751 Epoch 12: val loss 0.6306011080741882 Epoch 13: train loss 0.5280557423830032 Epoch 13: val loss 0.6238545775413513 Epoch 14: train loss 0.5543844029307365 Epoch 14: val loss 0.636951744556427 Epoch 15: train loss 0.5362354492147764 Epoch 15: val loss 0.6394497752189636 Epoch 16: train loss 0.5280444423357645 Epoch 16: val loss 0.6431268453598022 Epoch 17: train loss 0.5215462495883306 Epoch 17: val loss 0.6607434153556824 Epoch 18: train loss 0.5159039000670115 Epoch 18: val loss 0.6435054540634155 Epoch 19: train loss 0.5298795228203138 Epoch 19: val loss 0.6430416703224182 Epoch 20: train loss 0.5071299622456232 Epoch 20: val loss 0.6551879048347473 Epoch 21: train loss 0.5069267700115839 Epoch 21: val loss 0.6550492644309998 Epoch 22: train loss 0.5102716907858849 Epoch 22: val loss 0.6595446467399597 Epoch 23: train loss 0.5095545748869578 Epoch 23: val loss 0.6656527519226074 Epoch 24: train loss 0.4870332007606824 Epoch 24: val loss 0.6575063467025757
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6789581812918186 Epoch 0: val loss 0.6672795414924622 Epoch 1: train loss 0.6623698808252811 Epoch 1: val loss 0.6502896547317505 Epoch 2: train loss 0.6506285518407822 Epoch 2: val loss 0.6360874772071838 Epoch 3: train loss 0.6195832043886185 Epoch 3: val loss 0.6175079345703125 Epoch 4: train loss 0.6014906447380781 Epoch 4: val loss 0.6054314970970154 Epoch 5: train loss 0.6058715507388115 Epoch 5: val loss 0.6017396450042725 Epoch 6: train loss 0.6128017790615559 Epoch 6: val loss 0.6032872200012207 Epoch 7: train loss 0.591951172798872 Epoch 7: val loss 0.5928038954734802 Epoch 8: train loss 0.582810927182436 Epoch 8: val loss 0.5917648077011108
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.699722474271601 Epoch 0: val loss 0.6896044611930847 Epoch 1: train loss 0.6510662653229453 Epoch 1: val loss 0.6816707849502563 Epoch 2: train loss 0.6278100122104991 Epoch 2: val loss 0.6899820566177368 Epoch 3: train loss 0.6264101700349287 Epoch 3: val loss 0.691875696182251 Epoch 4: train loss 0.6076738888567145 Epoch 4: val loss 0.6842732429504395 Epoch 5: train loss 0.6036169745705344 Epoch 5: val loss 0.6837948560714722 Epoch 6: train loss 0.599722916429693 Epoch 6: val loss 0.687338650226593 Epoch 7: train loss 0.576569527387619 Epoch 7: val loss 0.7050166130065918 Epoch 8: train loss 0.5731177059086886 Epoch 8: val loss 0.7009696364402771 Epoch 9: train loss 0.5769725496118719 Epoch 9: val loss 0.7006509304046631 Epoch 10: train loss 0.5815828957340934 Epoch 10: val loss 0.7061664462089539 Epoch 11: train loss 0.5587313391945579 Epoch 11: val loss 0.6944525241851807 Epoch 12: train loss 0.5536395473913713 Epoch 12: val loss 0.6925499439239502 Epoch 13: train loss 0.5284475277770649 Epoch 13: val loss 0.6830004453659058 Epoch 14: train loss 0.505510235374624 Epoch 14: val loss 0.69120854139328 Epoch 15: train loss 0.5243518650531769 Epoch 15: val loss 0.6952493190765381 Epoch 16: train loss 0.4969323765147816 Epoch 16: val loss 0.7071352601051331 Epoch 17: train loss 0.49634014476429333 Epoch 17: val loss 0.7287591695785522 Epoch 18: train loss 0.4907475330612876 Epoch 18: val loss 0.7277657389640808 Epoch 19: train loss 0.48354616219347174 Epoch 19: val loss 0.7474987506866455 Epoch 20: train loss 0.4626710387793454 Epoch 20: val loss 0.7221037745475769 Epoch 21: train loss 0.4521258202466098 Epoch 21: val loss 0.7276275753974915 Epoch 22: train loss 0.4692561545155265 Epoch 22: val loss 0.7538402676582336 Epoch 23: train loss 0.43620758977803314 Epoch 23: val loss 0.7563024163246155 Epoch 24: train loss 0.411500253460624 Epoch 24: val loss 0.7534213066101074
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7014913775704124 Epoch 0: val loss 0.6648056507110596 Epoch 1: train loss 0.6704728332432833 Epoch 1: val loss 0.6401262283325195 Epoch 2: train loss 0.646595759825273 Epoch 2: val loss 0.6318012475967407 Epoch 3: train loss 0.6235741485248912 Epoch 3: val loss 0.6307287216186523 Epoch 4: train loss 0.626205866987055 Epoch 4: val loss 0.6283920407295227 Epoch 5: train loss 0.592955166643316 Epoch 5: val loss 0.6302769184112549 Epoch 6: train loss 0.58903799273751 Epoch 6: val loss 0.6340746879577637 Epoch 7: train loss 0.585357582027262 Epoch 7: val loss 0.6403784155845642 Epoch 8: train loss 0.5587867579676888 Epoch 8: val loss 0.6424310207366943 Epoch 9: train loss 0.5771357417106628 Epoch 9: val loss 0.6406245231628418 Epoch 10: train loss 0.5609094771471891 Epoch 10: val loss 0.6413418054580688 Epoch 11: train loss 0.541397899389267 Epoch 11: val loss 0.6411601305007935 Epoch 12: train loss 0.5626664107496088 Epoch 12: val loss 0.6437516212463379 Epoch 13: train loss 0.5395661402832378 Epoch 13: val loss 0.6464272737503052 Epoch 14: train loss 0.5377499677918174 Epoch 14: val loss 0.6460857391357422 Epoch 15: train loss 0.5332485085183923 Epoch 15: val loss 0.6437671184539795 Epoch 16: train loss 0.5139369341460142 Epoch 16: val loss 0.6412127614021301 Epoch 17: train loss 0.5044500719417225 Epoch 17: val loss 0.6413523554801941 Epoch 18: train loss 0.48544442653656006 Epoch 18: val loss 0.6349755525588989 Epoch 19: train loss 0.4851719682866877 Epoch 19: val loss 0.6418607831001282 Epoch 20: train loss 0.491343384439295 Epoch 20: val loss 0.6442607641220093 Epoch 21: train loss 0.4884579235857183 Epoch 21: val loss 0.6313680410385132 Epoch 22: train loss 0.5046895146369934 Epoch 22: val loss 0.642305850982666 Epoch 23: train loss 0.4692366583780809 Epoch 23: val loss 0.6502114534378052 Epoch 24: train loss 0.4499827894297513 Epoch 24: val loss 0.6422100067138672
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6865639415654269 Epoch 0: val loss 0.6819776892662048 Epoch 1: train loss 0.6554572853175077 Epoch 1: val loss 0.6782422065734863 Epoch 2: train loss 0.6510304050012068 Epoch 2: val loss 0.6756699681282043 Epoch 3: train loss 0.6348936611955817 Epoch 3: val loss 0.6701487302780151 Epoch 4: train loss 0.613208835775202 Epoch 4: val loss 0.6608399748802185 Epoch 5: train loss 0.6119671951640736 Epoch 5: val loss 0.6538125872612 Epoch 6: train loss 0.611599171703512 Epoch 6: val loss 0.6480152010917664 Epoch 7: train loss 0.5929834734309803 Epoch 7: val loss 0.6365824341773987 Epoch 8: train loss 0.5670216137712653 Epoch 8: val loss 0.6356058120727539 Epoch 9: train loss 0.5698340210047635 Epoch 9: val loss 0.6262872219085693 Epoch 10: train loss 0.5802195966243744 Epoch 10: val loss 0.6284774541854858 Epoch 11: train loss 0.546181405132467 Epoch 11: val loss 0.6250397562980652 Epoch 12: train loss 0.5382916818965565 Epoch 12: val loss 0.6167280077934265 Epoch 13: train loss 0.5398414216258309 Epoch 13: val loss 0.6012030839920044 Epoch 14: train loss 0.523535815152255 Epoch 14: val loss 0.5960703492164612 Epoch 15: train loss 0.5327598886056379 Epoch 15: val loss 0.5926918983459473 Epoch 16: train loss 0.4915692860429937 Epoch 16: val loss 0.5907655358314514 Epoch 17: train loss 0.5098318132487211 Epoch 17: val loss 0.585319995880127 Epoch 18: train loss 0.49065865169871936 Epoch 18: val loss 0.5806933641433716 Epoch 19: train loss 0.504971978339282 Epoch 19: val loss 0.5939984321594238 Epoch 20: train loss 0.46346347440372815 Epoch 20: val loss 0.5903949737548828 Epoch 21: train loss 0.44938415017994965 Epoch 21: val loss 0.5962044596672058 Epoch 22: train loss 0.4554767310619354 Epoch 22: val loss 0.6088401079177856 Epoch 23: train loss 0.42748194662007416 Epoch 23: val loss 0.6055746078491211 Epoch 24: train loss 0.43318863348527387 Epoch 24: val loss 0.6058792471885681
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6878995949571783 Epoch 0: val loss 0.6673696637153625 Epoch 1: train loss 0.6550772352652117 Epoch 1: val loss 0.6657275557518005 Epoch 2: train loss 0.6140891963785345 Epoch 2: val loss 0.668389081954956 Epoch 3: train loss 0.6173990260470997 Epoch 3: val loss 0.6717429161071777 Epoch 4: train loss 0.6172189170664008 Epoch 4: val loss 0.6814543604850769 Epoch 5: train loss 0.6063835187391802 Epoch 5: val loss 0.6862814426422119 Epoch 6: train loss 0.5806905925273895 Epoch 6: val loss 0.6868395805358887 Epoch 7: train loss 0.5787754681977358 Epoch 7: val loss 0.6869695782661438 Epoch 8: train loss 0.5758286389437589 Epoch 8: val loss 0.6894094347953796 Epoch 9: train loss 0.5567768216133118 Epoch 9: val loss 0.6958288550376892 Epoch 10: train loss 0.5538502606478605 Epoch 10: val loss 0.6992582678794861 Epoch 11: train loss 0.5159491788257252 Epoch 11: val loss 0.713585376739502 Epoch 12: train loss 0.5247051932594993 Epoch 12: val loss 0.7048096060752869 Epoch 13: train loss 0.5068670457059686 Epoch 13: val loss 0.7090121507644653 Epoch 14: train loss 0.4780986498702656 Epoch 14: val loss 0.7152937650680542 Epoch 15: train loss 0.48965389891104266 Epoch 15: val loss 0.7216586470603943 Epoch 16: train loss 0.49841930920427496 Epoch 16: val loss 0.7284532785415649 Epoch 17: train loss 0.44822813164104114 Epoch 17: val loss 0.7343753576278687 Epoch 18: train loss 0.455794713713906 Epoch 18: val loss 0.7505688071250916 Epoch 19: train loss 0.44965295629067853 Epoch 19: val loss 0.7508412599563599 Epoch 20: train loss 0.45028856938535516 Epoch 20: val loss 0.7657187581062317 Epoch 21: train loss 0.4091600938276811 Epoch 21: val loss 0.7635528445243835 Epoch 22: train loss 0.43959593231027777 Epoch 22: val loss 0.765999436378479 Epoch 23: train loss 0.4067078747532584 Epoch 23: val loss 0.7817479968070984 Epoch 24: train loss 0.39938690987500275 Epoch 24: val loss 0.7996881008148193
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6947790940602621 Epoch 0: val loss 0.6970117688179016 Epoch 1: train loss 0.6453048547108968 Epoch 1: val loss 0.6683418154716492 Epoch 2: train loss 0.628684135278066 Epoch 2: val loss 0.6694907546043396 Epoch 3: train loss 0.618090025583903 Epoch 3: val loss 0.6857284307479858 Epoch 4: train loss 0.5849385857582092 Epoch 4: val loss 0.6578308939933777 Epoch 5: train loss 0.5747160613536835 Epoch 5: val loss 0.6705512404441833 Epoch 6: train loss 0.5737450599670411 Epoch 6: val loss 0.6585726737976074 Epoch 7: train loss 0.5757151067256927 Epoch 7: val loss 0.6498515605926514 Epoch 8: train loss 0.5651886880397796 Epoch 8: val loss 0.6466193199157715 Epoch 9: train loss 0.5407063722610473 Epoch 9: val loss 0.6528750061988831 Epoch 10: train loss 0.5152182559172312 Epoch 10: val loss 0.654058575630188 Epoch 11: train loss 0.5350642005602518 Epoch 11: val loss 0.6507290601730347 Epoch 12: train loss 0.5064709802468618 Epoch 12: val loss 0.6585007309913635 Epoch 13: train loss 0.508714626232783 Epoch 13: val loss 0.6387543082237244 Epoch 14: train loss 0.49093048175175985 Epoch 14: val loss 0.6569934487342834 Epoch 15: train loss 0.4813731690247854 Epoch 15: val loss 0.6540496349334717 Epoch 16: train loss 0.47796101768811544 Epoch 16: val loss 0.6731072664260864 Epoch 17: train loss 0.4942238986492157 Epoch 17: val loss 0.6495252847671509 Epoch 18: train loss 0.47625722487767536 Epoch 18: val loss 0.6808187961578369 Epoch 19: train loss 0.453846408923467 Epoch 19: val loss 0.6524133086204529 Epoch 20: train loss 0.47649267315864563 Epoch 20: val loss 0.6521437168121338
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.689288643690256 Epoch 0: val loss 0.6815440058708191 Epoch 1: train loss 0.6605538038107065 Epoch 1: val loss 0.6719865798950195 Epoch 2: train loss 0.6248988600877615 Epoch 2: val loss 0.6741296648979187 Epoch 3: train loss 0.6224539646735558 Epoch 3: val loss 0.6752163171768188 Epoch 4: train loss 0.6099227345906771 Epoch 4: val loss 0.6734491586685181 Epoch 5: train loss 0.6130531751192533 Epoch 5: val loss 0.6725819706916809 Epoch 6: train loss 0.5954638031812814 Epoch 6: val loss 0.6803061366081238 Epoch 7: train loss 0.587080872975863 Epoch 7: val loss 0.6872158646583557 Epoch 8: train loss 0.5789819543178265 Epoch 8: val loss 0.686044454574585 Epoch 9: train loss 0.5757831335067749 Epoch 9: val loss 0.6887049674987793 Epoch 10: train loss 0.5524916992737696 Epoch 10: val loss 0.6864325404167175 Epoch 11: train loss 0.5385067738019503 Epoch 11: val loss 0.6895455121994019 Epoch 12: train loss 0.5518495876055497 Epoch 12: val loss 0.701002836227417 Epoch 13: train loss 0.5469162349517529 Epoch 13: val loss 0.6993973851203918 Epoch 14: train loss 0.5492367836145254 Epoch 14: val loss 0.7084261178970337 Epoch 15: train loss 0.5165130541874812 Epoch 15: val loss 0.7083162665367126 Epoch 16: train loss 0.5163814792266259 Epoch 16: val loss 0.7166057825088501 Epoch 17: train loss 0.4979242178109976 Epoch 17: val loss 0.7193945646286011 Epoch 18: train loss 0.4867510084922497 Epoch 18: val loss 0.7301554679870605 Epoch 19: train loss 0.48382823742353 Epoch 19: val loss 0.7346784472465515 Epoch 20: train loss 0.46691457354105437 Epoch 20: val loss 0.7447543740272522 Epoch 21: train loss 0.48950391090833223 Epoch 21: val loss 0.7453922033309937 Epoch 22: train loss 0.4627750813961029 Epoch 22: val loss 0.7358165979385376 Epoch 23: train loss 0.45427914078419024 Epoch 23: val loss 0.743722677230835 Epoch 24: train loss 0.44377265068200916 Epoch 24: val loss 0.7568935751914978
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6875027830784137 Epoch 0: val loss 0.6746710538864136 Epoch 1: train loss 0.659020721912384 Epoch 1: val loss 0.6692982316017151 Epoch 2: train loss 0.6335437893867493 Epoch 2: val loss 0.6616422533988953 Epoch 3: train loss 0.6282728314399719 Epoch 3: val loss 0.664099395275116 Epoch 4: train loss 0.6056218697474554 Epoch 4: val loss 0.6601402163505554 Epoch 5: train loss 0.5950386111552899 Epoch 5: val loss 0.6578813791275024 Epoch 6: train loss 0.5928565492996802 Epoch 6: val loss 0.6574306488037109 Epoch 7: train loss 0.5885553039037265 Epoch 7: val loss 0.6594464182853699 Epoch 8: train loss 0.5659729540348053 Epoch 8: val loss 0.6653060913085938 Epoch 9: train loss 0.5459610063296098 Epoch 9: val loss 0.6599124670028687 Epoch 10: train loss 0.5502907266983619 Epoch 10: val loss 0.6590418219566345 Epoch 11: train loss 0.5414156707433554 Epoch 11: val loss 0.6593425273895264 Epoch 12: train loss 0.5248409876456628 Epoch 12: val loss 0.6500429511070251 Epoch 13: train loss 0.5113763602880331 Epoch 13: val loss 0.6490687131881714 Epoch 14: train loss 0.507532896903845 Epoch 14: val loss 0.654557466506958 Epoch 15: train loss 0.4907867656304286 Epoch 15: val loss 0.6574009656906128 Epoch 16: train loss 0.4908352769338168 Epoch 16: val loss 0.6615997552871704 Epoch 17: train loss 0.4868481892805833 Epoch 17: val loss 0.6663298606872559 Epoch 18: train loss 0.4654392989782187 Epoch 18: val loss 0.6656402945518494 Epoch 19: train loss 0.453564105125574 Epoch 19: val loss 0.6646493077278137 Epoch 20: train loss 0.4841187321222745 Epoch 20: val loss 0.6556075215339661 Epoch 21: train loss 0.42526925756381107 Epoch 21: val loss 0.6645345091819763 Epoch 22: train loss 0.4263712786711179 Epoch 22: val loss 0.6702641248703003 Epoch 23: train loss 0.42945279066379255 Epoch 23: val loss 0.6730532050132751 Epoch 24: train loss 0.4178593089947334 Epoch 24: val loss 0.685031533241272
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.696261309660398 Epoch 0: val loss 0.69504314661026 Epoch 1: train loss 0.6691336906873263 Epoch 1: val loss 0.6964036822319031 Epoch 2: train loss 0.6520013900903555 Epoch 2: val loss 0.6932638883590698 Epoch 3: train loss 0.6381958814767691 Epoch 3: val loss 0.6913387775421143 Epoch 4: train loss 0.6145327137066767 Epoch 4: val loss 0.6847754716873169 Epoch 5: train loss 0.6266130529917203 Epoch 5: val loss 0.6745499968528748 Epoch 6: train loss 0.5928541513589712 Epoch 6: val loss 0.6730794310569763 Epoch 7: train loss 0.5984972830002124 Epoch 7: val loss 0.6686809659004211 Epoch 8: train loss 0.592289326282648 Epoch 8: val loss 0.6684449911117554 Epoch 9: train loss 0.5661496451267829 Epoch 9: val loss 0.6681682467460632 Epoch 10: train loss 0.5606230038862962 Epoch 10: val loss 0.6641889810562134 Epoch 11: train loss 0.5752139618763557 Epoch 11: val loss 0.6584740281105042 Epoch 12: train loss 0.545998222552813 Epoch 12: val loss 0.6633646488189697 Epoch 13: train loss 0.5520434677600861 Epoch 13: val loss 0.6560375094413757 Epoch 14: train loss 0.5358599768235133 Epoch 14: val loss 0.65886390209198 Epoch 15: train loss 0.544984560746413 Epoch 15: val loss 0.6473459601402283 Epoch 16: train loss 0.5285195891673748 Epoch 16: val loss 0.6341357231140137 Epoch 17: train loss 0.517871652658169 Epoch 17: val loss 0.648530125617981 Epoch 18: train loss 0.5048296543268057 Epoch 18: val loss 0.6608012318611145 Epoch 19: train loss 0.49468470765994144 Epoch 19: val loss 0.6498323082923889 Epoch 20: train loss 0.4934287117077754 Epoch 20: val loss 0.6446480751037598 Epoch 21: train loss 0.4893860358458299 Epoch 21: val loss 0.6613536477088928 Epoch 22: train loss 0.4932437860048734 Epoch 22: val loss 0.6522095799446106 Epoch 23: train loss 0.44968537183908314 Epoch 23: val loss 0.6553681492805481 Epoch 24: train loss 0.4665623284303225 Epoch 24: val loss 0.670819103717804
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6779895883340102 Epoch 0: val loss 0.6730442047119141 Epoch 1: train loss 0.6509727102059585 Epoch 1: val loss 0.658216655254364 Epoch 2: train loss 0.630572626223931 Epoch 2: val loss 0.6455270648002625 Epoch 3: train loss 0.6161099534768325 Epoch 3: val loss 0.6402320861816406 Epoch 4: train loss 0.6157202078745916 Epoch 4: val loss 0.6340188384056091 Epoch 5: train loss 0.5794679981011611 Epoch 5: val loss 0.6328745484352112 Epoch 6: train loss 0.5854491591453552 Epoch 6: val loss 0.6310319304466248 Epoch 7: train loss 0.5674246480831733 Epoch 7: val loss 0.639905571937561 Epoch 8: train loss 0.5521558889975915 Epoch 8: val loss 0.6351022720336914 Epoch 9: train loss 0.5516972312560449 Epoch 9: val loss 0.6354728937149048 Epoch 10: train loss 0.5483744694636419 Epoch 10: val loss 0.6482177376747131 Epoch 11: train loss 0.5402825520588801 Epoch 11: val loss 0.657047688961029 Epoch 12: train loss 0.5349281957516303 Epoch 12: val loss 0.6635681390762329 Epoch 13: train loss 0.5262813017918513 Epoch 13: val loss 0.6701118350028992 Epoch 14: train loss 0.5330347212461325 Epoch 14: val loss 0.6668830513954163 Epoch 15: train loss 0.5010839631924262 Epoch 15: val loss 0.6734484434127808 Epoch 16: train loss 0.5012439305965717 Epoch 16: val loss 0.6960339546203613 Epoch 17: train loss 0.4986919714854314 Epoch 17: val loss 0.6915212273597717 Epoch 18: train loss 0.4868691357282492 Epoch 18: val loss 0.7048936486244202 Epoch 19: train loss 0.4870289472433237 Epoch 19: val loss 0.7091105580329895 Epoch 20: train loss 0.4718586825407468 Epoch 20: val loss 0.7035228610038757 Epoch 21: train loss 0.4930971104365129 Epoch 21: val loss 0.7161871194839478 Epoch 22: train loss 0.478711520250027 Epoch 22: val loss 0.7207348942756653 Epoch 23: train loss 0.4481898890091823 Epoch 23: val loss 0.7579190731048584 Epoch 24: train loss 0.47786810994148254 Epoch 24: val loss 0.778578519821167
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6890933373395134 Epoch 0: val loss 0.6659373044967651 Epoch 1: train loss 0.6577552767360911 Epoch 1: val loss 0.6611832976341248 Epoch 2: train loss 0.6389598776312435 Epoch 2: val loss 0.6446332335472107 Epoch 3: train loss 0.6332035660743713 Epoch 3: val loss 0.643071711063385 Epoch 4: train loss 0.6273463193108054 Epoch 4: val loss 0.6382409334182739 Epoch 5: train loss 0.6097294723286348 Epoch 5: val loss 0.640991747379303 Epoch 6: train loss 0.600966644637725 Epoch 6: val loss 0.6533485651016235 Epoch 7: train loss 0.5979004782788894 Epoch 7: val loss 0.6485939025878906 Epoch 8: train loss 0.5846182739033419 Epoch 8: val loss 0.6426156759262085 Epoch 9: train loss 0.5817167899187874 Epoch 9: val loss 0.6564178466796875 Epoch 10: train loss 0.584539813153884 Epoch 10: val loss 0.6445592045783997 Epoch 11: train loss 0.5683406240799848 Epoch 11: val loss 0.6432813405990601 Epoch 12: train loss 0.5551164974184597 Epoch 12: val loss 0.663165271282196 Epoch 13: train loss 0.5458262965959662 Epoch 13: val loss 0.6552148461341858 Epoch 14: train loss 0.5404433818424449 Epoch 14: val loss 0.6566624641418457 Epoch 15: train loss 0.5330472798908458 Epoch 15: val loss 0.6813560128211975 Epoch 16: train loss 0.5279316954752978 Epoch 16: val loss 0.6682824492454529 Epoch 17: train loss 0.5246445694390465 Epoch 17: val loss 0.6801978349685669
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6854773958524069 Epoch 0: val loss 0.6994903683662415 Epoch 1: train loss 0.6771366546551386 Epoch 1: val loss 0.6942052841186523 Epoch 2: train loss 0.6775958190361658 Epoch 2: val loss 0.692611813545227 Epoch 3: train loss 0.638919065395991 Epoch 3: val loss 0.6932671070098877 Epoch 4: train loss 0.641622006893158 Epoch 4: val loss 0.6907986998558044 Epoch 5: train loss 0.649471660455068 Epoch 5: val loss 0.6901605129241943 Epoch 6: train loss 0.6356509327888489 Epoch 6: val loss 0.6912513375282288 Epoch 7: train loss 0.6290519932905833 Epoch 7: val loss 0.6967701315879822 Epoch 8: train loss 0.6163937648137411 Epoch 8: val loss 0.6970331072807312 Epoch 9: train loss 0.6202771763006846 Epoch 9: val loss 0.6952444314956665 Epoch 10: train loss 0.598679984609286 Epoch 10: val loss 0.7041928768157959 Epoch 11: train loss 0.6013244688510895 Epoch 11: val loss 0.7178467512130737 Epoch 12: train loss 0.5944884071747462 Epoch 12: val loss 0.7188367247581482 Epoch 13: train loss 0.5828157166639963 Epoch 13: val loss 0.7184731960296631 Epoch 14: train loss 0.5778574099143347 Epoch 14: val loss 0.7286600470542908 Epoch 15: train loss 0.5733450477321943 Epoch 15: val loss 0.7229217290878296 Epoch 16: train loss 0.5738443757096926 Epoch 16: val loss 0.729983925819397 Epoch 17: train loss 0.5583862488468488 Epoch 17: val loss 0.7447496056556702 Epoch 18: train loss 0.5649316385388374 Epoch 18: val loss 0.7321649193763733 Epoch 19: train loss 0.5455772007505099 Epoch 19: val loss 0.7527530193328857 Epoch 20: train loss 0.5472983544071516 Epoch 20: val loss 0.7592787146568298 Epoch 21: train loss 0.5534623712301254 Epoch 21: val loss 0.7614153623580933 Epoch 22: train loss 0.5376635740200678 Epoch 22: val loss 0.767609179019928 Epoch 23: train loss 0.5219712754090627 Epoch 23: val loss 0.773589015007019 Epoch 24: train loss 0.5280544037620226 Epoch 24: val loss 0.7819940447807312
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7002609521150589 Epoch 0: val loss 0.6973693370819092 Epoch 1: train loss 0.67445536951224 Epoch 1: val loss 0.7017357349395752 Epoch 2: train loss 0.6663010021050771 Epoch 2: val loss 0.7040148973464966 Epoch 3: train loss 0.6539102097352346 Epoch 3: val loss 0.6956997513771057 Epoch 4: train loss 0.6480848491191864 Epoch 4: val loss 0.6967611908912659 Epoch 5: train loss 0.6311168521642685 Epoch 5: val loss 0.7087286710739136 Epoch 6: train loss 0.6255480150381724 Epoch 6: val loss 0.7127537131309509 Epoch 7: train loss 0.6154191742340723 Epoch 7: val loss 0.7081738710403442 Epoch 8: train loss 0.6152499318122864 Epoch 8: val loss 0.7151207327842712 Epoch 9: train loss 0.6050553868214289 Epoch 9: val loss 0.7365144491195679 Epoch 10: train loss 0.588706394036611 Epoch 10: val loss 0.7256966233253479 Epoch 11: train loss 0.5721364915370941 Epoch 11: val loss 0.7366480231285095 Epoch 12: train loss 0.5640863478183746 Epoch 12: val loss 0.7320594191551208 Epoch 13: train loss 0.5771444390217463 Epoch 13: val loss 0.7526803612709045 Epoch 14: train loss 0.5676272884011269 Epoch 14: val loss 0.7434085607528687 Epoch 15: train loss 0.5591710234681765 Epoch 15: val loss 0.7441571950912476 Epoch 16: train loss 0.5564893012245496 Epoch 16: val loss 0.7430118322372437 Epoch 17: train loss 0.5541546369592348 Epoch 17: val loss 0.7570591568946838 Epoch 18: train loss 0.5419329404830933 Epoch 18: val loss 0.769623875617981 Epoch 19: train loss 0.535377581914266 Epoch 19: val loss 0.758065938949585 Epoch 20: train loss 0.5319831396142641 Epoch 20: val loss 0.7710481286048889 Epoch 21: train loss 0.510403481622537 Epoch 21: val loss 0.7675692439079285 Epoch 22: train loss 0.5222269172469775 Epoch 22: val loss 0.7709225416183472 Epoch 23: train loss 0.5227360874414444 Epoch 23: val loss 0.777440071105957 Epoch 24: train loss 0.5197628190120062 Epoch 24: val loss 0.7895779609680176
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6979127873977026 Epoch 0: val loss 0.7034553289413452 Epoch 1: train loss 0.6710209250450134 Epoch 1: val loss 0.7044273018836975 Epoch 2: train loss 0.6712354173262914 Epoch 2: val loss 0.706691324710846 Epoch 3: train loss 0.6578809569279352 Epoch 3: val loss 0.7052732706069946 Epoch 4: train loss 0.6549354046583176 Epoch 4: val loss 0.7070209383964539 Epoch 5: train loss 0.63707468410333 Epoch 5: val loss 0.7113956809043884 Epoch 6: train loss 0.6283300518989563 Epoch 6: val loss 0.7119208574295044 Epoch 7: train loss 0.6335081259409586 Epoch 7: val loss 0.7115069031715393 Epoch 8: train loss 0.6256759911775589 Epoch 8: val loss 0.71708744764328 Epoch 9: train loss 0.6178876459598541 Epoch 9: val loss 0.7187822461128235 Epoch 10: train loss 0.5926997661590576 Epoch 10: val loss 0.7244545817375183 Epoch 11: train loss 0.5870855947335561 Epoch 11: val loss 0.7209789156913757 Epoch 12: train loss 0.6048017789920171 Epoch 12: val loss 0.7170705795288086 Epoch 13: train loss 0.6024859994649887 Epoch 13: val loss 0.7113370299339294 Epoch 14: train loss 0.5847092643380165 Epoch 14: val loss 0.7007870078086853 Epoch 15: train loss 0.6059420183300972 Epoch 15: val loss 0.7226540446281433 Epoch 16: train loss 0.5781268129746119 Epoch 16: val loss 0.7159618139266968 Epoch 17: train loss 0.5762237856785456 Epoch 17: val loss 0.7026735544204712 Epoch 18: train loss 0.5732584546009699 Epoch 18: val loss 0.7240117192268372 Epoch 19: train loss 0.5766562223434448 Epoch 19: val loss 0.7166253924369812 Epoch 20: train loss 0.5660859122872353 Epoch 20: val loss 0.7151429653167725 Epoch 21: train loss 0.5415524442990621 Epoch 21: val loss 0.7107710242271423 Epoch 22: train loss 0.5757694815595945 Epoch 22: val loss 0.7086239457130432 Epoch 23: train loss 0.5459350273013115 Epoch 23: val loss 0.7207637429237366 Epoch 24: train loss 0.5353559429446856 Epoch 24: val loss 0.7322936654090881
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7083215067783991 Epoch 0: val loss 0.6961736679077148 Epoch 1: train loss 0.6902352124452591 Epoch 1: val loss 0.6991203427314758 Epoch 2: train loss 0.670100674033165 Epoch 2: val loss 0.6948274374008179 Epoch 3: train loss 0.6523677259683609 Epoch 3: val loss 0.6922511458396912 Epoch 4: train loss 0.6493478169043859 Epoch 4: val loss 0.694422721862793 Epoch 5: train loss 0.6502389262119929 Epoch 5: val loss 0.6960880756378174 Epoch 6: train loss 0.6296824663877487 Epoch 6: val loss 0.6944721937179565 Epoch 7: train loss 0.6287106772263845 Epoch 7: val loss 0.7045056223869324 Epoch 8: train loss 0.6153130729993185 Epoch 8: val loss 0.6941466331481934 Epoch 9: train loss 0.610575204094251 Epoch 9: val loss 0.6939443349838257 Epoch 10: train loss 0.5988145718971888 Epoch 10: val loss 0.6937631368637085 Epoch 11: train loss 0.6004057079553604 Epoch 11: val loss 0.6994621157646179 Epoch 12: train loss 0.5948838442564011 Epoch 12: val loss 0.6999989748001099 Epoch 13: train loss 0.5825533171494802 Epoch 13: val loss 0.7024974226951599 Epoch 14: train loss 0.5948111936450005 Epoch 14: val loss 0.7090264558792114 Epoch 15: train loss 0.5934955949584643 Epoch 15: val loss 0.7116298079490662 Epoch 16: train loss 0.5556715776522955 Epoch 16: val loss 0.7106152772903442 Epoch 17: train loss 0.5671872198581696 Epoch 17: val loss 0.7199558615684509 Epoch 18: train loss 0.5657316322127978 Epoch 18: val loss 0.7168705463409424 Epoch 19: train loss 0.5306389629840851 Epoch 19: val loss 0.7207773327827454 Epoch 20: train loss 0.5293700844049454 Epoch 20: val loss 0.7272363305091858 Epoch 21: train loss 0.5330595771471659 Epoch 21: val loss 0.7239247560501099 Epoch 22: train loss 0.5402689899007479 Epoch 22: val loss 0.739696204662323 Epoch 23: train loss 0.5094653566678365 Epoch 23: val loss 0.7338446974754333 Epoch 24: train loss 0.5171579743425051 Epoch 24: val loss 0.7358048558235168
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6951945759356022 Epoch 0: val loss 0.6850361824035645 Epoch 1: train loss 0.6811256930232048 Epoch 1: val loss 0.6759162545204163 Epoch 2: train loss 0.6705893725156784 Epoch 2: val loss 0.670606791973114 Epoch 3: train loss 0.6632680967450142 Epoch 3: val loss 0.6714149117469788 Epoch 4: train loss 0.6581218056380749 Epoch 4: val loss 0.6708050966262817 Epoch 5: train loss 0.6519191563129425 Epoch 5: val loss 0.6712000370025635 Epoch 6: train loss 0.6505670584738255 Epoch 6: val loss 0.6753035187721252 Epoch 7: train loss 0.6277684904634953 Epoch 7: val loss 0.6810661554336548 Epoch 8: train loss 0.6186634860932827 Epoch 8: val loss 0.6771045923233032 Epoch 9: train loss 0.6159785985946655 Epoch 9: val loss 0.6798878312110901 Epoch 10: train loss 0.6126267574727535 Epoch 10: val loss 0.6735472679138184 Epoch 11: train loss 0.6181764304637909 Epoch 11: val loss 0.6779116988182068 Epoch 12: train loss 0.5945953838527203 Epoch 12: val loss 0.6837118268013 Epoch 13: train loss 0.5860093422234058 Epoch 13: val loss 0.6887016892433167 Epoch 14: train loss 0.5893794633448124 Epoch 14: val loss 0.6846192479133606 Epoch 15: train loss 0.5939037688076496 Epoch 15: val loss 0.6924524307250977
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
27 Epoch 0: train loss 0.7069988165582929 Epoch 0: val loss 0.6463508009910583 Epoch 1: train loss 0.6055319309234619 Epoch 1: val loss 0.6433843374252319 Epoch 2: train loss 0.562087425163814 Epoch 2: val loss 0.6335194706916809 Epoch 3: train loss 0.5276141890457698 Epoch 3: val loss 0.6305540204048157 Epoch 4: train loss 0.5415072057928357 Epoch 4: val loss 0.6275468468666077 Epoch 5: train loss 0.5254251914364951 Epoch 5: val loss 0.6241759061813354 Epoch 6: train loss 0.5026943981647491 Epoch 6: val loss 0.6271389722824097 Epoch 7: train loss 0.5280060768127441 Epoch 7: val loss 0.6283913254737854 Epoch 8: train loss 0.46959924697875977 Epoch 8: val loss 0.6295746564865112 Epoch 9: train loss 0.4908590316772461 Epoch 9: val loss 0.6380701065063477 Epoch 10: train loss 0.45791925277028767 Epoch 10: val loss 0.6417611241340637 Epoch 11: train loss 0.4858518200261252 Epoch 11: val loss 0.6509307622909546 Epoch 12: train loss 0.5143807360104152 Epoch 12: val loss 0.6596624851226807 Epoch 13: train loss 0.5100672841072083 Epoch 13: val loss 0.6708888411521912 Epoch 14: train loss 0.45592787861824036 Epoch 14: val loss 0.6695702075958252 Epoch 15: train loss 0.5723921188286373 Epoch 15: val loss 0.6611770987510681 Epoch 16: train loss 0.42779658096177237 Epoch 16: val loss 0.6482442021369934 Epoch 17: train loss 0.45503357478550505 Epoch 17: val loss 0.6522728204727173 Epoch 18: train loss 0.43900127496038166 Epoch 18: val loss 0.6576216816902161 Epoch 19: train loss 0.4069178764309202 Epoch 19: val loss 0.6573106050491333 Epoch 20: train loss 0.49005137596811565 Epoch 20: val loss 0.658202588558197 Epoch 21: train loss 0.3991430103778839 Epoch 21: val loss 0.672882616519928 Epoch 22: train loss 0.39482911569731577 Epoch 22: val loss 0.676333487033844 Epoch 23: train loss 0.3864987960883549 Epoch 23: val loss 0.6768636703491211 Epoch 24: train loss 0.4358735297407423 Epoch 24: val loss 0.6895948648452759
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7145308937345233 Epoch 0: val loss 0.6485188603401184 Epoch 1: train loss 0.6072051865713937 Epoch 1: val loss 0.6220267415046692 Epoch 2: train loss 0.5744777917861938 Epoch 2: val loss 0.6078539490699768 Epoch 3: train loss 0.5613678097724915 Epoch 3: val loss 0.602716326713562 Epoch 4: train loss 0.5401952692440578 Epoch 4: val loss 0.6028868556022644 Epoch 5: train loss 0.5758180405412402 Epoch 5: val loss 0.5951424241065979 Epoch 6: train loss 0.5339956198419843 Epoch 6: val loss 0.5929051637649536 Epoch 7: train loss 0.4946199527808598 Epoch 7: val loss 0.5927620530128479 Epoch 8: train loss 0.529892099755151 Epoch 8: val loss 0.5952883362770081 Epoch 9: train loss 0.5063694587775639 Epoch 9: val loss 0.5963170528411865 Epoch 10: train loss 0.4705134119306292 Epoch 10: val loss 0.5954322218894958 Epoch 11: train loss 0.5050513616630009 Epoch 11: val loss 0.5919976234436035 Epoch 12: train loss 0.5089487518583026 Epoch 12: val loss 0.5871497988700867 Epoch 13: train loss 0.4639384278229305 Epoch 13: val loss 0.5883114337921143 Epoch 14: train loss 0.5186571649142674 Epoch 14: val loss 0.5916404724121094 Epoch 15: train loss 0.4625440921102251 Epoch 15: val loss 0.5886085629463196 Epoch 16: train loss 0.45255163311958313 Epoch 16: val loss 0.5847997665405273 Epoch 17: train loss 0.44772087250437054 Epoch 17: val loss 0.5912119150161743 Epoch 18: train loss 0.49814124618257793 Epoch 18: val loss 0.5944414138793945 Epoch 19: train loss 0.44176866327013287 Epoch 19: val loss 0.5928449034690857 Epoch 20: train loss 0.44796365073748995 Epoch 20: val loss 0.5900375843048096 Epoch 21: train loss 0.491180168730872 Epoch 21: val loss 0.5953225493431091 Epoch 22: train loss 0.39509159326553345 Epoch 22: val loss 0.5974025130271912 Epoch 23: train loss 0.4150893007005964 Epoch 23: val loss 0.5906343460083008 Epoch 24: train loss 0.4647435120173863 Epoch 24: val loss 0.590185821056366
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6624755774225507 Epoch 0: val loss 0.6092467904090881 Epoch 1: train loss 0.5851859620639256 Epoch 1: val loss 0.5708076357841492 Epoch 2: train loss 0.5886712670326233 Epoch 2: val loss 0.5520508289337158 Epoch 3: train loss 0.5413393378257751 Epoch 3: val loss 0.5374131798744202 Epoch 4: train loss 0.5782406159809658 Epoch 4: val loss 0.5335641503334045 Epoch 5: train loss 0.5632659494876862 Epoch 5: val loss 0.5348448753356934 Epoch 6: train loss 0.5499600001743862 Epoch 6: val loss 0.5376932621002197 Epoch 7: train loss 0.5053604670933315 Epoch 7: val loss 0.5318349003791809 Epoch 8: train loss 0.5844917212213788 Epoch 8: val loss 0.5330712199211121 Epoch 9: train loss 0.5145947635173798 Epoch 9: val loss 0.5375664234161377 Epoch 10: train loss 0.5086846479347774 Epoch 10: val loss 0.5383718609809875 Epoch 11: train loss 0.4920843669346401 Epoch 11: val loss 0.5370401740074158 Epoch 12: train loss 0.47618135809898376 Epoch 12: val loss 0.5451719760894775 Epoch 13: train loss 0.5084575031484876 Epoch 13: val loss 0.545549750328064 Epoch 14: train loss 0.47632389834948946 Epoch 14: val loss 0.5344520807266235 Epoch 15: train loss 0.48784726006644114 Epoch 15: val loss 0.5262620449066162 Epoch 16: train loss 0.44457402399608065 Epoch 16: val loss 0.5245872735977173 Epoch 17: train loss 0.4590273840086801 Epoch 17: val loss 0.5300182104110718 Epoch 18: train loss 0.47062603916440693 Epoch 18: val loss 0.5259233117103577 Epoch 19: train loss 0.5151473368917193 Epoch 19: val loss 0.5208411812782288 Epoch 20: train loss 0.44034087657928467 Epoch 20: val loss 0.5276738405227661 Epoch 21: train loss 0.4645750309739794 Epoch 21: val loss 0.5355807542800903 Epoch 22: train loss 0.41619793857846943 Epoch 22: val loss 0.5473060011863708 Epoch 23: train loss 0.41742722051484243 Epoch 23: val loss 0.5625231266021729 Epoch 24: train loss 0.4339154873575483 Epoch 24: val loss 0.5675357580184937
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6398953454835075 Epoch 0: val loss 0.6111797094345093 Epoch 1: train loss 0.586911644254412 Epoch 1: val loss 0.5969070196151733 Epoch 2: train loss 0.5576000852244241 Epoch 2: val loss 0.5823074579238892 Epoch 3: train loss 0.5815308604921613 Epoch 3: val loss 0.5590930581092834 Epoch 4: train loss 0.5540346205234528 Epoch 4: val loss 0.5530982613563538 Epoch 5: train loss 0.5830078125 Epoch 5: val loss 0.5581227540969849 Epoch 6: train loss 0.5722762431417193 Epoch 6: val loss 0.560989499092102 Epoch 7: train loss 0.5585584768227169 Epoch 7: val loss 0.5706518888473511 Epoch 8: train loss 0.5001263107572284 Epoch 8: val loss 0.5799912810325623 Epoch 9: train loss 0.5144451899187905 Epoch 9: val loss 0.573896050453186 Epoch 10: train loss 0.4943751735346658 Epoch 10: val loss 0.5809529423713684 Epoch 11: train loss 0.5270275218146188 Epoch 11: val loss 0.5748154520988464 Epoch 12: train loss 0.490938344172069 Epoch 12: val loss 0.5823647975921631 Epoch 13: train loss 0.4833233654499054 Epoch 13: val loss 0.5860569477081299 Epoch 14: train loss 0.5273485396589551 Epoch 14: val loss 0.5808492302894592 Epoch 15: train loss 0.49907287103789194 Epoch 15: val loss 0.5740361213684082 Epoch 16: train loss 0.45641826731818064 Epoch 16: val loss 0.5843666791915894 Epoch 17: train loss 0.47955178788730074 Epoch 17: val loss 0.5899292230606079 Epoch 18: train loss 0.5079879377569471 Epoch 18: val loss 0.6142228245735168 Epoch 19: train loss 0.4673375061580113 Epoch 19: val loss 0.6079543828964233 Epoch 20: train loss 0.42529788613319397 Epoch 20: val loss 0.5954164266586304 Epoch 21: train loss 0.4143941785608019 Epoch 21: val loss 0.5977392792701721 Epoch 22: train loss 0.3948699874537332 Epoch 22: val loss 0.5996956825256348 Epoch 23: train loss 0.4039224088191986 Epoch 23: val loss 0.5960536003112793 Epoch 24: train loss 0.38335380383900236 Epoch 24: val loss 0.6073777675628662
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6914174622959561 Epoch 0: val loss 0.6373926401138306 Epoch 1: train loss 0.6068219939867655 Epoch 1: val loss 0.5688400864601135 Epoch 2: train loss 0.5578600366910299 Epoch 2: val loss 0.5593141317367554 Epoch 3: train loss 0.5763706233766344 Epoch 3: val loss 0.5822863578796387 Epoch 4: train loss 0.5289522243870629 Epoch 4: val loss 0.6216572523117065 Epoch 5: train loss 0.5422091715865665 Epoch 5: val loss 0.6278360486030579 Epoch 6: train loss 0.5272600551446279 Epoch 6: val loss 0.6163240671157837 Epoch 7: train loss 0.537655191289054 Epoch 7: val loss 0.6003897190093994 Epoch 8: train loss 0.5077621771229638 Epoch 8: val loss 0.611003041267395 Epoch 9: train loss 0.5199288229147593 Epoch 9: val loss 0.61391681432724 Epoch 10: train loss 0.4604746020502514 Epoch 10: val loss 0.6483395099639893 Epoch 11: train loss 0.5083528260389963 Epoch 11: val loss 0.6732009053230286 Epoch 12: train loss 0.4638536704911126 Epoch 12: val loss 0.6766961216926575 Epoch 13: train loss 0.4666881561279297 Epoch 13: val loss 0.6994827389717102
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6713132485747337 Epoch 0: val loss 0.6042090058326721 Epoch 1: train loss 0.5645091906189919 Epoch 1: val loss 0.5539448857307434 Epoch 2: train loss 0.5300367325544357 Epoch 2: val loss 0.5340373516082764 Epoch 3: train loss 0.5118518434464931 Epoch 3: val loss 0.5194377899169922 Epoch 4: train loss 0.4830108843743801 Epoch 4: val loss 0.5098116993904114 Epoch 5: train loss 0.4770272597670555 Epoch 5: val loss 0.5068687796592712 Epoch 6: train loss 0.47619596496224403 Epoch 6: val loss 0.5137186050415039 Epoch 7: train loss 0.4716033823788166 Epoch 7: val loss 0.5094653964042664 Epoch 8: train loss 0.43776045739650726 Epoch 8: val loss 0.5034929513931274 Epoch 9: train loss 0.42476361989974976 Epoch 9: val loss 0.5040473937988281 Epoch 10: train loss 0.41901371628046036 Epoch 10: val loss 0.4992804527282715 Epoch 11: train loss 0.43078917637467384 Epoch 11: val loss 0.5042688250541687 Epoch 12: train loss 0.41055456921458244 Epoch 12: val loss 0.5188180208206177 Epoch 13: train loss 0.3863274045288563 Epoch 13: val loss 0.507911205291748 Epoch 14: train loss 0.3849879577755928 Epoch 14: val loss 0.5055972337722778 Epoch 15: train loss 0.3739987388253212 Epoch 15: val loss 0.5103696584701538 Epoch 16: train loss 0.3457184676080942 Epoch 16: val loss 0.5158584713935852 Epoch 17: train loss 0.336759602651 Epoch 17: val loss 0.5252516865730286 Epoch 18: train loss 0.34631710685789585 Epoch 18: val loss 0.5066640377044678 Epoch 19: train loss 0.31868443079292774 Epoch 19: val loss 0.5223963856697083 Epoch 20: train loss 0.3189855720847845 Epoch 20: val loss 0.5262323021888733 Epoch 21: train loss 0.3224873822182417 Epoch 21: val loss 0.5433170199394226 Epoch 22: train loss 0.3084984142333269 Epoch 22: val loss 0.5504918098449707 Epoch 23: train loss 0.3052353020757437 Epoch 23: val loss 0.538901150226593 Epoch 24: train loss 0.2988971583545208 Epoch 24: val loss 0.5365230441093445
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6659797877073288 Epoch 0: val loss 0.6000483632087708 Epoch 1: train loss 0.593239463865757 Epoch 1: val loss 0.5582111477851868 Epoch 2: train loss 0.520701851695776 Epoch 2: val loss 0.5314586758613586 Epoch 3: train loss 0.49370961636304855 Epoch 3: val loss 0.5168521404266357 Epoch 4: train loss 0.48888400197029114 Epoch 4: val loss 0.5188042521476746 Epoch 5: train loss 0.45654674619436264 Epoch 5: val loss 0.5218665599822998 Epoch 6: train loss 0.44048285484313965 Epoch 6: val loss 0.5176332592964172 Epoch 7: train loss 0.4452009089291096 Epoch 7: val loss 0.5245915651321411 Epoch 8: train loss 0.42749306187033653 Epoch 8: val loss 0.522133469581604 Epoch 9: train loss 0.4017803445458412 Epoch 9: val loss 0.5264992713928223 Epoch 10: train loss 0.3957423120737076 Epoch 10: val loss 0.5383706092834473 Epoch 11: train loss 0.3627929911017418 Epoch 11: val loss 0.5409606099128723 Epoch 12: train loss 0.36515509337186813 Epoch 12: val loss 0.5390142202377319 Epoch 13: train loss 0.3518828749656677 Epoch 13: val loss 0.5485305786132812 Epoch 14: train loss 0.3385188430547714 Epoch 14: val loss 0.5475759506225586 Epoch 15: train loss 0.33330873027443886 Epoch 15: val loss 0.5532726049423218 Epoch 16: train loss 0.35108912736177444 Epoch 16: val loss 0.5792542099952698 Epoch 17: train loss 0.3332059793174267 Epoch 17: val loss 0.5986060500144958 Epoch 18: train loss 0.3255603667348623 Epoch 18: val loss 0.6071962118148804 Epoch 19: train loss 0.29179297387599945 Epoch 19: val loss 0.6054055690765381 Epoch 20: train loss 0.2759967390447855 Epoch 20: val loss 0.6037549376487732 Epoch 21: train loss 0.2878421228379011 Epoch 21: val loss 0.6121050715446472 Epoch 22: train loss 0.28850062377750874 Epoch 22: val loss 0.6223987936973572 Epoch 23: train loss 0.26821950636804104 Epoch 23: val loss 0.6515395641326904 Epoch 24: train loss 0.2726533077657223 Epoch 24: val loss 0.6650660634040833
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6605909690260887 Epoch 0: val loss 0.652084231376648 Epoch 1: train loss 0.6013383641839027 Epoch 1: val loss 0.6156564354896545 Epoch 2: train loss 0.5425704345107079 Epoch 2: val loss 0.5728939175605774 Epoch 3: train loss 0.5196982994675636 Epoch 3: val loss 0.5424850583076477 Epoch 4: train loss 0.49900537356734276 Epoch 4: val loss 0.5435494780540466 Epoch 5: train loss 0.4847401939332485 Epoch 5: val loss 0.5543011426925659 Epoch 6: train loss 0.46762390434741974 Epoch 6: val loss 0.5374355912208557 Epoch 7: train loss 0.46034425497055054 Epoch 7: val loss 0.5370505452156067 Epoch 8: train loss 0.44590049982070923 Epoch 8: val loss 0.5508413314819336 Epoch 9: train loss 0.4385279305279255 Epoch 9: val loss 0.5510417819023132 Epoch 10: train loss 0.435605239123106 Epoch 10: val loss 0.5424513220787048 Epoch 11: train loss 0.41911426559090614 Epoch 11: val loss 0.541022777557373 Epoch 12: train loss 0.4098861776292324 Epoch 12: val loss 0.5459948182106018 Epoch 13: train loss 0.3993251658976078 Epoch 13: val loss 0.5434690713882446 Epoch 14: train loss 0.38662702962756157 Epoch 14: val loss 0.5428885817527771 Epoch 15: train loss 0.38929418846964836 Epoch 15: val loss 0.5411331057548523 Epoch 16: train loss 0.36758399941027164 Epoch 16: val loss 0.5446882843971252 Epoch 17: train loss 0.3778846152126789 Epoch 17: val loss 0.5429520010948181 Epoch 18: train loss 0.37101908028125763 Epoch 18: val loss 0.553883969783783 Epoch 19: train loss 0.34529167227447033 Epoch 19: val loss 0.5658196210861206 Epoch 20: train loss 0.3628856875002384 Epoch 20: val loss 0.5870279669761658 Epoch 21: train loss 0.3287160340696573 Epoch 21: val loss 0.5594369173049927 Epoch 22: train loss 0.3201694544404745 Epoch 22: val loss 0.5431116819381714 Epoch 23: train loss 0.310184508562088 Epoch 23: val loss 0.5927311182022095 Epoch 24: train loss 0.2933907639235258 Epoch 24: val loss 0.5878254771232605
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6624218076467514 Epoch 0: val loss 0.598301351070404 Epoch 1: train loss 0.5883971750736237 Epoch 1: val loss 0.5583882331848145 Epoch 2: train loss 0.5244332440197468 Epoch 2: val loss 0.5258504152297974 Epoch 3: train loss 0.5165358409285545 Epoch 3: val loss 0.5080811977386475 Epoch 4: train loss 0.4939606264233589 Epoch 4: val loss 0.4985775947570801 Epoch 5: train loss 0.49015192687511444 Epoch 5: val loss 0.49783840775489807 Epoch 6: train loss 0.47785383462905884 Epoch 6: val loss 0.49618464708328247 Epoch 7: train loss 0.4508761540055275 Epoch 7: val loss 0.49681150913238525 Epoch 8: train loss 0.43996572121977806 Epoch 8: val loss 0.4973011016845703 Epoch 9: train loss 0.45109784975647926 Epoch 9: val loss 0.5002439618110657 Epoch 10: train loss 0.430885661393404 Epoch 10: val loss 0.49798908829689026 Epoch 11: train loss 0.43076010420918465 Epoch 11: val loss 0.5015453696250916 Epoch 12: train loss 0.4145049788057804 Epoch 12: val loss 0.5052711367607117 Epoch 13: train loss 0.3954407572746277 Epoch 13: val loss 0.5030822157859802 Epoch 14: train loss 0.389468926936388 Epoch 14: val loss 0.5040217638015747 Epoch 15: train loss 0.38015131652355194 Epoch 15: val loss 0.5075490474700928 Epoch 16: train loss 0.38646768778562546 Epoch 16: val loss 0.5103734135627747 Epoch 17: train loss 0.35869161039590836 Epoch 17: val loss 0.5120973587036133 Epoch 18: train loss 0.34330950677394867 Epoch 18: val loss 0.5149045586585999 Epoch 19: train loss 0.3485325612127781 Epoch 19: val loss 0.5199704766273499 Epoch 20: train loss 0.3343416079878807 Epoch 20: val loss 0.5274190902709961 Epoch 21: train loss 0.34699948877096176 Epoch 21: val loss 0.5369064211845398 Epoch 22: train loss 0.3004986606538296 Epoch 22: val loss 0.5422938466072083 Epoch 23: train loss 0.3127531725913286 Epoch 23: val loss 0.5450239181518555 Epoch 24: train loss 0.32122252508997917 Epoch 24: val loss 0.5486306548118591
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6397636749527671 Epoch 0: val loss 0.6043899655342102 Epoch 1: train loss 0.5586900250478224 Epoch 1: val loss 0.5645542740821838 Epoch 2: train loss 0.5100870295004412 Epoch 2: val loss 0.5424208045005798 Epoch 3: train loss 0.494262158870697 Epoch 3: val loss 0.5302225351333618 Epoch 4: train loss 0.47221220623363147 Epoch 4: val loss 0.5172097086906433 Epoch 5: train loss 0.4591852751645175 Epoch 5: val loss 0.5163514018058777 Epoch 6: train loss 0.4775823869488456 Epoch 6: val loss 0.5454744696617126 Epoch 7: train loss 0.43286366625265643 Epoch 7: val loss 0.5375731587409973 Epoch 8: train loss 0.4462521401318637 Epoch 8: val loss 0.5364410281181335 Epoch 9: train loss 0.4253201958808032 Epoch 9: val loss 0.5390610098838806 Epoch 10: train loss 0.43964405764232983 Epoch 10: val loss 0.5446972846984863 Epoch 11: train loss 0.4185979041186246 Epoch 11: val loss 0.5415357351303101 Epoch 12: train loss 0.40030524134635925 Epoch 12: val loss 0.5496870279312134 Epoch 13: train loss 0.4099793894724412 Epoch 13: val loss 0.5543462038040161 Epoch 14: train loss 0.3956314379518682 Epoch 14: val loss 0.5774229764938354
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6720475137233735 Epoch 0: val loss 0.6072154641151428 Epoch 1: train loss 0.5461217761039734 Epoch 1: val loss 0.5553809404373169 Epoch 2: train loss 0.5442984104156494 Epoch 2: val loss 0.5455648303031921 Epoch 3: train loss 0.5241620242595673 Epoch 3: val loss 0.5406410098075867 Epoch 4: train loss 0.4910033643245697 Epoch 4: val loss 0.5412311553955078 Epoch 5: train loss 0.5005428552627563 Epoch 5: val loss 0.5422704815864563 Epoch 6: train loss 0.47676634788513184 Epoch 6: val loss 0.5351809859275818 Epoch 7: train loss 0.48253642916679385 Epoch 7: val loss 0.5366675853729248 Epoch 8: train loss 0.4905718892812729 Epoch 8: val loss 0.5442090630531311 Epoch 9: train loss 0.46538786590099335 Epoch 9: val loss 0.5346547961235046 Epoch 10: train loss 0.4539931118488312 Epoch 10: val loss 0.5358522534370422 Epoch 11: train loss 0.4169207990169525 Epoch 11: val loss 0.5415381789207458 Epoch 12: train loss 0.4307682365179062 Epoch 12: val loss 0.5395328998565674 Epoch 13: train loss 0.40895783305168154 Epoch 13: val loss 0.5573176145553589 Epoch 14: train loss 0.4188096284866333 Epoch 14: val loss 0.5693826079368591 Epoch 15: train loss 0.4150896042585373 Epoch 15: val loss 0.561835527420044 Epoch 16: train loss 0.38627953082323074 Epoch 16: val loss 0.5687829852104187 Epoch 17: train loss 0.3804911196231842 Epoch 17: val loss 0.5826385617256165 Epoch 18: train loss 0.3775628000497818 Epoch 18: val loss 0.5884280204772949 Epoch 19: train loss 0.35041134208440783 Epoch 19: val loss 0.5991909503936768 Epoch 20: train loss 0.36602108329534533 Epoch 20: val loss 0.6304662227630615 Epoch 21: train loss 0.3723831534385681 Epoch 21: val loss 0.6071247458457947 Epoch 22: train loss 0.34931846261024474 Epoch 22: val loss 0.6233361959457397 Epoch 23: train loss 0.368889594078064 Epoch 23: val loss 0.6143782138824463 Epoch 24: train loss 0.33023971915245054 Epoch 24: val loss 0.6323531866073608
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.650777542591095 Epoch 0: val loss 0.6183297634124756 Epoch 1: train loss 0.5455216050148011 Epoch 1: val loss 0.6096844673156738 Epoch 2: train loss 0.5219936341047287 Epoch 2: val loss 0.6270573139190674 Epoch 3: train loss 0.4877678543329239 Epoch 3: val loss 0.6231284141540527 Epoch 4: train loss 0.48463116884231566 Epoch 4: val loss 0.6221721768379211 Epoch 5: train loss 0.4700154632329941 Epoch 5: val loss 0.6376306414604187 Epoch 6: train loss 0.44238272607326506 Epoch 6: val loss 0.6434963345527649 Epoch 7: train loss 0.44562238156795503 Epoch 7: val loss 0.6424103379249573 Epoch 8: train loss 0.4412595331668854 Epoch 8: val loss 0.657175600528717 Epoch 9: train loss 0.418301659822464 Epoch 9: val loss 0.657753586769104 Epoch 10: train loss 0.41647211611270907 Epoch 10: val loss 0.6693843007087708 Epoch 11: train loss 0.40332573354244233 Epoch 11: val loss 0.6802513003349304 Epoch 12: train loss 0.4248919427394867 Epoch 12: val loss 0.6861818432807922 Epoch 13: train loss 0.38973720371723175 Epoch 13: val loss 0.6746188402175903 Epoch 14: train loss 0.39364820420742036 Epoch 14: val loss 0.6862130761146545 Epoch 15: train loss 0.37806002199649813 Epoch 15: val loss 0.6804299354553223 Epoch 16: train loss 0.38325915336608884 Epoch 16: val loss 0.6823440790176392 Epoch 17: train loss 0.396299609541893 Epoch 17: val loss 0.683749258518219 Epoch 18: train loss 0.3545942038297653 Epoch 18: val loss 0.7127352952957153 Epoch 19: train loss 0.37512818574905393 Epoch 19: val loss 0.7398152351379395 Epoch 20: train loss 0.38162924647331237 Epoch 20: val loss 0.7047239542007446
%matplotlib inline
fig = plt.figure(figsize=(40,20))
index=[k for k in range (14)]
index.remove(6)
for k in index:
parameters = []
auc_values = []
for i in range(len(subj_tests_stats_all)):
parameters.append(i)
auc_values.append(list((subj_tests_stats_all[i][25+k].values())).pop())
plt.subplot(3,5,k+1)
sns.barplot(parameters, auc_values)
plt.title('AUC for patient number '+ str(25+k))
plt.xlabel('set of parameters')
plt.ylabel('auc validation loss')
plt.show()
auc_values_mean = []
for i in range(len(subj_tests_stats_all)):
for k in index:
temp = []
temp.append(list((subj_tests_stats_all[i][25+k].values())).pop())
avg = sum(temp) / len(temp)
auc_values_mean.append(avg)
fig = plt.figure(figsize=(6,5))
sns.barplot(parameters, auc_values_mean)
plt.title('AUC validation loss averaged over patients')
plt.xlabel('parameters set')
plt.ylabel('auc validation loss')
plt.show()
params_list[6]
{'D': 1,
'F1': 15,
'dropoutRate1': 0.52,
'dropoutRate2': 0.36,
'lr': 0.00066,
'norm_rate': 0.275,
'resample_to': 369}
from time import time
experiment_res_dir = './res/'
subjs_test_stats = {}
start = time()
for train_subject in all_subjects:
path_to_subj = prepare_dirs(experiment_res_dir, train_subject)
x = subjects[train_subject][0]
x = x.transpose(0, 2, 1)[:, np.newaxis, :, :]
y=subjects[train_subject][1]
test_stats, model = cv_per_subj_test(x, y, params, path_to_subj,test_on_last_block=False, plot_fold_history=True)
subjs_test_stats[train_subject] = test_stats
end = time()
running_time = end - start
Epoch 0: train loss 0.7075626424380711 Epoch 0: val loss 0.6693019270896912 Epoch 1: train loss 0.6550172482218061 Epoch 1: val loss 0.6492401361465454 Epoch 2: train loss 0.626555894102369 Epoch 2: val loss 0.6292676329612732 Epoch 3: train loss 0.5704562153135028 Epoch 3: val loss 0.6159329414367676 Epoch 4: train loss 0.5912736824580601 Epoch 4: val loss 0.6122496724128723 Epoch 5: train loss 0.6688347969736371 Epoch 5: val loss 0.6068553328514099 Epoch 6: train loss 0.5628789067268372 Epoch 6: val loss 0.5980691909790039 Epoch 7: train loss 0.5136201637131828 Epoch 7: val loss 0.5973156094551086 Epoch 8: train loss 0.5590437224933079 Epoch 8: val loss 0.5966963768005371 Epoch 9: train loss 0.5242980165140969 Epoch 9: val loss 0.5982412695884705 Epoch 10: train loss 0.49803513288497925 Epoch 10: val loss 0.6022525429725647 Epoch 11: train loss 0.5224203509943826 Epoch 11: val loss 0.6041831374168396 Epoch 12: train loss 0.5636172720364162 Epoch 12: val loss 0.6078053116798401 Epoch 13: train loss 0.5023358379091535 Epoch 13: val loss 0.6110040545463562 Epoch 14: train loss 0.5605086939675468 Epoch 14: val loss 0.6142551898956299 Epoch 15: train loss 0.5044092621122088 Epoch 15: val loss 0.6164275407791138 Epoch 16: train loss 0.473884825195585 Epoch 16: val loss 0.6188696026802063 Epoch 17: train loss 0.5212748391287667 Epoch 17: val loss 0.6202488541603088 Epoch 18: train loss 0.5235577779156821 Epoch 18: val loss 0.61970454454422 Epoch 19: train loss 0.4778010674885341 Epoch 19: val loss 0.625593364238739 Epoch 20: train loss 0.48105837191854206 Epoch 20: val loss 0.6330726742744446 Epoch 21: train loss 0.47507867217063904 Epoch 21: val loss 0.6333102583885193 Epoch 22: train loss 0.5113307109900883 Epoch 22: val loss 0.6330316066741943 Epoch 23: train loss 0.49526710169655935 Epoch 23: val loss 0.6438152194023132 Epoch 24: train loss 0.4738272896834782 Epoch 24: val loss 0.6533827185630798
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.7000317062650409 Epoch 0: val loss 0.6655334234237671 Epoch 1: train loss 0.6445214322635106 Epoch 1: val loss 0.6374626159667969 Epoch 2: train loss 0.5889539846352169 Epoch 2: val loss 0.6129174828529358 Epoch 3: train loss 0.5625937410763332 Epoch 3: val loss 0.593253493309021 Epoch 4: train loss 0.5452094546386174 Epoch 4: val loss 0.5790622234344482 Epoch 5: train loss 0.49977693387440275 Epoch 5: val loss 0.5732026100158691 Epoch 6: train loss 0.5086701810359955 Epoch 6: val loss 0.5724141597747803 Epoch 7: train loss 0.4995333807809012 Epoch 7: val loss 0.5748735070228577 Epoch 8: train loss 0.514498553105763 Epoch 8: val loss 0.5752103924751282 Epoch 9: train loss 0.4586645875658308 Epoch 9: val loss 0.5722005367279053 Epoch 10: train loss 0.5242529852049691 Epoch 10: val loss 0.5745800137519836 Epoch 11: train loss 0.5455842529024396 Epoch 11: val loss 0.576036274433136 Epoch 12: train loss 0.4978488045079367 Epoch 12: val loss 0.5927244424819946 Epoch 13: train loss 0.47448123352868216 Epoch 13: val loss 0.5887723565101624 Epoch 14: train loss 0.4802858829498291 Epoch 14: val loss 0.5751505494117737 Epoch 15: train loss 0.45370841664927347 Epoch 15: val loss 0.576065182685852 Epoch 16: train loss 0.4560088515281677 Epoch 16: val loss 0.5787676572799683 Epoch 17: train loss 0.430768010871751 Epoch 17: val loss 0.5789093375205994 Epoch 18: train loss 0.4214467150824411 Epoch 18: val loss 0.5868712663650513 Epoch 19: train loss 0.4878957271575928 Epoch 19: val loss 0.5949043035507202 Epoch 20: train loss 0.42892466698374065 Epoch 20: val loss 0.6113376021385193 Epoch 21: train loss 0.5357583633490971 Epoch 21: val loss 0.6219988465309143 Epoch 22: train loss 0.4613423730645861 Epoch 22: val loss 0.6279308795928955 Epoch 23: train loss 0.45673652631895884 Epoch 23: val loss 0.6307450532913208 Epoch 24: train loss 0.45194070254053387 Epoch 24: val loss 0.6240681409835815
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.618015740598951 Epoch 0: val loss 0.6697432994842529 Epoch 1: train loss 0.6237448709351676 Epoch 1: val loss 0.6623064875602722 Epoch 2: train loss 0.5649449144090924 Epoch 2: val loss 0.6392761468887329 Epoch 3: train loss 0.5431296484810966 Epoch 3: val loss 0.6213893890380859 Epoch 4: train loss 0.5354042989867074 Epoch 4: val loss 0.6126813888549805 Epoch 5: train loss 0.5041447963033404 Epoch 5: val loss 0.6121792197227478 Epoch 6: train loss 0.5090656663690295 Epoch 6: val loss 0.603278636932373 Epoch 7: train loss 0.5298337170055935 Epoch 7: val loss 0.5944743752479553 Epoch 8: train loss 0.4955692248685019 Epoch 8: val loss 0.6073456406593323 Epoch 9: train loss 0.5202823621886117 Epoch 9: val loss 0.6237495541572571 Epoch 10: train loss 0.4992067813873291 Epoch 10: val loss 0.6034252047538757 Epoch 11: train loss 0.4853321313858032 Epoch 11: val loss 0.5901617407798767 Epoch 12: train loss 0.4682281230177198 Epoch 12: val loss 0.6080827116966248 Epoch 13: train loss 0.4798535704612732 Epoch 13: val loss 0.6555761694908142 Epoch 14: train loss 0.5066387483051845 Epoch 14: val loss 0.6675098538398743 Epoch 15: train loss 0.47630258543150766 Epoch 15: val loss 0.6350551843643188 Epoch 16: train loss 0.48655180420194355 Epoch 16: val loss 0.6444180607795715 Epoch 17: train loss 0.49895509651729036 Epoch 17: val loss 0.6714121699333191 Epoch 18: train loss 0.4217871427536011 Epoch 18: val loss 0.6634523272514343 Epoch 19: train loss 0.4995980092457363 Epoch 19: val loss 0.6324561834335327 Epoch 20: train loss 0.463951975107193 Epoch 20: val loss 0.6016619205474854 Epoch 21: train loss 0.4594044642789023 Epoch 21: val loss 0.6196800470352173 Epoch 22: train loss 0.4319181186812265 Epoch 22: val loss 0.6171748638153076 Epoch 23: train loss 0.4560444397585733 Epoch 23: val loss 0.6438695788383484 Epoch 24: train loss 0.4264556808131082 Epoch 24: val loss 0.6595199108123779
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
Epoch 0: train loss 0.6671404497964042 Epoch 0: val loss 0.6138673424720764 Epoch 1: train loss 0.6537669726780483 Epoch 1: val loss 0.5890045166015625 Epoch 2: train loss 0.6288341879844666 Epoch 2: val loss 0.5761247873306274 Epoch 3: train loss 0.628504331622805 Epoch 3: val loss 0.5710749626159668 Epoch 4: train loss 0.5687848925590515 Epoch 4: val loss 0.5700005888938904 Epoch 5: train loss 0.5395081724439349 Epoch 5: val loss 0.5675393342971802 Epoch 6: train loss 0.5511469926152911 Epoch 6: val loss 0.568970799446106 Epoch 7: train loss 0.5766363229070391 Epoch 7: val loss 0.5771312117576599 Epoch 8: train loss 0.5216581438268934 Epoch 8: val loss 0.5814802050590515 Epoch 9: train loss 0.5162404307297298 Epoch 9: val loss 0.5790902376174927 Epoch 10: train loss 0.5067295602389744 Epoch 10: val loss 0.5820879340171814 Epoch 11: train loss 0.5231956158365522 Epoch 11: val loss 0.5851179957389832 Epoch 12: train loss 0.49377842460359844 Epoch 12: val loss 0.5873914361000061 Epoch 13: train loss 0.48914723311151775 Epoch 13: val loss 0.5977297425270081 Epoch 14: train loss 0.47863893849509104 Epoch 14: val loss 0.6007556319236755 Epoch 15: train loss 0.47175793775490354 Epoch 15: val loss 0.5982775688171387 Epoch 16: train loss 0.4719164158616747 Epoch 16: val loss 0.607292890548706 Epoch 17: train loss 0.5546867975166866 Epoch 17: val loss 0.6177462935447693 Epoch 18: train loss 0.4815893386091505 Epoch 18: val loss 0.6168175935745239 Epoch 19: train loss 0.48954073446137564 Epoch 19: val loss 0.6137657761573792 Epoch 20: train loss 0.48395353981426786 Epoch 20: val loss 0.6306226849555969 Epoch 21: train loss 0.48115886534963337 Epoch 21: val loss 0.6364952921867371 Epoch 22: train loss 0.4542894661426544 Epoch 22: val loss 0.6425607204437256 Epoch 23: train loss 0.48467434304101126 Epoch 23: val loss 0.6413478851318359 Epoch 24: train loss 0.4449761722769056 Epoch 24: val loss 0.6295065879821777
/usr/local/lib/python3.6/dist-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)
--------------------------------------------------------------------------- UnboundLocalError Traceback (most recent call last) <ipython-input-14-3f9847ebd7fb> in <module>() 9 x = x.transpose(0, 2, 1)[:, np.newaxis, :, :] 10 y=subjects[train_subject][1] ---> 11 test_stats, model = cv_per_subj_test(x, y, params, path_to_subj,test_on_last_block=False, plot_fold_history=True) 12 subjs_test_stats[train_subject] = test_stats 13 end = time() <ipython-input-12-d3c791c1423e> in cv_per_subj_test(x, y, params, path_to_subj, test_on_last_block, plot_fold_history) 26 model_path=os.path.join(path_to_subj,'naive_model')) 27 ---> 28 single_auc_loging(test_history, 'test_history', path_to_save=path_to_subj) 29 with codecs.open('%s/res.txt' % path_to_subj, 'w', encoding='utf8') as f: 30 f.write(u'Val auc %.02f±%.02f\n' % (np.mean(best_val_aucs),np.std(best_val_aucs))) UnboundLocalError: local variable 'test_history' referenced before assignment
indexes = [25 + k for k in range(14)]
indexes.remove(31)
plt.figure(figsize=(30,15))
n=1
for i in indexes:
plt.subplot(3,5,n)
n+=1
img = plt.imread('/content/res/'+str(i)+'/test_history.png')
plt.imshow(img)
plt.show()
We decided to use Beta bandwidth [13-30Hz]
lowcut = 13
highcut = 30
orders = 3
node_label = get_label('PO8')
yf = butter_bandpass_filter(X[301,:,node_label], lowcut, highcut, 1000, order=orders)
fig = plt.figure(figsize=(25,7))
plt.subplot(131)
plt.plot(X[301,:,node_label])
plt.subplot(132)
plt.plot(yf)
plt.subplot(133)
plt.plot(np.sqrt(yf**2))
[<matplotlib.lines.Line2D at 0x7fbcc03b6828>]
np.mean(np.sqrt(yf**2))
1.4981284847282739
First we needed to do feature extraction. According to the exploration we did up above, we realized that it could be relevant to do spatial filetring using the CSP algorithm, Common Space Pattern, to identify wether it is Target or a Non-Target sequence.
from mne.decoding import CSP
# run CSP
csp = CSP(reg='auto')
csp.fit(X,y)
Computing rank from data with rank=None
Using tolerance 2.8e+02 (2.2e-16 eps * 300 dim * 4.2e+15 max singular value)
Estimated rank (mag): 170
MAG: rank 170 computed from 300 data channels with 0 projectors
Setting small MAG eigenvalues to zero (without PCA)
Reducing data rank from 300 -> 170
Estimating covariance using AUTO
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-78-72507668dc8a> in <module>() 3 # run CSP 4 csp = CSP(reg='auto') ----> 5 csp.fit(X,y) /usr/local/lib/python3.6/dist-packages/mne/decoding/csp.py in fit(self, X, y) 176 cov = _regularized_covariance( 177 class_, reg=self.reg, method_params=self.cov_method_params, --> 178 rank=self.rank) 179 weight = sum(y == this_class) 180 elif self.cov_est == "epoch": /usr/local/lib/python3.6/dist-packages/mne/cov.py in _regularized_covariance(data, reg, method_params, info, rank) 1672 info=info, cv=None, n_jobs=1, stop_early=True, 1673 picks_list=picks_list, scalings=scalings, -> 1674 rank=rank)[reg]['data'] 1675 return cov 1676 /usr/local/lib/python3.6/dist-packages/mne/cov.py in _compute_covariance_auto(data, method, info, method_params, cv, scalings, n_jobs, stop_early, picks_list, rank) 974 name = method_.__name__ if callable(method_) else method_ 975 logger.info(msg % name.upper()) --> 976 mp = method_params[method_] 977 _info = {} 978 KeyError: 'auto'
csp
CSP(cov_est='concat', cov_method_params=None, log=None, n_components=4, norm_trace=False, rank=None, reg='auto', transform_into='average_power')